Work · Sources
Career and work
Also called job · boss · burnout · work stress · career change · AI at work · ChatGPT work
Named sources. May contain inaccuracies or be incomplete. Not medical, legal, financial, or other professional advice.
A useful career decision starts with the actual work: what the job asks, what support is available, how it affects your health, and what you need to learn about your options. Separate safety and rights concerns from ordinary work-design problems, then choose one safe change or small investigation. Interest, effort and AI tools can inform that process; none guarantees a job or income.
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What kind of work problem are you facing?
A career includes the skills, roles and learning you build over time. Start with the situation in front of you: a team problem, strain in the job, a condition you can change, or uncertainty about different work.
You hesitate to ask a question because the last person who did was mocked. Psychological safety means room to take an interpersonal risk—such as admitting uncertainty—while doing the work. Amy Edmondson studies this kind of team learning. Ask what happens when someone reports an error: does the team investigate and repair it, or punish the person for bringing it forward? A tense meeting alone does not describe an entire workplace. Repeated intimidation matters, and possible threats or retaliation call for stronger support than practicing a better feedback script.
About — Amy C. EdmondsonTessa West — Institute for Public KnowledgeRetaliationYou finish work depleted and wonder whether the whole career is wrong. Christina Maslach's burnout research directs attention to the relationship between people and their jobs; NIOSH examines mismatches between demands and available resources. Write down the actual load, schedule, staffing and support as well as how you feel. This can help distinguish questions to take to a workplace contact from symptoms to discuss with a clinician. Both routes can be needed. A difficult job does not establish the cause of every symptom, and a career change is not a medical treatment.
Christina MaslachStress and WorkFatigueYou like the work but receive three urgent assignments with no priority order. Work design means how tasks, responsibilities, resources and decisions are arranged. Sharon Parker's research makes that arrangement part of the question, rather than treating every struggle as a personal skill deficit. In a basically safe role, a useful test might be asking who decides which assignment moves when a new one arrives. Judge the test by whether priorities and workload actually change. Extra determination cannot supply missing equipment, remove a threat or make an impossible volume of work feasible.
About — Sharon K. ParkerStress and WorkYou are considering a different field but do not know whether to enroll in training. CareerOneStop's occupation-change guide pairs skill comparisons with research and conversations about actual work. Start with one question: what would I do on an ordinary day, which ability could I demonstrate now, or what entry requirement would I need? A conversation or small sample using your own materials can answer more than an attractive job title. Set limits before spending. The point is information for a decision, not proving that you are ready or that a job will follow.
CareerOneStop Paths — User Guide: Change your occupation or industryProvisional Selves: Experimenting With Image and Identity in Professional AdaptationAbout Dorie Clark02
What makes it possible to learn together?
M. Lance Frazier and colleagues combined 136 independent samples covering more than 22,000 people and nearly 5,000 groups. Their meta-analysis examines psychological safety's relationships with work outcomes and how those relationships vary with study design, culture and individual versus group measurement. The useful idea is a climate in which asking, disagreeing and acknowledging errors are possible. It is not a promise of comfortable conversations. Research associations also do not show that one worker's new sentence will change a team's performance.
Psychological Safety: A Meta-Analytic Review and ExtensionAbout — Amy C. EdmondsonSuppose a report contains the wrong figure. A constructive response identifies the figure, its consequence and the correction needed, while allowing the author to explain how the error occurred. Kim Scott's public management teaching presents care and direct challenge together; it is practitioner guidance, not a tested guarantee for every workplace. Accountability still includes performance expectations and repair. Psychological safety concerns the ability to contribute information in good faith. Humiliation, intimidation and reprisals can close that channel even when a manager describes the behavior as candor.
Kim Scott — TED SpeakerAbout — Amy C. EdmondsonAsk who receives useful answers, whose concerns are dismissed and whether different shifts or groups have different experiences. Tessa West's interpersonal research helps keep attention on behavior and context rather than assuming a colleague's motives. Frazier's review explicitly compares individual and group levels and national culture; a personal experience and a team score answer different questions. Keep the experience concrete without turning it into a numerical diagnosis of the whole organization. A serious incident still deserves a response even before a repeating pattern exists.
Tessa West — Institute for Public KnowledgePsychological Safety: A Meta-Analytic Review and Extension03
How do work conditions and health connect?
WHO describes burnout as a work-related phenomenon arising from chronic workplace stress that has not been successfully managed. Its three dimensions are depleted energy, growing distance or cynicism toward the job, and reduced professional efficacy—feeling less able to accomplish useful work. WHO does not classify it as a medical condition and limits this definition to the occupational context. This language helps describe a work problem. It cannot determine why you are exhausted or replace a clinical assessment.
Burn-out an "occupational phenomenon"Fatigue is a symptom: a lack of energy that may affect ordinary activities. MedlinePlus lists inadequate sleep, emotional strain, medicines, physical conditions and mental-health conditions among possible causes. Contact a healthcare professional when tiredness lasts for weeks; seek assessment sooner when symptoms impair functioning or create a safety concern. A brief record of sleep, energy, concentration, mood, physical symptoms, medicines and daily functioning can help describe the problem. Include substance use honestly if relevant. Do not wait for the employer to improve before getting needed care.
FatigueWHO's mental-health-at-work guidance identifies psychosocial risks—features of the job's social and organizational environment—such as excessive demands, low control, unclear roles and inadequate support. NIOSH likewise directs prevention toward healthier work design and management. Sleep, exercise, rest, stress skills and treatment may help an individual, but they do not replace staffing, safe equipment or a workable schedule. WHO covers organizational changes, manager and worker training, individual support, accommodations and return-to-work support. The appropriate combination depends on the setting and the person's needs.
Mental health at workWHO guidelines on mental health at workStress and Work04
What can make the work more workable?
Edward Deci, Anja Olafsen and Richard Ryan review self-determination theory at work. Autonomy means meaningful choice within real constraints; competence means being able to develop and use effective skills; relatedness means connection with other people. The review links support for these needs with motivation, well-being and performance. Ask whether you understand a decision, receive feedback that helps you improve and have someone to turn to. These questions explain part of working life. They do not measure your entire job, diagnose burnout or settle pay, fairness, safety or disability rights.
Self-Determination Theory in Work Organizations: The State of a ScienceJob crafting means initiating changes in aspects of your work. Cort Rudolph and colleagues reviewed 122 samples involving 35,670 workers: seeking feedback and support, developing resources, adding useful challenges and reducing hindering demands did not have identical relationships with outcomes. The reviewed studies were nonexperimental, so the authors treat the relationships as correlations. A negotiated handoff change or new feedback source can be a useful trial. Taking on more work is not automatically beneficial, and reducing a demand is not the same as removing the hazard that produces it.
Job Crafting: A Meta-Analysis of Relationships With Individual Differences, Job Characteristics, and Work OutcomesAdam Grant's Wharton research profile describes two experiments on a 'dual-growth mindset': viewing both yourself and the design of your job as changeable. The studies reported gains in happiness lasting at least six months, unlike the single-focus conditions. One was a field quasi-experiment in a technology company; the other involved employees across organizations. This is a bounded finding, not permission to ignore constraints. Its useful question is whether training you and changing the work could be considered together, instead of assuming every improvement must come from greater personal effort.
Getting Unstuck: The Effects of Growth Mindsets About the Self and Job on Happiness at Work — abstract on Adam Grant's research profile05
How can you make a workable request?
In a basically safe job, explain the task, the constraint and the decision you need. An illustrative request is: 'I can finish A or B by Friday at the required quality. Which comes first, and what date should I use for the other?' This is an editorial example, not a validated script. Alison Green's practice-based work helps make workplace questions concrete, while Alison Fragale studies power and influence. Consider who has authority, what matters to them and what response would count as progress. Safer support is needed if raising the issue could increase danger or retaliation.
Suppose two departments each need a finished report on Friday, but the employee has time to complete only one at the required standard. Preparing the request means listing what remains for each report and who depends on it. The manager may prioritize the customer report and move the internal report to Tuesday. That decision becomes usable when the employee confirms the revised date with the affected people through the agreed channel.
If the answer is 'both are urgent,' the conflict still exists. The employee can ask which scope can change or who can resolve the competing demands, rather than silently promising two incompatible outcomes. A later review asks whether the deadline or workload actually changed. This invented example shows the work a request needs to accomplish; wording alone cannot create staffing, authority or protection from retaliation.
Alison Green — Penguin Random HouseAbout Alison FragaleRetaliationA workload conversation is easier to assess when it names what changes: the deadline, scope, staffing, schedule or decision owner. Deepak Malhotra's professional negotiation teaching emphasizes trust and the risk involved in negotiations; a carefully framed request does not make agreement certain. If a manager cannot add staff, could the scope change? If priorities remain unclear, which authorized channel can clarify them? Record any agreed responsibility and review point. Advice about influence is not an individualized assessment of leverage or a substitute for a union, rights or safety process.
Deepak Malhotra, PON Executive CommitteeSix Ways to Build Trust in NegotiationsSome tasks help the team but offer little recognition in promotion decisions. Linda Babcock and colleagues studied allocation of such tasks and found women were more likely than men to volunteer, receive requests and accept them in the studied settings. That population finding cannot predict your manager's behavior. It does make task distribution a useful question: who handles the recurring support work, how much time does it take, and how is it recognized? A manager can consider a fair allocation process rather than expecting each worker to negotiate out of it alone.
Gender Differences in Accepting and Receiving Requests for Tasks with Low PromotabilityLinda Babcock — Social and Decision Sciences06
How can you explore before a large commitment?
The Bureau of Labor Statistics Occupational Outlook Handbook describes duties, work environments, preparation, pay, outlook and local data. Compare these with the life you need: hours, physical demands, travel, location and responsibilities outside work. Median pay is the middle of an occupational wage distribution, not an entry offer. A projection is also not a vacancy or a hiring promise. Read a current local employer listing alongside the occupation profile and date your notes; they answer different questions about a possible role.
Occupational Information Included in the OOHCareerOneStop's Compare Skills tool compares occupations using skill, knowledge, salary and training information; it does not assess your individual competence. A skill gap is something you need to learn or demonstrate. A credential requirement is evidence or authorization a role requires. A course completion certificate, a professional certification and a government license are not interchangeable. Check the relevant employer and licensing authority before paying for training, including whether a program meets entry requirements. A similar past job may suggest a transferable skill, but a work sample or assessment is needed to show your own ability.
Compare Skills Page Help — mySkills myFutureOccupational Information Included in the OOHHerminia Ibarra's qualitative research studied 34 investment bankers and management consultants moving toward more senior roles. Participants observed role models, tried ways of working and assessed internal and external feedback. These 'provisional selves' were trial versions of a professional role. The study did not test a universal method for unemployed workers or career changes. An adaptation is to choose a permitted, modest sample of the work and ask what it reveals. A polished sample might test your interest or expose a skill gap; it does not establish sustained fit, income or employability.
Provisional Selves: Experimenting With Image and Identity in Professional AdaptationChoose one uncertainty, such as whether you enjoy the recurring task after the novelty wears off. Then choose an informational conversation, short class, sample made from your own materials or approved stretch assignment that can address it. Gorick Ng and Dorie Clark provide public career education that makes exploration approachable; Cal Newport's work adds a focus on skill development. These are practice perspectives. Set time and cost limits and write what would make you continue, modify or stop. Protect confidentiality, intellectual property and outside-work rules. Do not use customer or employer materials without permission.
About GorickAbout Dorie ClarkCal NewportCareerOneStop Paths — User Guide: Change your occupation or industry07
Where does the evidence leave room for judgment?
The field does not establish a single best package for all workers. WHO's recommendations cover organizational action and individual support; its universal organizational-intervention recommendation is conditional and based on very low-certainty evidence. This means the available studies leave substantial uncertainty about effects across settings, not that harmful work conditions can be ignored. Kira Schabram's research on meaningful, sustainable work also keeps doing useful work and preserving the worker in the same frame. Ask which condition a proposed intervention changes and how the organization will evaluate its effect.
WHO guidelines on mental health at work — RecommendationsKira Schabram — Smeal College of BusinessPsychological safety can be examined at an individual's or group's level. Frazier's review studies those levels as well as research design and cultural differences. A survey may help identify where to investigate, but its score is not a complete description of what happens during a mistake or a disagreement. Use observations and the accounts of affected workers alongside an appropriately chosen measure. A quiet person might feel safe or have several reasons for staying quiet; silence alone does not answer the question.
Psychological Safety: A Meta-Analytic Review and ExtensionTessa West — Institute for Public KnowledgeThere is no research-backed rule that everyone must first negotiate, or that everyone must leave immediately. The available options depend on safety, power, health, local work, income and the likely response. Professional negotiation perspectives from Fragale, Babcock and Malhotra help formulate questions; they cannot eliminate bias or retaliation risk. An ordinary coordination problem may fit a bounded request. Possible unlawful conduct, hazards and persistent symptoms need appropriate expertise. A transfer or exit may be reasonable, but its timing requires attention to the protections and obligations specific to the person.
About Alison FragaleLinda Babcock — Social and Decision SciencesDeepak Malhotra, PON Executive CommitteeHarassmentCareer educators emphasize different starting points: Clark discusses reinvention, Newport emphasizes skill, and Ng makes workplace expectations more explicit. Their frameworks are useful question sets, not evidence for one required order in which passion, competence, pay and identity must develop. An interest can justify investigation; it cannot guarantee wages. Compare the work, the available opportunities and what it would cost you to qualify. Consider health, discrimination, responsibilities, location and access to training as part of feasibility, rather than interpreting every obstacle as a lack of commitment.
About Dorie ClarkCal NewportAbout GorickCareerOneStop Paths — User Guide: Change your occupation or industry08
What helps you preserve progress and options?
Write dates, exact events, witnesses where relevant, instructions, changing workloads, resources requested and what happened afterward. Distinguish a remembered quotation from a paraphrase. A concrete record supports a useful conversation and may help a qualified adviser understand a concern. Store it safely and lawfully. Do not remove confidential patient, client, customer or employer information you are not entitled to keep, and seek advice before recording people or retaining restricted documents.
HarassmentTessa West — Institute for Public KnowledgeOne column can describe symptoms and functioning; another can describe hours, demands, support and notable events. MedlinePlus suggests a fatigue diary to help identify patterns, while Maslach's research focuses on the occupational context. A pattern is useful information, not proof that one factor caused another. Bring health questions to qualified care and work questions to a suitable workplace route. Improvement in one column does not automatically settle the other.
FatigueChristina MaslachBefore an optional large change, list income, insurance, retirement vesting, leave, references, contract obligations, immigration status and responsibilities for other people. These are prompts to investigate, not a calculation of what you should do. When the answer depends on a rule or benefit, verify your own documents and use qualified benefits, financial, immigration, legal or union help. CareerOneStop's research process supports learning about an occupation before committing; it does not determine the consequences of your resignation.
CareerOneStop Paths — User Guide: Change your occupation or industryRetaliationWrite down the result you agreed to review: clearer priorities, usable feedback, a revised handoff or a workable schedule. Ask whether the change happened, what it cost and whether it shifted unmanageable work to someone else. Parker's work-design lens keeps the actual work arrangement in view. A trial that fails gives information about this setting; it does not show that you failed as a worker. Escalate a hazard appropriately instead of extending an experiment that is unsafe.
About — Sharon K. ParkerJob Crafting: A Meta-Analysis of Relationships With Individual Differences, Job Characteristics, and Work OutcomesA mentor can explain workplace expectations; Ng's public education highlights how unequal access to this knowledge can matter. A manager, ombuds, employee assistance program or union representative may provide a different kind of support. Ask what the helper can do, what they must report and how information is handled. None is automatically confidential or able to replace legal, clinical or safety expertise. For accounts of how people talk about ordinary workdays, STUDself offers a separate community perspective; these named-source findings answer a different question.
About GorickWHO guidelines on mental health at work09
When is stronger support the right next step?
This is general career and workplace education, not legal, medical, mental-health, human-resources, or financial advice. If someone threatens violence or you face immediate danger, move to a safer place if you can and contact local emergency services or workplace security. Harassment and retaliation rules depend on the facts, employer, location, and deadlines; preserve dates and exact events and consider a union representative, workplace process, the EEOC, or a qualified lawyer. Treat burnout as an occupational description rather than a medical diagnosis. Fatigue has many possible causes, so seek a qualified clinician when exhaustion or related symptoms last for weeks, impair daily life, or create a safety risk.
Workplace Violence — OverviewHarassmentRetaliationBurn-out an "occupational phenomenon"FatigueOSHA treats workplace violence as including threatening behavior, not only a completed physical assault. EEOC guidance concerns protected employment rights: unlawful harassment is narrower than every rude interaction, and retaliation protection concerns specified protected activity. Harmful behavior can still warrant help without this article deciding its legal classification. Coverage, jurisdiction and deadlines require current checking; EEOC's harassment page itself carries a review notice. Do not assume an internal conversation pauses a filing deadline or that confronting the person is safe. This article cannot evaluate your case.
Workplace Violence — OverviewHarassmentRetaliationNamed sources. Honest paraphrase of the finding. Not medical, legal, or financial advice. This is a reading companion for understanding the field. It cannot decide whether conduct is illegal, whether a person is medically unwell, what accommodations they qualify for or whether they should leave employment. Use qualified help for those decisions, especially when safety, health or time-sensitive rights are involved.
WHO guidelines on mental health at workHarassment010
How might AI change the tasks in your job?
The ILO's 2025 occupational index combines task data, worker judgments, expert input and model predictions. It estimates that one in four workers worldwide are in occupations with some generative-AI exposure and that 3.3% of employment falls in the highest category. Clerical work remains highly exposed. These figures concern potential effects on tasks, not observed layoffs or a timetable. Jobs combine different tasks; adoption and human involvement matter. Use the index to ask which parts of your actual work may change, rather than converting an occupational score into your personal employment forecast.
Generative AI and Jobs: A Refined Global Index of Occupational ExposureA practical adaptation is to compare your normal process with assistance on one permitted, low-stakes task whose result you can verify. Use only an employer-approved tool and materials allowed under policy. Count time spent checking, correcting and redoing the result, and compare quality as well as speed. Stop if errors or data restrictions make the trial unsuitable. This is an editorial learning experiment, not an ILO-tested productivity method, a forecast of your employment or permission to share confidential work. Broader workplace decisions remain beyond one small comparison.
Generative AI and Jobs: A Refined Global Index of Occupational Exposure011
How should you judge common work claims?
These judgments refer to the wording of the claim. An established general finding does not guarantee an individual result.
Claim: 'Psychological safety means no criticism or accountability.' Verdict: not. Edmondson's learning-and-teaming work and Scott's practitioner teaching allow correction and standards alongside good-faith questions. Useful feedback identifies a behavior and a repair; humiliation or reprisals for raising a concern are a different issue.
About — Amy C. EdmondsonKim Scott — TED SpeakerClaim: 'Burnout is a medical diagnosis.' Verdict: not. WHO classifies it as an occupational phenomenon. That classification does not make persistent symptoms unimportant or rule out a medical condition; healthcare assessment and workplace review may both be needed.
Burn-out an "occupational phenomenon"FatigueClaim: 'Work design can affect worker mental health.' Verdict: established. WHO and NIOSH recognize organizational risks and work design in prevention. This supports examining conditions, not assuming that one redesign will produce a particular benefit for every worker.
Stress and WorkMental health at workClaim: 'Job crafting always improves a job.' Verdict: not. Rudolph's review finds differing correlations for different crafting dimensions and does not establish causation. A useful trial needs a realistic scope and an observable result; hazards require an appropriate safety response.
Job Crafting: A Meta-Analysis of Relationships With Individual Differences, Job Characteristics, and Work OutcomesWorkplace Violence — OverviewClaim: 'Follow your passion and the money will follow.' Verdict: talk. Interest can start an investigation. CareerOneStop's occupation research and BLS information help you examine actual tasks, requirements and opportunities; neither supplies an income guarantee.
CareerOneStop Paths — User Guide: Change your occupation or industryOccupational Information Included in the OOHClaim: 'Everyone should leave a bad job immediately.' Verdict: not. Safety, rights, health and ordinary career mismatch require different responses. General workplace guidance does not set a universal resignation timetable; preserve options when circumstances allow and obtain qualified help when needed.
Workplace Violence — OverviewHarassmentWHO guidelines on mental health at workClaim: 'Generative AI will replace every job this year.' Verdict: not. The ILO index estimates exposure, not a universal replacement schedule. It is useful for discussing task changes and oversight, while leaving employment outcomes and organizational choices uncertain.
Generative AI and Jobs: A Refined Global Index of Occupational Exposure012
What is one useful step you can take now?
Write one factual sentence about what happened or what you need to learn. Choose the main route: immediate safety, possible harassment or retaliation, persistent symptoms, team learning, work design or career exploration. You may need more than one, but start with the action that addresses the most urgent need. This is an editorial organizing tool based on the distinct official guidance, not a diagnostic test. Contact appropriate support for safety, rights or health issues. For an ordinary, safe work question, choose one of the two small tests below.
Workplace Violence — OverviewHarassmentFatigueStress and WorkCareerOneStop Paths — User Guide: Change your occupation or industryChoose one condition you can safely discuss and one concrete request: priorities, decision ownership, workload, schedule, task mix or useful feedback. State the tradeoff, ask for an agreed review point and record the actual response. This adapts work-design and negotiation perspectives; it does not promise acceptance. If the response increases risk or the condition is a hazard, move to a stronger support route instead of treating persistence as the answer.
About — Sharon K. ParkerAbout Alison FragaleDeepak Malhotra, PON Executive CommitteeChoose one question, a time and cost limit, and what evidence would change your mind. Compare an occupation's tasks and requirements with one ability you can demonstrate, then investigate the remaining gap through a conversation, permitted sample or short class. Protect income, benefits, caregiving and confidentiality. The result may justify another small investigation, reveal a training requirement or show that the role does not fit. Learning this before a large commitment is a useful outcome.
Provisional Selves: Experimenting With Image and Identity in Professional AdaptationCompare Skills Page Help — mySkills myFutureAbout Dorie ClarkReferences for this topic
Sources and context
About — Amy C. Edmondson ↗
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- career--edmondson — About — Amy C. Edmondson
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- professional
- accessed at
- 2026-10-01
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- Role and public usefulness verified from opened profile. Contribution to this article: Translate psychological safety into questions, error reporting and learning while retaining performance standards.
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- Public frameworks cannot diagnose a team, prove a one-script effect or replace rights/safety routes.
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- edmondson
Tessa West — Institute for Public Knowledge ↗
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- career--west — Tessa West — Institute for Public Knowledge
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- professional
- accessed at
- 2026-10-01
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- Role and public usefulness verified from opened profile. Contribution to this article: Move from assumed motives and vague labels to behavior, context and repeated responses.
- limitations
- Lab page uses an older associate-professor title; current NYU profile governs. Public typologies do not diagnose colleagues.
- original id
- west
Retaliation ↗
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- career--eeoc-retaliation — Retaliation
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- official
- accessed at
- 2026-10-01
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- Opened EEOC examples of protected activity and retaliation, distinction from all discipline, and deadline/coverage sections.
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- U.S. federal EEO context; not every complaint is protected activity under these laws. Other laws and procedures may apply.
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- eeoc-retaliation
Christina Maslach ↗
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- career--maslach — Christina Maslach
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- professional
- accessed at
- 2026-10-01
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- Role and public usefulness verified from opened profile. Contribution to this article: Keep exhaustion, occupational context and workplace conditions connected without diagnosing the reader.
- limitations
- Burnout inventories and public descriptions do not determine the cause of symptoms or replace healthcare.
- original id
- maslach
Stress and Work ↗
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- career--niosh — Stress and Work
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- official
- accessed at
- 2026-10-01
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- Opened NIOSH page updated July 16, 2026: job stress as demand-resource/needs mismatch and work-design, schedule and management prevention.
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- Occupational-health summary; does not diagnose an individual or separate all interacting causes.
- original id
- niosh
Fatigue ↗
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- career--fatigue — Fatigue
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- guideline
- accessed at
- 2026-10-01
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- Opened NLM guidance: fatigue is a symptom with varied causes, provider contact after weeks and a diary to describe patterns.
- limitations
- Patient education; functional impairment/safety escalation is cautious educational routing, not a medical diagnosis or treatment.
- original id
- fatigue
About — Sharon K. Parker ↗
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- career--parker — About — Sharon K. Parker
- kind
- professional
- accessed at
- 2026-10-01
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- Role and public usefulness verified from opened profile. Contribution to this article: Keep demands, resources, role structure and actual changes to work inside the improvement question.
- limitations
- A work-design lens does not establish individual rights, clinical causes or feasibility in an unsafe role.
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- parker
CareerOneStop Paths — User Guide: Change your occupation or industry ↗
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- career--career-change — CareerOneStop Paths — User Guide: Change your occupation or industry
- kind
- guideline
- accessed at
- 2026-10-01
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- Opened four-page guide: skills assessment, related occupations, demand research, informational interviews and employer investigation.
- limitations
- Job-search guidance, not a validated personal competence test or financial assessment; article's short experiment is an editorial adaptation.
- original id
- career-change
Provisional Selves: Experimenting With Image and Identity in Professional Adaptation ↗
- id
- career--ibarra — Provisional Selves: Experimenting With Image and Identity in Professional Adaptation
- kind
- study
- accessed at
- 2026-10-01
- supports
- Opened university-hosted primary paper; methods/participants and findings inspected: 19 consultants and 15 bankers, observing, experimenting and evaluating role identities.
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- Qualitative professional-services role transitions, not a randomized test of career changes or a population representative of all workers.
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- ibarra
About Dorie Clark ↗
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- career--clark — About Dorie Clark
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- professional
- accessed at
- 2026-10-01
- supports
- Role and public usefulness verified from opened profile. Contribution to this article: Translate reinvention into investigation and bounded learning before commitment.
- limitations
- The biography gives inconsistent present and past Duke appointment wording, so the stable author and educator role is used here. The verified degree is MTS. Career guidance does not forecast employment.
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- clark
Psychological Safety: A Meta-Analytic Review and Extension ↗
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- career--frazier — Psychological Safety: A Meta-Analytic Review and Extension
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- review
- accessed at
- 2026-10-01
- supports
- Opened Wiley article landing page and abstract: 136 samples, over 22,000 individuals, nearly 5,000 groups; work outcomes, culture, study design and individual/group comparisons.
- limitations
- Abstract and bibliographic/reference sections available. Full results tables were not retrieved; no new effect-size or causal estimate claimed.
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- frazier
Kim Scott — TED Speaker ↗
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- career--scott — Kim Scott — TED Speaker
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- professional
- accessed at
- 2026-10-01
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- Role and public usefulness verified from opened profile. Contribution to this article: Illustrate how care and direct correction can coexist.
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- A commercial management framework does not establish psychological safety or make candor safe under coercion.
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- scott
Burn-out an "occupational phenomenon" ↗
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- career--who-burnout — Burn-out an "occupational phenomenon"
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- official
- accessed at
- 2026-10-01
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- Opened WHO clarification: occupational context, chronic unmanaged work stress, three dimensions and non-medical-condition classification.
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- Classification explanation, not a clinical assessment or explanation of all fatigue.
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- who-burnout
Mental health at work ↗
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- career--who-work-facts — Mental health at work
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- official
- accessed at
- 2026-10-01
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- Opened WHO fact sheet dated September 15, 2026: psychosocial risks, meaningful worker involvement, organizational prevention, accommodations and return-to-work support.
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- International guidance; does not establish individual legal entitlements or an intervention effect in every setting.
- original id
- who-work-facts
WHO guidelines on mental health at work ↗
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- career--who-guidelines — WHO guidelines on mental health at work
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- guideline
- accessed at
- 2026-10-01
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- Opened official publication overview: organizational interventions, manager and worker training, individual interventions, returning to work and gaining employment.
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- Overview inspected; not a full-page-by-page review of the 134-page guideline. Detailed recommendation certainty is recorded separately.
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- who-guidelines
Self-Determination Theory in Work Organizations: The State of a Science ↗
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- career--sdt — Self-Determination Theory in Work Organizations: The State of a Science
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- review
- accessed at
- 2026-10-01
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- Opened Annual Reviews abstract: autonomy, competence, relatedness; autonomous/controlled motivation; relevance to wellness and performance.
- limitations
- Review abstract and reference material inspected, not every underlying study. Framework cannot diagnose burnout or evaluate an entire job.
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- sdt
Job Crafting: A Meta-Analysis of Relationships With Individual Differences, Job Characteristics, and Work Outcomes ↗
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- career--crafting — Job Crafting: A Meta-Analysis of Relationships With Individual Differences, Job Characteristics, and Work Outcomes
- kind
- review
- accessed at
- 2026-10-01
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- Opened author manuscript uploaded by coauthor Hannes Zacher: 122 samples/35,670 workers, four dimensions, differing correlations; explicit nonexperimental/causality boundary in manuscript introduction.
- limitations
- The coauthor-uploaded primary manuscript was reviewed. Its nonexperimental studies cannot establish causation, and this was not an exhaustive review of later interventions.
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- crafting
Getting Unstuck: The Effects of Growth Mindsets About the Self and Job on Happiness at Work — abstract on Adam Grant's research profile ↗
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- career--grant-experiments — Getting Unstuck: The Effects of Growth Mindsets About the Self and Job on Happiness at Work — abstract on Adam Grant's research profile
- kind
- study
- accessed at
- 2026-10-01
- supports
- Opened official faculty publication abstract for Berg, Wrzesniewski, Grant, Kurkoski and Welle: field quasi-experiment and controlled employee experiment, happiness gains lasting at least six months.
- limitations
- Primary research abstract reproduced on official faculty page; full methods/results were not read. Not a universal guarantee or safe-workplace remedy.
- original id
- grant-experiments
Alison Green — Penguin Random House ↗
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- career--green — Alison Green — Penguin Random House
- kind
- professional
- accessed at
- 2026-10-01
- supports
- Role and public usefulness verified from opened profile. Contribution to this article: Turn vague workplace concerns into concrete questions and realistic illustrative wording.
- limitations
- The official publisher biography was reviewed; the author’s own biography page was unavailable. Advice-column practice is not clinical or legal advice, or research proof.
- original id
- green
About Alison Fragale ↗
- id
- career--fragale — About Alison Fragale
- kind
- professional
- accessed at
- 2026-10-01
- supports
- Role and public usefulness verified from opened profile. Contribution to this article: Improve a bounded request by considering authority, influence and the other person's constraints.
- limitations
- Negotiation education cannot eliminate bias, unequal leverage or retaliation risk.
- original id
- fragale
Deepak Malhotra, PON Executive Committee ↗
- id
- career--malhotra — Deepak Malhotra, PON Executive Committee
- kind
- professional
- accessed at
- 2026-10-01
- supports
- Role and public usefulness verified from opened profile. Contribution to this article: Frame negotiation as a decision involving interests, trust, alternatives and risk.
- limitations
- Professional negotiation perspectives cannot guarantee agreement or replace union, legal or safety support.
- original id
- malhotra
Six Ways to Build Trust in Negotiations ↗
- id
- career--malhotra-trust — Six Ways to Build Trust in Negotiations
- kind
- professional
- accessed at
- 2026-10-01
- supports
- Opened HBS practice article introduction framing negotiation risk and trust; useful professional context for preparing requests.
- limitations
- Professional teaching with illustrative cases; it does not validate this article’s example script or assure agreement.
- original id
- malhotra-trust
Gender Differences in Accepting and Receiving Requests for Tasks with Low Promotability ↗
- id
- career--babcock-tasks — Gender Differences in Accepting and Receiving Requests for Tasks with Low Promotability
- kind
- study
- accessed at
- 2026-10-01
- supports
- Opened AEA publisher abstract and author paper hosted at https://sites.pitt.edu/~vester/aer_promotability.pdf: women more often volunteered, were asked, and accepted low-promotability tasks in studied settings.
- limitations
- Population evidence and designed task-allocation settings; not a prediction about a particular worker or every workplace.
- original id
- babcock-tasks
Linda Babcock — Social and Decision Sciences ↗
- id
- career--babcock — Linda Babcock — Social and Decision Sciences
- kind
- professional
- accessed at
- 2026-10-01
- supports
- Role and public usefulness verified from opened profile. Contribution to this article: Examine who receives recurring support work and how task allocation affects opportunity.
- limitations
- Gender/task-allocation findings do not predict one employer's response or make every request safe.
- original id
- babcock
Occupational Information Included in the OOH ↗
- id
- career--bls — Occupational Information Included in the OOH
- kind
- official
- accessed at
- 2026-10-01
- supports
- Opened duties, working conditions/schedules, education/licenses/certifications, median-wage definition and outlook sections.
- limitations
- U.S. occupation summaries, not local offers, individual assessments or guaranteed openings.
- original id
- bls
Compare Skills Page Help — mySkills myFuture ↗
- id
- career--career-compare — Compare Skills Page Help — mySkills myFuture
- kind
- official
- accessed at
- 2026-10-01
- supports
- Opened occupational skill/knowledge comparisons, possible gaps, training, license/certification fields, local filter and data-source sections.
- limitations
- Compares occupations, not a person's demonstrated skill. Verify current employer and licensing requirements before training.
- original id
- career-compare
About Gorick ↗
- id
- career--ng — About Gorick
- kind
- professional
- accessed at
- 2026-10-01
- supports
- Role and public usefulness verified from opened profile. Contribution to this article: Make implicit expectations, feedback access and practical exploration discussable for workers without insider access.
- limitations
- Interview-based public guidance is not representative causal research; norms vary by organization and role.
- original id
- ng
Cal Newport ↗
- id
- career--newport — Cal Newport
- kind
- professional
- accessed at
- 2026-10-01
- supports
- Role and public usefulness verified from opened profile. Contribution to this article: Offer a skill-development and focused-work perspective within role and time constraints.
- limitations
- Computer-science scholarship is not occupational-health expertise; productivity frameworks cannot repair hazards or prove a career sequence.
- original id
- newport
WHO guidelines on mental health at work — Recommendations ↗
- id
- career--who-recommendations — WHO guidelines on mental health at work — Recommendations
- kind
- guideline
- accessed at
- 2026-10-01
- supports
- Official Bookshelf search extraction inspected for Recommendation 1: universal organizational interventions conditional, very low-certainty evidence; comprehensive integration emphasized.
- limitations
- The specific recommendation was reviewed through the official indexed text; the full chapter was unavailable. This supports the narrowly stated certainty claim, not a review of the entire guideline.
- original id
- who-recommendations
Kira Schabram — Smeal College of Business ↗
- id
- career--schabram — Kira Schabram — Smeal College of Business
- kind
- professional
- accessed at
- 2026-10-01
- supports
- Role and public usefulness verified from opened profile. Contribution to this article: Consider how doing meaningful work and preserving the worker can fit together.
- limitations
- Research-program description is not a burnout treatment or proof that compassion alone repairs job conditions.
- original id
- schabram
Harassment ↗
- id
- career--eeoc-harassment — Harassment
- kind
- official
- accessed at
- 2026-10-01
- supports
- Opened EEOC conduct/context, protected-characteristic scope, employer coverage and deadline sections; page review notice observed.
- limitations
- U.S. federal guidance under review. No personal legal classification, confrontation directive or fixed deadline is supplied; facts/jurisdiction require qualified checking.
- original id
- eeoc-harassment
Workplace Violence — Overview ↗
- id
- career--osha — Workplace Violence — Overview
- kind
- official
- accessed at
- 2026-10-01
- supports
- Opened OSHA definitions of threats/intimidation/violence and employer hazard assessment and prevention guidance.
- limitations
- General safety guidance; worksite emergency plans and local law differ. Does not supply an individual safety plan.
- original id
- osha
Generative AI and Jobs: A Refined Global Index of Occupational Exposure ↗
- id
- career--ilo-ai — Generative AI and Jobs: A Refined Global Index of Occupational Exposure
- kind
- study
- accessed at
- 2026-10-01
- supports
- Opened ILO Working Paper 140 official abstract/methods-result summary: task data, worker survey, expert/model input; 25% some exposure and 3.3% highest category; clerical exposure and human-task mix.
- limitations
- Publication overview inspected, not the full paper. Potential task exposure is not realized displacement, a personal forecast or permission to use employer data.
- original id
- ilo-ai
Career Changes? — r/careerguidance ↗
- id
- career--career-question — Career Changes? — r/careerguidance
- kind
- question_signal
- accessed at
- 2026-10-01
- supports
- Opened a reader question about low-paid work, college/training and uncertain occupational options; used to prioritize investigate-before-spending teaching.
- limitations
- One self-reported question and comments, not a demand estimate, verified wage record, credential authority or factual support.
- original id
- career-question
Adam Grant — Management Department ↗
- id
- career--grant — Adam Grant — Management Department
- kind
- professional
- accessed at
- 2026-10-01
- supports
- Role and public usefulness verified from opened profile. Contribution to this article: Consider both the worker and the job as potentially changeable; inspect bounded experimental findings.
- limitations
- Public visibility does not establish evidence quality; two experiments do not guarantee a result in every job.
- original id
- grant
Herminia Ibarra ↗
- id
- career--ibarra-panel — Herminia Ibarra
- kind
- professional
- accessed at
- 2026-10-01
- supports
- Role and public usefulness verified from opened profile. Contribution to this article: Explain provisional roles as trials that generate feedback before an identity commitment.
- limitations
- The 1999 qualitative sample involved elite professional-services role transitions, not all career changers.
- original id
- ibarra-panel
Professional perspectives
Amy C. Edmondson
Novartis Professor of Leadership and Management, Harvard Business School; psychological-safety and teaming researcher
- Public usefulness
- Official biography records books, scholarly papers and public speaking on learning and teaming.
- Contribution
- Translate psychological safety into questions, error reporting and learning while retaining performance standards.
- Scope and limits
- Public frameworks cannot diagnose a team, prove a one-script effect or replace rights/safety routes.
- Reviewed
- 2026-10-01
Christina Maslach
Professor of Psychology Emerita and Professor of the Graduate School, University of California, Berkeley; burnout researcher
- Public usefulness
- Berkeley profile lists public books including The Burnout Challenge and applied burnout teaching.
- Contribution
- Keep exhaustion, occupational context and workplace conditions connected without diagnosing the reader.
- Scope and limits
- Burnout inventories and public descriptions do not determine the cause of symptoms or replace healthcare.
- Reviewed
- 2026-10-01
Adam Grant
Saul P. Steinberg Professor of Management and Professor of Psychology, Wharton
- Public usefulness
- Official profile records WorkLife, public books and talks alongside research on job design and motivation.
- Contribution
- Consider both the worker and the job as potentially changeable; inspect bounded experimental findings.
- Scope and limits
- Public visibility does not establish evidence quality; two experiments do not guarantee a result in every job.
- Reviewed
- 2026-10-01
Herminia Ibarra
Charles Handy Chair and Professor of Organisational Behaviour, London Business School; PhD Yale
- Public usefulness
- Official profile records Working Identity, public writing and speaking on leadership and career transitions.
- Contribution
- Explain provisional roles as trials that generate feedback before an identity commitment.
- Scope and limits
- The 1999 qualitative sample involved elite professional-services role transitions, not all career changers.
- Reviewed
- 2026-10-01
Sharon K. Parker
John Curtin Distinguished Professor of Organizational Behavior, Curtin University; director, Centre for Transformative Work Design
- Public usefulness
- Professional biography provides applied research initiatives, media/speaking and podcasts.
- Contribution
- Keep demands, resources, role structure and actual changes to work inside the improvement question.
- Scope and limits
- A work-design lens does not establish individual rights, clinical causes or feasibility in an unsafe role.
- Reviewed
- 2026-10-01
Tessa West
Professor of Psychology, New York University; interpersonal-communication researcher
- Public usefulness
- Current NYU profile records Jerks at Work, Job Therapy, workplace public writing and TED talks.
- Contribution
- Move from assumed motives and vague labels to behavior, context and repeated responses.
- Scope and limits
- Lab page uses an older associate-professor title; current NYU profile governs. Public typologies do not diagnose colleagues.
- Reviewed
- 2026-10-01
Alison Fragale
Professor, UNC Kenan-Flagler Business School; PhD Organizational Behavior, Stanford
- Public usefulness
- Official biography records public teaching on power, status, negotiation, pay and career advancement.
- Contribution
- Improve a bounded request by considering authority, influence and the other person's constraints.
- Scope and limits
- Negotiation education cannot eliminate bias, unequal leverage or retaliation risk.
- Reviewed
- 2026-10-01
Linda Babcock
James M. Walton Professor Emerita of Economics, Carnegie Mellon University; PhD Economics
- Public usefulness
- University profile records outreach through PROGRESS, negotiation teaching and Women Don't Ask.
- Contribution
- Examine who receives recurring support work and how task allocation affects opportunity.
- Scope and limits
- Gender/task-allocation findings do not predict one employer's response or make every request safe.
- Reviewed
- 2026-10-01
Deepak Malhotra
Eli Goldston Professor of Business Administration, Harvard Business School; PhD Northwestern Kellogg
- Public usefulness
- Harvard profile records public books, negotiation teaching and advisory work; opened HBS trust article.
- Contribution
- Frame negotiation as a decision involving interests, trust, alternatives and risk.
- Scope and limits
- Professional negotiation perspectives cannot guarantee agreement or replace union, legal or safety support.
- Reviewed
- 2026-10-01
Gorick Ng
Career adviser at Harvard and UC Berkeley faculty member; MBA Harvard Business School, as stated in his official biography
- Public usefulness
- Official site provides early-career public education, The Unspoken Rules and free career Q&A examples.
- Contribution
- Make implicit expectations, feedback access and practical exploration discussable for workers without insider access.
- Scope and limits
- Interview-based public guidance is not representative causal research; norms vary by organization and role.
- Reviewed
- 2026-10-01
Alison Green
Ask a Manager author; former nonprofit chief of staff overseeing staff management
- Public usefulness
- Publisher biography verifies daily workplace questions, management education and authored books.
- Contribution
- Turn vague workplace concerns into concrete questions and realistic illustrative wording.
- Scope and limits
- The official publisher biography was reviewed; the author’s own biography page was unavailable. Advice-column practice is not clinical or legal advice, or research proof.
- Reviewed
- 2026-10-01
Cal Newport
Full Professor of Computer Science, Georgetown University; PhD MIT, as stated on official website
- Public usefulness
- Official site records Deep Work, Slow Productivity, public essays and Deep Questions podcast.
- Contribution
- Offer a skill-development and focused-work perspective within role and time constraints.
- Scope and limits
- Computer-science scholarship is not occupational-health expertise; productivity frameworks cannot repair hazards or prove a career sequence.
- Reviewed
- 2026-10-01
Kim Scott
Management author and executive educator; former Apple University faculty and Google team leader
- Public usefulness
- Official TED profile records feedback teaching, management books and public talks.
- Contribution
- Illustrate how care and direct correction can coexist.
- Scope and limits
- A commercial management framework does not establish psychological safety or make candor safe under coercion.
- Reviewed
- 2026-10-01
Dorie Clark
Career-strategy author, consultant and executive educator; Master of Theological Studies, Harvard Divinity School
- Public usefulness
- Official biography records Reinventing You, The Long Game, public articles and executive education.
- Contribution
- Translate reinvention into investigation and bounded learning before commitment.
- Scope and limits
- The biography gives inconsistent present and past Duke appointment wording, so the stable author and educator role is used here. The verified degree is MTS. Career guidance does not forecast employment.
- Reviewed
- 2026-10-01
Kira Schabram
Assistant Professor in Management & Organization, Penn State Smeal; PhD Organizational Behavior and Human Resources
- Public usefulness
- Penn State profile provides publicly accessible sustainable-work teaching and research; opened coauthored HBR recovery article (https://hbr.org/2021/04/your-burnout-is-unique-your-recovery-will-be-too) verifies public research translation.
- Contribution
- Consider how doing meaningful work and preserving the worker can fit together.
- Scope and limits
- Research-program description is not a burnout treatment or proof that compassion alone repairs job conditions.
- Reviewed
- 2026-10-01
Keep this topic in view
Preserved original record
The earlier public profile is preserved separately from the current article. It may contain superseded wording and is not newly checked material.
Read the full original profile
- slug
- career
- name
- Career and work
- browse Line
- Identify the work problem, protect your safety, and try a manageable change.
- photo
- /learn/assets/topics/career.jpg
- photo Alt
- An adult at an office desk with a notebook and a laptop
- aliases
- job
- boss
- burnout
- work stress
- career change
- AI at work
- ChatGPT work
- family
- work
- heat
- mid
- talk
- Sources
- most Discussed
- true
- first Line
- A career is the work and learning you build across roles and life stages. This topic helps distinguish workplace conditions, persistent exhaustion, skill development and decisions about what comes next.
- why Line
- A career is the work and learning you build across roles and life stages. This topic helps distinguish workplace conditions, persistent exhaustion, skill development and decisions about what comes next.
- feel Words
- speak up
- mistake
- disagree
- burnout
- exhausted
- tired
- job crafting
- workload
- common Picture
- lead
- Build room for questions, disagreement, and repair
- why
- Look for observable room to ask for help, admit uncertainty, report mistakes, and raise a good-faith concern. M. Lance Frazier’s meta-analysis links that shared climate with learning, voice, engagement, and performance, while Amy Edmondson and Kim Scott make the practical distinction clear: respectful challenge and accountability can remain. Record what was said, what followed, and whether the response repeats. Tessa West’s behavior-and-context lens is useful for making the pattern specific, but no public framework diagnoses a whole team from one tense meeting. Threats, harassment, discrimination, and retaliation need a safety or rights route.
- lead
- Separate persistent symptoms from workplace conditions
- why
- Track symptoms and work conditions in separate columns, then route both. WHO describes occupational burnout through exhaustion, distance or cynicism about work, and reduced professional efficacy; it is not a medical diagnosis. Christina Maslach and Kira Schabram help explain the multidimensional, work-related picture, while Sharon Parker keeps workload, control, resources, schedules, and support in view. Fatigue can also reflect sleep, mental-health, medicine, physical-health, or lifestyle factors. Seek workplace change for harmful conditions and qualified healthcare for symptoms that persist, impair daily life, or create a safety risk.
- lead
- Test one bounded change in a basically safe job
- why
- Choose one condition that can be observed and one realistic change to request: a written priority order, clearer ownership, useful feedback, a schedule adjustment, or a different task mix. Cort Rudolph’s meta-analysis supports only a bounded conclusion about job crafting, while Sharon Parker and Adam Grant help translate work design into practical questions. Alison Fragale, Linda Babcock, and Deepak Malhotra add negotiation context: power, timing, alternatives, and likely response matter. Use this route only when the job is basically safe; violence, harassment, discrimination, retaliation, dangerous work, and impossible workloads need stronger support.
- lead
- Explore a possible career with a reversible experiment
- why
- Define one question about the possible work, then run the smallest test that can answer it. Herminia Ibarra’s qualitative study supports provisional role experiments as information gathering, and Dorie Clark and Gorick Ng make the public practice concrete through conversations, samples, classes, or permitted stretch work. Set time and cost limits, decide what evidence would change your mind, and protect confidentiality, conflicts rules, income, benefits, and caregiving. The research does not promise readiness, a job, or better pay; the experiment informs a decision rather than instructing you to resign.
- situation Quick Answers
- label
- Look for these behaviors
- value
- Room to ask for help, admit uncertainty, report a mistake, or raise a good-faith concern.
- label
- Make the pattern concrete
- value
- Record what was said, what followed, and whether the response repeats.
- label
- Track two things
- value
- Keep symptoms and work conditions in separate columns.
- label
- Route both
- value
- Seek workplace change for harmful conditions and healthcare for persistent or impairing symptoms.
- label
- In a basically safe job
- value
- Ask for one observable change: written priorities, clearer ownership, useful feedback, an adjusted schedule, or a different task mix.
- label
- When stronger support is needed
- value
- Violence, harassment, discrimination, retaliation, dangerous work, and impossible workloads need a safety or rights route.
- label
- Test one career question
- value
- Try a conversation, work sample, class, or permitted stretch assignment.
- label
- Set the boundaries
- value
- Limit time and cost, decide what would change your mind, and protect income, benefits, caregiving, and confidentiality.
- picture Lead
- Build room for questions, disagreement, and repair
- watch For
- This is general career and workplace education, not legal, medical, mental-health, human-resources, or financial advice. If someone threatens violence or you face immediate danger, move to a safer place if you can and contact local emergency services or workplace security. Harassment and retaliation rules depend on the facts, employer, location, and deadlines; preserve dates and exact events and consider a union representative, workplace process, the EEOC, or a qualified lawyer. Treat burnout as an occupational description rather than a medical diagnosis. Fatigue has many possible causes, so seek a qualified clinician when exhaustion or related symptoms last for weeks, impair daily life, or create a safety risk.
- what People Say
- Create psychological safety alongside clear accountability. Look for a repeated climate where people can ask, disagree, admit uncertainty, and report errors in good faith. M. Lance Frazier’s meta-analysis of 136 independent samples found meaningful associations between psychological safety and learning, voice, engagement, performance, and other outcomes. Amy Edmondson’s public teaching helps make the concept observable, and Kim Scott’s management practice illustrates how direct feedback can coexist with respect. These sources do not make every disagreement comfortable, remove standards, or diagnose a team from one interaction.
- Use the occupational burnout description precisely. Use the occupational description of burnout precisely and assess persistent symptoms separately. WHO describes three dimensions: exhaustion, distance or cynicism about work, and reduced professional efficacy; it does not classify burnout as a medical condition. Christina Maslach’s research explains the multidimensional construct, and Kira Schabram’s work adds sustainable-work and recovery questions. MedlinePlus notes that fatigue has many possible causes, so symptoms lasting for weeks or impairing daily life deserve qualified healthcare rather than an online label.
- Improve work design as part of prevention. Include work design in prevention and improvement. WHO and NIOSH identify workload, pace, schedule, role clarity, control, staffing, resources, management, support, bullying, violence, and insecurity as relevant conditions. Sharon Parker’s work-design research and Adam Grant’s job-design translation help workers and managers ask which demand, resource, or practice can change. WHO recommends a comprehensive approach, but many intervention findings are low certainty; the reliable conclusion is that the environment belongs in the analysis, not that one program is guaranteed.
- Support choice, effectiveness, and connection at work. Ask whether the job supports meaningful choice, growing effectiveness, and connection. Edward Deci, Anja Olafsen, and Richard Ryan review these as autonomy, competence, and relatedness, which are associated with more autonomous motivation, well-being, and high-quality performance. Adam Grant and Gorick Ng help translate the questions into clearer expectations, feedback, and access to workplace knowledge. The framework does not decide pay, safety, fairness, disability accommodation, healthcare, or whether one person should stay.
- Use job crafting for changes within your real control. Use job crafting only for changes within real control. Cort Rudolph’s meta-analysis of 122 samples found that different crafting dimensions had different associations with engagement, satisfaction, performance, and turnover intentions; most evidence was correlational. Sharon Parker and Adam Grant help translate a bounded test such as clearer priorities, feedback, or coordination. The evidence does not show that every worker can redesign a harmful job or compensate for violence, retaliation, unsafe work, or impossible demand.
- Learn from small, reversible career experiments. Learn from a small, reversible career experiment. Herminia Ibarra observed professionals trying provisional roles and evaluating feedback; the study shows how action can produce information that reflection alone may miss. Dorie Clark and Gorick Ng translate that idea into public practice through informational conversations, samples, classes, and limited trials. The underlying study was narrow and qualitative, so a test should have time, cost, confidentiality, and decision limits and cannot promise employment, identity, income, or success.
- disputed Notes
- Match the intervention mix to the setting. And the source of strain. WHO supports combining organizational change, manager and worker training, individual support, accommodations, and return-to-work help when appropriate, but many intervention findings are low or very low certainty. Sharon Parker and Kira Schabram help keep work conditions and sustainable recovery in the same frame. Personal coping can help while larger conditions change, but it should not be used to assign a structural hazard to the worker.
- Measure psychological safety through repeated behavior and context. Frazier’s meta-analysis found variation across instruments, cultures, levels, and study designs, so researchers still debate how to measure the construct and whether an individual or group score fits a question. Amy Edmondson and Tessa West help translate the review into observation: who can ask, disagree, admit uncertainty, and report errors, and what happens next? One experience matters, but it does not create a complete numerical diagnosis of an organization.
- Choose the route with the full risk picture. Choose among negotiation, a workplace process, transfer, or exit with the full risk picture. Power, safety, rights, health, income, benefits, caregiving, immigration status, and available work all matter. Alison Fragale, Linda Babcock, and Deepak Malhotra improve how a bounded request is framed; Alison Green makes ordinary workplace conversations concrete. None can make a risky request safe, choose a formal route, or turn WHO and job-crafting evidence into a universal resignation rule.
- Build a career sequence around skill, interest, pay, and opportunity. Build the career sequence around skill, interest, pay, and opportunity. Ibarra supports learning from a provisional role, while Dorie Clark, Cal Newport, and Gorick Ng offer different public approaches to skill-building and long-horizon exploration. No reviewed evidence establishes one required order for passion, competence, income, identity, and labor demand. Use a bounded test, inspect the real opportunity and cost, and treat every public framework as a question set rather than a universal timetable.
- talk Notes
- Test interests against real work and real constraints. Interest can guide a career experiment, but no reviewed source guarantees that loving a field produces income. Herminia Ibarra and Dorie Clark support learning through bounded action, while Cal Newport emphasizes deliberate skill development. Wages, openings, training cost, health, location, discrimination, responsibilities, and labor demand still shape what becomes possible.
- Pair personal recovery with workplace improvement. Sleep, movement, treatment, rest, compassion, and stress skills can support recovery. Christina Maslach, Kira Schabram, and Sharon Parker also keep chronic work stress and work design in view. Personal support does not remove understaffing, violence, impossible workloads, unclear roles, or retaliation, and a public page cannot assign the cause of one person’s symptoms.
- Combine candid feedback with respect and learning. Frazier describes a climate for interpersonal risk, learning, and speaking, not freedom from standards or disagreement. Amy Edmondson and Kim Scott make the practical pairing visible: teams can reject an idea, correct an error, and hold people responsible while protecting good-faith questions from humiliation, intimidation, or retaliation. One branded feedback script does not prove psychological safety.
- Match the response to the pattern and level of risk. Immediate danger calls for immediate safety action; ordinary conflict, chronic work-design problems, possible unlawful conduct, health symptoms, and career mismatch need different routes. Tessa West and Alison Green help turn vague labels into observable facts and practical questions. Leaving can be right, but the evidence provides no one-week rule and a voluntary exit may require legal, financial, benefits, caregiving, or immigration planning.
- how People Run It
- Classify the work problem, then choose the matching route. Write one factual note: what happened, when, who was present, which demand or condition was involved, and what followed. Tessa West and Alison Green both offer useful public practice for turning a vague workplace label into observable behavior and a concrete question. Put the issue in one primary category — immediate safety, possible harassment or retaliation, persistent health symptoms, team learning, work design, or career direction — and choose one safe action that matches it. This classification is not a diagnosis, legal conclusion, confrontation plan, or instruction to resign.
- Request one bounded current-job change. Choose a current-job issue that is safe to raise and request one bounded change: a written priority order, a clear decision owner, a realistic workload conversation, a schedule adjustment, or specific feedback. Alison Fragale, Linda Babcock, and Deepak Malhotra each add useful questions about power, interests, alternatives, and timing; Alison Green helps keep the wording plain. Record the response and whether the condition changes. Use a safer support route when a request could increase danger or retaliation risk.
- Run one reversible career experiment. Design one reversible career experiment with a question, time limit, cost limit, and evidence to collect. Herminia Ibarra’s research supports provisional role trials, while Dorie Clark, Gorick Ng, and Cal Newport offer public examples such as an informational conversation, a sample using your own materials, a short class, or permitted stretch work. Protect confidentiality, intellectual property, outside-work rules, income, benefits, and caregiving. The purpose is better information before commitment.
- Compare the actual work before paying for training. Write down a task you can demonstrate, the duties of one possible occupation, its entry requirements, and one question you still need answered. CareerOneStop recommends comparing related skills and investigating real opportunities; the U.S. Bureau of Labor Statistics describes duties, working conditions, education, pay, and outlook. Use a current employer listing or an informational conversation to check the local picture, and record the date. An occupational comparison does not assess your individual competence. Median pay is not a starting offer, and a course certificate is not necessarily the license or professional certification a role requires. This short comparison is an adaptation of the guidance: use it to choose a low-cost next investigation while protecting the income, benefits, and responsibilities you already have.
- Compare AI help on a permitted task you can verify. In the ILO's 2025 update, exposure means that tasks within an occupation could be affected by generative AI; it is not a measured job-loss rate. The researchers combined task information, worker input, expert review and model predictions. About one in four workers held occupations with some exposure, while 3.3% of global employment was in the highest category. A job usually contains a mixture of tasks, and adoption, oversight and workplace choices still matter. As a practical adaptation, choose one allowed, low-stakes task and compare an assisted result with your normal process for accuracy and time, including checking and rework. Follow workplace policy and protect confidential information. The experiment informs skill development; it cannot forecast your employment.
- how People Keep It
- Record specific facts and observable responses. Dates, exact words, workload changes, requested resources, witnesses, written instructions, and the response to a concern are more useful than a label alone. Tessa West and Alison Green model this move in public education, but the record must stay factual. Store it lawfully and safely without taking confidential employer, customer, patient, or client material you are not entitled to keep.
- Track health symptoms and work conditions separately. Note sleep, energy, mood, concentration, substance use, physical symptoms, daily functioning, workload, schedule, resources, and key work events without trying to prove one cause. Christina Maslach, Kira Schabram, and Sharon Parker keep the occupational picture visible, while WHO and MedlinePlus set the boundary: persistent or safety-relevant symptoms belong with qualified care even when the job also needs change.
- Preserve income, benefits, and other options before a large move. Health insurance, retirement vesting, leave, immigration status, caregiving, references, contracts, and local labor conditions can change what is safe or feasible. Herminia Ibarra and Dorie Clark support learning before commitment; individual employment terms and circumstances determine the tradeoffs. Use qualified benefits, financial, immigration, union, or legal help when a decision depends on them.
- Keep job crafting inside safe, realistic boundaries. A clearer priority, negotiated task mix, feedback source, or coordination change may be testable when the job is basically safe. Rudolph’s meta-analysis, Sharon Parker’s work-design lens, and Adam Grant’s public translation support a bounded experiment rather than a duty to adapt. Violence, harassment, discrimination, retaliation, unlawful conduct, unsafe equipment, and impossible workloads need a stronger route.
- Match the support route to the risk. Immediate threats call for emergency or security help; possible harassment or retaliation may call for a union, workplace process, the EEOC, or legal advice; persistent symptoms may call for healthcare. Gorick Ng’s mentoring emphasis can help people seek workplace knowledge, and a trusted manager, ombuds, employee assistance program, or mentor can help in some settings. No channel is automatically safe or confidential.
- claims Notes
- Combine direct feedback with safe speaking and learning. Claim: “Psychological safety means no criticism or accountability” — not what the research found. Frazier defines psychological safety around interpersonal risk for learning and speaking. Amy Edmondson and Kim Scott help translate how direct feedback, disagreement, standards, and responsibility can remain. Humiliation or retaliation for a good-faith question is the different issue, and no branded script proves a safe climate.
- Assess persistent exhaustion with workplace and clinical review. Claim: “Burnout is a medical diagnosis” — not what the research found. WHO classifies burnout as an occupational phenomenon rather than a medical condition and defines three work-related dimensions. Christina Maslach and Kira Schabram add occupational and sustainable-work context. Persistent or impairing symptoms still deserve qualified healthcare assessment for other possible causes.
- Include work design in mental-health prevention. Claim: “Work design can affect worker mental health” — established. WHO and NIOSH include workload, control, schedules, resources, management, support, violence, and other psychosocial conditions in workplace mental-health and job-stress guidance. Sharon Parker and Adam Grant help translate the work-design questions. Individual coping is one possible support, not the whole prevention plan.
- Use job crafting where a bounded change fits. Claim: “Job crafting always improves a job” — not what the research found. Rudolph’s meta-analysis found different crafting dimensions had different associations and raised conceptual questions. Sharon Parker’s work-design research keeps the practice bounded. The evidence does not show that every change helps or that workers can craft around violence, retaliation, unsafe conditions, or impossible demands.
- Test interest alongside pay, demand, and real work. Claim: “Follow your passion and the money will follow” — popular talk. No reviewed research establishes that guarantee. Herminia Ibarra, Dorie Clark, Cal Newport, and Gorick Ng offer different routes for bounded exploration and skill learning, but none promises wages, jobs, or one right career sequence. Test the actual work and inspect opportunity, cost, demand, and constraints.
- Choose timing and support from the actual level of risk. Claim: “Everyone should leave a bad job immediately” — not what the research found. The evidence provides no universal resignation rule. Tessa West and Alison Green help make ordinary problems specific, while immediate danger, possible unlawful conduct, health symptoms, work-design problems, and career mismatch need different routes. Income, benefits, immigration, and caregiving can shape a safer exit.
- Test AI on a bounded task instead of a career fate. Claim: “Generative AI will replace every job this year” — not what the research found. The ILO's 2025 index estimates potential effects on tasks, not a timetable for replacing every job. Clerical occupations remain highly exposed, but occupations contain tasks with different demands and continued human input. Treat the index as a planning signal, then examine the actual work, allowed tools, accuracy checks and workplace decisions. It is not a personal layoff notice or permission to share confidential material.
- deep Dive
- Build psychological safety and accountability together. Frazier examines room for interpersonal risk needed for learning; accountability asks whether expectations are clear and performance is addressed. Amy Edmondson and Kim Scott help make the combination concrete: report the mistake, give direct correction, repair the consequence, and protect good-faith speaking from humiliation or retaliation. A memorable framework can guide behavior, but it does not prove the climate or make candor safe in every power situation.
- Use repeated observations to interpret psychological-safety evidence. Frazier’s meta-analysis combines many samples and finds consistent associations, but measures, cultures, levels of analysis, designs, and much observational evidence limit causal claims. Amy Edmondson supplies the construct and Tessa West helps direct attention to interpersonal patterns. Ask who can question, disagree, admit uncertainty, and report errors and what follows, rather than treating one survey score or anxious meeting as a complete diagnosis.
- Recognize the three dimensions of occupational burnout. These are exhaustion, distance or cynicism toward the job, and reduced professional efficacy. Christina Maslach’s work helped establish this multidimensional view, while WHO keeps it occupational and separate from a medical diagnosis. Kira Schabram adds sustainable-work and compassion research. MedlinePlus treats fatigue as a symptom with many possible causes, so the right action is both workplace review and qualified clinical assessment when symptoms persist or impair life.
- Improve the work conditions that shape health. WHO and NIOSH include workload, pace, schedule, role clarity, control, staffing, equipment, support, bullying, violence, and insecurity in the prevention picture. Sharon Parker’s work-design research helps organize those conditions, and Adam Grant makes job design accessible to the public. Individual recovery skills can help, but they do not prove the worker caused the problem or remove the need to change a hazard, demand, or management practice.
- Use autonomy, competence, and relatedness as practical questions. Deci, Olafsen, and Ryan describe meaningful choice within constraints, opportunities to become effective, and real connection as relevant to motivation and well-being. Adam Grant and Gorick Ng help translate those ideas into clearer expectations, feedback, and access to workplace knowledge. The framework does not score an entire job, decide pay or safety, guarantee accommodation, or tell a person whether to stay.
- Choose the job-crafting dimension that fits the need. Rudolph distinguishes increasing resources or challenges from reducing hindering demands; the dimensions have different associations and measurement questions. Sharon Parker and Adam Grant help translate this into a negotiated priority, feedback source, or coordination change. Quietly absorbing unsafe work or chronic understaffing is not evidence-based job crafting, and a worker is not responsible for making an unchangeable system workable.
- Use provisional roles as bounded information tests. Ibarra studied 34 investment bankers and consultants adapting to senior roles as they observed models, tried ways of acting, and used feedback. Dorie Clark, Gorick Ng, and Cal Newport offer practical public routes for exploration and skill development. The population and method are narrow: a side project does not automatically create a new identity, and money, credentials, discrimination, caregiving, health, confidentiality, and labor demand remain part of the decision.
- Plan an exit as a safety, rights, health, and logistics decision. Violence or threats, possible harassment or retaliation, unsafe conditions, persistent symptoms, ordinary conflict, and career mismatch require different resources and timelines. Alison Fragale, Linda Babcock, Deepak Malhotra, and Alison Green can improve an ordinary workplace conversation, but none replaces OSHA, EEOC, union, legal, security, clinical, benefits, immigration, or financial help. Protect immediate safety and preserve options when time allows.
- related
- habits
- attention
- meaning
- watch For Long
- Good to know. This is general career and workplace education, not legal, medical, mental-health, human-resources, or financial advice. If someone threatens violence or you face immediate danger, move to a safer place if you can and contact local emergency services or workplace security. Harassment and retaliation rules depend on the facts, employer, location, and deadlines; preserve dates and exact events and consider a union representative, workplace process, the EEOC, or a qualified lawyer. Treat burnout as an occupational description rather than a medical diagnosis. Fatigue has many possible causes, so seek a qualified clinician when exhaustion or related symptoms last for weeks, impair daily life, or create a safety risk.
- Not advice. Named sources. Honest paraphrase of the finding. Not medical, legal, or financial advice.
- sources
- Amy C. Edmondson, PhD. Harvard Business School professor and psychological-safety researcher; observable speaking and learning climate with accountability, measurement, and safety boundaries
- Christina Maslach, PhD. UC Berkeley professor emerita and pioneering burnout researcher; multidimensional occupational framing without remote diagnosis
- Adam Grant, PhD. Wharton professor and organizational psychologist; job design, motivation, feedback, and public research translation without universal career prescriptions
- Herminia Ibarra, PhD. London Business School professor and career-transition researcher; bounded provisional-role experiments with population and outcome limits
- Sharon K. Parker, PhD. Curtin Distinguished Professor and work-design researcher; demands, resources, control, and organizational change without legal or clinical conclusions
- Tessa West, PhD. NYU psychology professor and workplace-relationship researcher; behavior, context, and pattern clarification without diagnosing colleagues
- Alison Fragale, PhD. UNC Kenan-Flagler professor and organizational psychologist; status, power, influence, and negotiation with retaliation and setting boundaries
- Linda Babcock, PhD. Carnegie Mellon professor emerita and negotiation researcher; asking, unequal task allocation, gender, and backlash context without guaranteed outcomes
- Deepak Malhotra, PhD. Harvard Business School negotiation professor; interests, alternatives, trust, timing, and conflict with coercion and safety boundaries
- Gorick Ng, MBA. Harvard College career adviser and early-career educator; implicit workplace norms, feedback, and access to insider knowledge with interview-evidence limits
- Alison Green. former nonprofit chief of staff, workplace consultant, and Ask a Manager author; practical questions and scripts as practitioner guidance rather than research or legal advice
- Cal Newport, PhD. Georgetown computer-science professor and work educator; focus and deliberate skill experiments outside occupational-health and organizational-psychology scope
- Kim Scott. former Google and Apple leader and management educator; direct feedback with care as bounded practitioner guidance, not proof of psychological safety
- Dorie Clark, MDiv. Duke Fuqua instructor and career-strategy educator; long-horizon career experiments within commercial, labor-market, and financial boundaries
- Kira Schabram, PhD. Penn State management professor and sustainable-work researcher; meaning, compassion, and burnout recovery without assigning structural problems to workers
- source Links
- WHO-BURNOUT-2019
- name
- World Health Organization. Burn-out an occupational phenomenon. ICD-11 clarification published May 2019 and current on the reviewed WHO classification page.
- kind
- evidence
- links
- label
- Official WHO clarification
- href
- https://www.who.int/standards/classifications/frequently-asked-questions/burn-out-an-occupational-phenomenon
- CAREERONESTOP-COMPARE-2026
- name
- CareerOneStop occupation-change guide
- kind
- evidence
- links
- label
- occupation-change guide
- href
- https://cloudfront.careeronestop.org/TridionMultimedia/tcm24-50399_PDF_changeoccupationuserguideACC.pdf
- label
- Compare Skills help
- href
- https://www.myskillsmyfuture.org/skillstransferability/CompareSkillsPageHelp.aspx
- BLS-OOH-2026
- name
- BLS OOH structure
- kind
- evidence
- links
- label
- BLS OOH structure
- href
- https://www.bls.gov/ooh/about/occupational-information-included-in-the-ooh.htm
- ILO-AI-2023
- name
- Gmyrek P, Berg J, Bescond D. Generative AI and Jobs: A global analysis of potential effects on job quantity and quality. ILO Working Paper 96. Geneva: International Labour Organization; 2023. Official publication
- kind
- evidence
- links
- label
- Official publication
- href
- https://www.ilo.org/publications/generative-ai-and-jobs-global-analysis-potential-effects-job-quantity-and
- WHO-WORK-2022
- name
- World Health Organization. WHO guidelines on mental health at work. Geneva: WHO; 2022. ISBN 978-92-4-005305-2.
- kind
- evidence
- links
- label
- Official guideline page
- href
- https://www.who.int/publications/i/item/9789240053052
- label
- Recommendations
- href
- https://www.ncbi.nlm.nih.gov/books/NBK586381/
- NIOSH-STRESS-2026
- name
- National Institute for Occupational Safety and Health. Stress and Work. Updated July 16, 2026.
- kind
- evidence
- links
- label
- Official CDC/NIOSH page
- href
- https://www.cdc.gov/niosh/stress/about/index.html
- MEDLINEPLUS-FATIGUE-2024
- name
- U.S. National Library of Medicine. Fatigue. MedlinePlus, last updated August 8, 2024.
- kind
- evidence
- links
- label
- Official health information
- href
- https://medlineplus.gov/fatigue.html
- FRAZIER-2017
- name
- Frazier ML, Fainshmidt S, Klinger RL, Pezeshkan A, Vracheva V. Psychological Safety: A Meta-Analytic Review and Extension. Personnel Psychology. 2017;70(1):113–165.
- kind
- evidence
- links
- label
- DOI
- href
- https://doi.org/10.1111/peps.12183
- DECI-OLAFSEN-RYAN-2017
- name
- Deci EL, Olafsen AH, Ryan RM. Self-Determination Theory in Work Organizations: The State of a Science. Annual Review of Organizational Psychology and Organizational Behavior. 2017;4:19–43.
- kind
- evidence
- links
- RUDOLPH-2017
- name
- Rudolph CW, Katz IM, Lavigne KN, Zacher H. Job Crafting: A Meta-Analysis of Relationships With Individual Differences, Job Characteristics, and Work Outcomes. Journal of Vocational Behavior. 2017;102:112–138.
- kind
- evidence
- links
- label
- DOI
- href
- https://doi.org/10.1016/j.jvb.2017.05.008
- IBARRA-1999
- name
- Ibarra H. Provisional Selves: Experimenting With Image and Identity in Professional Adaptation. Administrative Science Quarterly. 1999;44(4):764–791.
- kind
- evidence
- links
- label
- DOI
- href
- https://doi.org/10.2307/2667055
- EEOC-HARASSMENT-2026
- name
- U.S. Equal Employment Opportunity Commission. Harassment and Retaliation. Current official pages reviewed August 22, 2026.
- kind
- evidence
- links
- label
- Harassment
- href
- https://www.eeoc.gov/harassment
- label
- Retaliation
- href
- https://www.eeoc.gov/retaliation
- OSHA-VIOLENCE-2026
- name
- Occupational Safety and Health Administration. Workplace Violence — Overview. Current official page reviewed August 22, 2026.
- kind
- evidence
- links
- label
- Official OSHA page
- href
- https://www.osha.gov/workplace-violence
- EDMONDSON-CAREER-2026
- name
- Amy C. Edmondson, PhD
- kind
- professional
- links
- label
- Professional profile
- href
- https://amycedmondson.com/about/
- MASLACH-CAREER-2026
- name
- Christina Maslach, PhD
- kind
- professional
- links
- label
- Berkeley profile
- href
- https://psychology.berkeley.edu/node/247
- GRANT-CAREER-2026
- name
- Adam Grant, PhD
- kind
- professional
- links
- label
- Wharton profile
- href
- https://mgmt.wharton.upenn.edu/profile/grantad/
- IBARRA-CAREER-2026
- name
- Herminia Ibarra, PhD
- kind
- professional
- links
- label
- London Business School profile
- href
- https://www.london.edu/faculty-and-research/faculty-profiles/h/herminia-ibarra?entry=true
- PARKER-CAREER-2026
- name
- Sharon K. Parker, PhD
- kind
- professional
- links
- label
- Professional profile
- href
- https://www.sharonkparker.com/about-sharon
- WEST-CAREER-2026
- name
- Tessa West, PhD
- kind
- professional
- links
- FRAGALE-CAREER-2026
- name
- Alison Fragale, PhD
- kind
- professional
- links
- label
- Professional profile
- href
- https://alisonfragale.com/about
- BABCOCK-CAREER-2026
- name
- Linda Babcock, PhD
- kind
- professional
- links
- label
- Carnegie Mellon profile
- href
- https://www.cmu.edu/dietrich/sds/people/emeritus/linda-babcock.html
- MALHOTRA-CAREER-2026
- name
- Deepak Malhotra, PhD
- kind
- professional
- links
- label
- Harvard Business School profile
- href
- https://www.library.hbs.edu/working-knowledge/collections/deepak-malhotra
- NG-CAREER-2026
- name
- Gorick Ng, MBA
- kind
- professional
- links
- label
- Harvard profile
- href
- https://calendar.college.harvard.edu/event/fireside_chat_with_gorick_ng
- GREEN-CAREER-2026
- name
- Alison Green
- kind
- professional
- links
- label
- Ask a Manager profile
- href
- https://www.askamanager.org/about
- NEWPORT-CAREER-2026
- name
- Cal Newport, PhD
- kind
- professional
- links
- label
- Georgetown profile
- href
- https://digitalethics.georgetown.edu/profiles/cal-newport/
- label
- Professional profile
- href
- https://calnewport.com/
- SCOTT-CAREER-2026
- name
- Kim Scott
- kind
- professional
- links
- label
- TED profile
- href
- https://www.ted.com/speakers/kim_scott
- CLARK-CAREER-2026
- name
- Dorie Clark, MDiv
- kind
- professional
- links
- label
- Duke profile
- href
- https://www.today.duke.edu/2021/10/how-persevere-when-career-success-comes-slow
- SCHABRAM-CAREER-2026
- name
- Kira Schabram, PhD
- kind
- professional
- links
- label
- Penn State profile
- href
- https://directory.smeal.psu.edu/kbs6462
- ILO-AI-2025
- name
- Gmyrek et al. Generative AI and Jobs: A Refined Global Index of Occupational Exposure, ILO Working Paper140. Source
- kind
- evidence
- links
- source Claims
- watch For
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- house Pointers
- href
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- STUDself. Community experiences with everyday work routines.
- positive Guidance
- status
- DONE
- reviewed At
- 2026-08-22
- professional Count
- 15
- ledger
- learn/docs/sources/career.md
- learn Article
- article
- format version
- 5
- presentation
- complete-card
- overview
- A useful career decision starts with the actual work: what the job asks, what support is available, how it affects your health, and what you need to learn about your options. Separate safety and rights concerns from ordinary work-design problems, then choose one safe change or small investigation. Interest, effort and AI tools can inform that process; none guarantees a job or income.
- sections
- id
- understanding-your-work
- role
- explanation
- title
- What kind of work problem are you facing?
- intro
- A career includes the skills, roles and learning you build over time. Start with the situation in front of you: a team problem, strain in the job, a condition you can change, or uncertainty about different work.
- items
- label
- Notice how the team responds when someone speaks up
- text
- You hesitate to ask a question because the last person who did was mocked. Psychological safety means room to take an interpersonal risk—such as admitting uncertainty—while doing the work. Amy Edmondson studies this kind of team learning. Ask what happens when someone reports an error: does the team investigate and repair it, or punish the person for bringing it forward? A tense meeting alone does not describe an entire workplace. Repeated intimidation matters, and possible threats or retaliation call for stronger support than practicing a better feedback script.
- source ids
- edmondson
- west
- eeoc-retaliation
- label
- Look at exhaustion and job conditions together
- text
- You finish work depleted and wonder whether the whole career is wrong. Christina Maslach's burnout research directs attention to the relationship between people and their jobs; NIOSH examines mismatches between demands and available resources. Write down the actual load, schedule, staffing and support as well as how you feel. This can help distinguish questions to take to a workplace contact from symptoms to discuss with a clinician. Both routes can be needed. A difficult job does not establish the cause of every symptom, and a career change is not a medical treatment.
- source ids
- maslach
- niosh
- fatigue
- label
- Find the smallest useful change in a basically safe role
- text
- You like the work but receive three urgent assignments with no priority order. Work design means how tasks, responsibilities, resources and decisions are arranged. Sharon Parker's research makes that arrangement part of the question, rather than treating every struggle as a personal skill deficit. In a basically safe role, a useful test might be asking who decides which assignment moves when a new one arrives. Judge the test by whether priorities and workload actually change. Extra determination cannot supply missing equipment, remove a threat or make an impossible volume of work feasible.
- source ids
- parker
- niosh
- label
- Investigate the daily work behind a career idea
- text
- You are considering a different field but do not know whether to enroll in training. CareerOneStop's occupation-change guide pairs skill comparisons with research and conversations about actual work. Start with one question: what would I do on an ordinary day, which ability could I demonstrate now, or what entry requirement would I need? A conversation or small sample using your own materials can answer more than an attractive job title. Set limits before spending. The point is information for a decision, not proving that you are ready or that a job will follow.
- source ids
- career-change
- ibarra
- clark
- id
- speaking-and-learning
- role
- findings
- title
- What makes it possible to learn together?
- items
- label
- Create room to ask questions and report mistakes
- text
- M. Lance Frazier and colleagues combined 136 independent samples covering more than 22,000 people and nearly 5,000 groups. Their meta-analysis examines psychological safety's relationships with work outcomes and how those relationships vary with study design, culture and individual versus group measurement. The useful idea is a climate in which asking, disagreeing and acknowledging errors are possible. It is not a promise of comfortable conversations. Research associations also do not show that one worker's new sentence will change a team's performance.
- source ids
- frazier
- edmondson
- label
- Pair respectful correction with clear standards
- text
- Suppose a report contains the wrong figure. A constructive response identifies the figure, its consequence and the correction needed, while allowing the author to explain how the error occurred. Kim Scott's public management teaching presents care and direct challenge together; it is practitioner guidance, not a tested guarantee for every workplace. Accountability still includes performance expectations and repair. Psychological safety concerns the ability to contribute information in good faith. Humiliation, intimidation and reprisals can close that channel even when a manager describes the behavior as candor.
- source ids
- scott
- edmondson
- label
- Observe patterns without diagnosing coworkers
- text
- Ask who receives useful answers, whose concerns are dismissed and whether different shifts or groups have different experiences. Tessa West's interpersonal research helps keep attention on behavior and context rather than assuming a colleague's motives. Frazier's review explicitly compares individual and group levels and national culture; a personal experience and a team score answer different questions. Keep the experience concrete without turning it into a numerical diagnosis of the whole organization. A serious incident still deserves a response even before a repeating pattern exists.
- source ids
- west
- frazier
- id
- work-conditions-and-health
- role
- findings
- title
- How do work conditions and health connect?
- items
- label
- Understand all three parts of occupational burnout
- text
- WHO describes burnout as a work-related phenomenon arising from chronic workplace stress that has not been successfully managed. Its three dimensions are depleted energy, growing distance or cynicism toward the job, and reduced professional efficacy—feeling less able to accomplish useful work. WHO does not classify it as a medical condition and limits this definition to the occupational context. This language helps describe a work problem. It cannot determine why you are exhausted or replace a clinical assessment.
- source ids
- who-burnout
- label
- Give persistent fatigue its own assessment
- text
- Fatigue is a symptom: a lack of energy that may affect ordinary activities. MedlinePlus lists inadequate sleep, emotional strain, medicines, physical conditions and mental-health conditions among possible causes. Contact a healthcare professional when tiredness lasts for weeks; seek assessment sooner when symptoms impair functioning or create a safety concern. A brief record of sleep, energy, concentration, mood, physical symptoms, medicines and daily functioning can help describe the problem. Include substance use honestly if relevant. Do not wait for the employer to improve before getting needed care.
- source ids
- fatigue
- label
- Include the organization in prevention and recovery
- text
- WHO's mental-health-at-work guidance identifies psychosocial risks—features of the job's social and organizational environment—such as excessive demands, low control, unclear roles and inadequate support. NIOSH likewise directs prevention toward healthier work design and management. Sleep, exercise, rest, stress skills and treatment may help an individual, but they do not replace staffing, safe equipment or a workable schedule. WHO covers organizational changes, manager and worker training, individual support, accommodations and return-to-work support. The appropriate combination depends on the setting and the person's needs.
- source ids
- who-work-facts
- who-guidelines
- niosh
- id
- motivation-and-job-design
- role
- findings
- title
- What can make the work more workable?
- items
- label
- Look for meaningful choice, useful feedback and people who can help
- text
- Edward Deci, Anja Olafsen and Richard Ryan review self-determination theory at work. Autonomy means meaningful choice within real constraints; competence means being able to develop and use effective skills; relatedness means connection with other people. The review links support for these needs with motivation, well-being and performance. Ask whether you understand a decision, receive feedback that helps you improve and have someone to turn to. These questions explain part of working life. They do not measure your entire job, diagnose burnout or settle pay, fairness, safety or disability rights.
- source ids
- sdt
- label
- Match job crafting to the particular resource or demand
- text
- Job crafting means initiating changes in aspects of your work. Cort Rudolph and colleagues reviewed 122 samples involving 35,670 workers: seeking feedback and support, developing resources, adding useful challenges and reducing hindering demands did not have identical relationships with outcomes. The reviewed studies were nonexperimental, so the authors treat the relationships as correlations. A negotiated handoff change or new feedback source can be a useful trial. Taking on more work is not automatically beneficial, and reducing a demand is not the same as removing the hazard that produces it.
- source ids
- crafting
- label
- Consider changing the job alongside developing yourself
- text
- Adam Grant's Wharton research profile describes two experiments on a 'dual-growth mindset': viewing both yourself and the design of your job as changeable. The studies reported gains in happiness lasting at least six months, unlike the single-focus conditions. One was a field quasi-experiment in a technology company; the other involved employees across organizations. This is a bounded finding, not permission to ignore constraints. Its useful question is whether training you and changing the work could be considered together, instead of assuming every improvement must come from greater personal effort.
- source ids
- grant-experiments
- id
- asking-for-a-change
- role
- application
- title
- How can you make a workable request?
- items
- label
- Translate a concern into one observable request
- text
- In a basically safe job, explain the task, the constraint and the decision you need. An illustrative request is: 'I can finish A or B by Friday at the required quality. Which comes first, and what date should I use for the other?' This is an editorial example, not a validated script. Alison Green's practice-based work helps make workplace questions concrete, while Alison Fragale studies power and influence. Consider who has authority, what matters to them and what response would count as progress. Safer support is needed if raising the issue could increase danger or retaliation. Suppose two departments each need a finished report on Friday, but the employee has time to complete only one at the required standard. Preparing the request means listing what remains for each report and who depends on it. The manager may prioritize the customer report and move the internal report to Tuesday. That decision becomes usable when the employee confirms the revised date with the affected people through the agreed channel. If the answer is 'both are urgent,' the conflict still exists. The employee can ask which scope can change or who can resolve the competing demands, rather than silently promising two incompatible outcomes. A later review asks whether the deadline or workload actually changed. This invented example shows the work a request needs to accomplish; wording alone cannot create staffing, authority or protection from retaliation.
- source ids
- green
- fragale
- eeoc-retaliation
- label
- Prepare the tradeoff and a realistic alternative
- text
- A workload conversation is easier to assess when it names what changes: the deadline, scope, staffing, schedule or decision owner. Deepak Malhotra's professional negotiation teaching emphasizes trust and the risk involved in negotiations; a carefully framed request does not make agreement certain. If a manager cannot add staff, could the scope change? If priorities remain unclear, which authorized channel can clarify them? Record any agreed responsibility and review point. Advice about influence is not an individualized assessment of leverage or a substitute for a union, rights or safety process.
- source ids
- malhotra
- malhotra-trust
- label
- Ask how necessary support work is shared and recognized
- text
- Some tasks help the team but offer little recognition in promotion decisions. Linda Babcock and colleagues studied allocation of such tasks and found women were more likely than men to volunteer, receive requests and accept them in the studied settings. That population finding cannot predict your manager's behavior. It does make task distribution a useful question: who handles the recurring support work, how much time does it take, and how is it recognized? A manager can consider a fair allocation process rather than expecting each worker to negotiate out of it alone.
- source ids
- babcock-tasks
- babcock
- id
- exploring-different-work
- role
- application
- title
- How can you explore before a large commitment?
- items
- label
- Compare tasks and conditions rather than job titles
- text
- The Bureau of Labor Statistics Occupational Outlook Handbook describes duties, work environments, preparation, pay, outlook and local data. Compare these with the life you need: hours, physical demands, travel, location and responsibilities outside work. Median pay is the middle of an occupational wage distribution, not an entry offer. A projection is also not a vacancy or a hiring promise. Read a current local employer listing alongside the occupation profile and date your notes; they answer different questions about a possible role.
- source ids
- bls
- label
- Distinguish a skill gap from a credential requirement
- text
- CareerOneStop's Compare Skills tool compares occupations using skill, knowledge, salary and training information; it does not assess your individual competence. A skill gap is something you need to learn or demonstrate. A credential requirement is evidence or authorization a role requires. A course completion certificate, a professional certification and a government license are not interchangeable. Check the relevant employer and licensing authority before paying for training, including whether a program meets entry requirements. A similar past job may suggest a transferable skill, but a work sample or assessment is needed to show your own ability.
- source ids
- career-compare
- bls
- label
- Try a small part of the work to learn what it involves
- text
- Herminia Ibarra's qualitative research studied 34 investment bankers and management consultants moving toward more senior roles. Participants observed role models, tried ways of working and assessed internal and external feedback. These 'provisional selves' were trial versions of a professional role. The study did not test a universal method for unemployed workers or career changes. An adaptation is to choose a permitted, modest sample of the work and ask what it reveals. A polished sample might test your interest or expose a skill gap; it does not establish sustained fit, income or employability.
- source ids
- ibarra
- label
- Set a question, a limit and a decision rule
- text
- Choose one uncertainty, such as whether you enjoy the recurring task after the novelty wears off. Then choose an informational conversation, short class, sample made from your own materials or approved stretch assignment that can address it. Gorick Ng and Dorie Clark provide public career education that makes exploration approachable; Cal Newport's work adds a focus on skill development. These are practice perspectives. Set time and cost limits and write what would make you continue, modify or stop. Protect confidentiality, intellectual property and outside-work rules. Do not use customer or employer materials without permission.
- source ids
- ng
- clark
- newport
- career-change
- id
- where-findings-differ
- role
- perspectives
- title
- Where does the evidence leave room for judgment?
- items
- label
- Match support to the source of strain
- text
- The field does not establish a single best package for all workers. WHO's recommendations cover organizational action and individual support; its universal organizational-intervention recommendation is conditional and based on very low-certainty evidence. This means the available studies leave substantial uncertainty about effects across settings, not that harmful work conditions can be ignored. Kira Schabram's research on meaningful, sustainable work also keeps doing useful work and preserving the worker in the same frame. Ask which condition a proposed intervention changes and how the organization will evaluate its effect.
- source ids
- who-recommendations
- schabram
- label
- Choose a measure that fits the question
- text
- Psychological safety can be examined at an individual's or group's level. Frazier's review studies those levels as well as research design and cultural differences. A survey may help identify where to investigate, but its score is not a complete description of what happens during a mistake or a disagreement. Use observations and the accounts of affected workers alongside an appropriately chosen measure. A quiet person might feel safe or have several reasons for staying quiet; silence alone does not answer the question.
- source ids
- frazier
- west
- label
- Choose between a request, formal support, transfer or exit using context
- text
- There is no research-backed rule that everyone must first negotiate, or that everyone must leave immediately. The available options depend on safety, power, health, local work, income and the likely response. Professional negotiation perspectives from Fragale, Babcock and Malhotra help formulate questions; they cannot eliminate bias or retaliation risk. An ordinary coordination problem may fit a bounded request. Possible unlawful conduct, hazards and persistent symptoms need appropriate expertise. A transfer or exit may be reasonable, but its timing requires attention to the protections and obligations specific to the person.
- source ids
- fragale
- babcock
- malhotra
- eeoc-harassment
- label
- Explore interest, skill and opportunity together
- text
- Career educators emphasize different starting points: Clark discusses reinvention, Newport emphasizes skill, and Ng makes workplace expectations more explicit. Their frameworks are useful question sets, not evidence for one required order in which passion, competence, pay and identity must develop. An interest can justify investigation; it cannot guarantee wages. Compare the work, the available opportunities and what it would cost you to qualify. Consider health, discrimination, responsibilities, location and access to training as part of feasibility, rather than interpreting every obstacle as a lack of commitment.
- source ids
- clark
- newport
- ng
- career-change
- id
- keeping-your-options
- role
- application
- title
- What helps you preserve progress and options?
- items
- label
- Keep a factual record you are entitled to hold
- text
- Write dates, exact events, witnesses where relevant, instructions, changing workloads, resources requested and what happened afterward. Distinguish a remembered quotation from a paraphrase. A concrete record supports a useful conversation and may help a qualified adviser understand a concern. Store it safely and lawfully. Do not remove confidential patient, client, customer or employer information you are not entitled to keep, and seek advice before recording people or retaining restricted documents.
- source ids
- eeoc-harassment
- west
- label
- Keep health observations separate from workplace observations
- text
- One column can describe symptoms and functioning; another can describe hours, demands, support and notable events. MedlinePlus suggests a fatigue diary to help identify patterns, while Maslach's research focuses on the occupational context. A pattern is useful information, not proof that one factor caused another. Bring health questions to qualified care and work questions to a suitable workplace route. Improvement in one column does not automatically settle the other.
- source ids
- fatigue
- maslach
- label
- Check the consequences before committing to a move
- text
- Before an optional large change, list income, insurance, retirement vesting, leave, references, contract obligations, immigration status and responsibilities for other people. These are prompts to investigate, not a calculation of what you should do. When the answer depends on a rule or benefit, verify your own documents and use qualified benefits, financial, immigration, legal or union help. CareerOneStop's research process supports learning about an occupation before committing; it does not determine the consequences of your resignation.
- source ids
- career-change
- eeoc-retaliation
- label
- Judge a trial by whether the condition actually changes
- text
- Write down the result you agreed to review: clearer priorities, usable feedback, a revised handoff or a workable schedule. Ask whether the change happened, what it cost and whether it shifted unmanageable work to someone else. Parker's work-design lens keeps the actual work arrangement in view. A trial that fails gives information about this setting; it does not show that you failed as a worker. Escalate a hazard appropriately instead of extending an experiment that is unsafe.
- source ids
- parker
- crafting
- label
- Choose a helper by their role and confidentiality limits
- text
- A mentor can explain workplace expectations; Ng's public education highlights how unequal access to this knowledge can matter. A manager, ombuds, employee assistance program or union representative may provide a different kind of support. Ask what the helper can do, what they must report and how information is handled. None is automatically confidential or able to replace legal, clinical or safety expertise. For accounts of how people talk about ordinary workdays, STUDself offers a separate community perspective; these named-source findings answer a different question.
- source ids
- ng
- who-guidelines
- id
- protecting-safety-and-rights
- role
- cautions
- title
- When is stronger support the right next step?
- items
- label
- Choose safety and qualified support
- text
- This is general career and workplace education, not legal, medical, mental-health, human-resources, or financial advice. If someone threatens violence or you face immediate danger, move to a safer place if you can and contact local emergency services or workplace security. Harassment and retaliation rules depend on the facts, employer, location, and deadlines; preserve dates and exact events and consider a union representative, workplace process, the EEOC, or a qualified lawyer. Treat burnout as an occupational description rather than a medical diagnosis. Fatigue has many possible causes, so seek a qualified clinician when exhaustion or related symptoms last for weeks, impair daily life, or create a safety risk.
- source ids
- osha
- eeoc-harassment
- eeoc-retaliation
- who-burnout
- fatigue
- label
- Use the rights or safety route that fits the conduct
- text
- OSHA treats workplace violence as including threatening behavior, not only a completed physical assault. EEOC guidance concerns protected employment rights: unlawful harassment is narrower than every rude interaction, and retaliation protection concerns specified protected activity. Harmful behavior can still warrant help without this article deciding its legal classification. Coverage, jurisdiction and deadlines require current checking; EEOC's harassment page itself carries a review notice. Do not assume an internal conversation pauses a filing deadline or that confronting the person is safe. This article cannot evaluate your case.
- source ids
- osha
- eeoc-harassment
- eeoc-retaliation
- label
- Keep general education within its limits
- text
- Named sources. Honest paraphrase of the finding. Not medical, legal, or financial advice. This is a reading companion for understanding the field. It cannot decide whether conduct is illegal, whether a person is medically unwell, what accommodations they qualify for or whether they should leave employment. Use qualified help for those decisions, especially when safety, health or time-sensitive rights are involved.
- source ids
- who-guidelines
- eeoc-harassment
- id
- ai-and-the-work-you-do
- role
- findings
- title
- How might AI change the tasks in your job?
- items
- label
- Read exposure as a task estimate rather than a job-loss rate
- text
- The ILO's 2025 occupational index combines task data, worker judgments, expert input and model predictions. It estimates that one in four workers worldwide are in occupations with some generative-AI exposure and that 3.3% of employment falls in the highest category. Clerical work remains highly exposed. These figures concern potential effects on tasks, not observed layoffs or a timetable. Jobs combine different tasks; adoption and human involvement matter. Use the index to ask which parts of your actual work may change, rather than converting an occupational score into your personal employment forecast.
- source ids
- ilo-ai
- label
- Compare an allowed task including the checking and rework
- text
- A practical adaptation is to compare your normal process with assistance on one permitted, low-stakes task whose result you can verify. Use only an employer-approved tool and materials allowed under policy. Count time spent checking, correcting and redoing the result, and compare quality as well as speed. Stop if errors or data restrictions make the trial unsuitable. This is an editorial learning experiment, not an ILO-tested productivity method, a forecast of your employment or permission to share confidential work. Broader workplace decisions remain beyond one small comparison.
- source ids
- ilo-ai
- id
- checking-work-claims
- role
- findings
- title
- How should you judge common work claims?
- intro
- These judgments refer to the wording of the claim. An established general finding does not guarantee an individual result.
- items
- label
- Combine feedback with room to speak
- text
- Claim: 'Psychological safety means no criticism or accountability.' Verdict: not. Edmondson's learning-and-teaming work and Scott's practitioner teaching allow correction and standards alongside good-faith questions. Useful feedback identifies a behavior and a repair; humiliation or reprisals for raising a concern are a different issue.
- source ids
- edmondson
- scott
- label
- Give exhaustion an occupational and clinical context
- text
- Claim: 'Burnout is a medical diagnosis.' Verdict: not. WHO classifies it as an occupational phenomenon. That classification does not make persistent symptoms unimportant or rule out a medical condition; healthcare assessment and workplace review may both be needed.
- source ids
- who-burnout
- fatigue
- label
- Include work design in prevention
- text
- Claim: 'Work design can affect worker mental health.' Verdict: established. WHO and NIOSH recognize organizational risks and work design in prevention. This supports examining conditions, not assuming that one redesign will produce a particular benefit for every worker.
- source ids
- niosh
- who-work-facts
- label
- Evaluate the particular job change
- text
- Claim: 'Job crafting always improves a job.' Verdict: not. Rudolph's review finds differing correlations for different crafting dimensions and does not establish causation. A useful trial needs a realistic scope and an observable result; hazards require an appropriate safety response.
- source ids
- crafting
- osha
- label
- Test interest against opportunity
- text
- Claim: 'Follow your passion and the money will follow.' Verdict: talk. Interest can start an investigation. CareerOneStop's occupation research and BLS information help you examine actual tasks, requirements and opportunities; neither supplies an income guarantee.
- source ids
- career-change
- bls
- label
- Choose timing from the full situation
- text
- Claim: 'Everyone should leave a bad job immediately.' Verdict: not. Safety, rights, health and ordinary career mismatch require different responses. General workplace guidance does not set a universal resignation timetable; preserve options when circumstances allow and obtain qualified help when needed.
- source ids
- osha
- eeoc-harassment
- who-guidelines
- label
- Plan for tasks that may change
- text
- Claim: 'Generative AI will replace every job this year.' Verdict: not. The ILO index estimates exposure, not a universal replacement schedule. It is useful for discussing task changes and oversight, while leaving employment outcomes and organizational choices uncertain.
- source ids
- ilo-ai
- id
- one-useful-next-step
- role
- next_steps
- title
- What is one useful step you can take now?
- items
- label
- Name the issue and choose one matching route
- text
- Write one factual sentence about what happened or what you need to learn. Choose the main route: immediate safety, possible harassment or retaliation, persistent symptoms, team learning, work design or career exploration. You may need more than one, but start with the action that addresses the most urgent need. This is an editorial organizing tool based on the distinct official guidance, not a diagnostic test. Contact appropriate support for safety, rights or health issues. For an ordinary, safe work question, choose one of the two small tests below.
- source ids
- osha
- eeoc-harassment
- fatigue
- niosh
- career-change
- label
- Try one agreed change to your current work
- text
- Choose one condition you can safely discuss and one concrete request: priorities, decision ownership, workload, schedule, task mix or useful feedback. State the tradeoff, ask for an agreed review point and record the actual response. This adapts work-design and negotiation perspectives; it does not promise acceptance. If the response increases risk or the condition is a hazard, move to a stronger support route instead of treating persistence as the answer.
- source ids
- parker
- fragale
- malhotra
- label
- Try one bounded investigation of different work
- text
- Choose one question, a time and cost limit, and what evidence would change your mind. Compare an occupation's tasks and requirements with one ability you can demonstrate, then investigate the remaining gap through a conversation, permitted sample or short class. Protect income, benefits, caregiving and confidentiality. The result may justify another small investigation, reveal a training requirement or show that the role does not fit. Learning this before a large commitment is a useful outcome.
- source ids
- ibarra
- career-compare
- clark
- related
- habits
- attention
- meaning
- sources
- id
- who-burnout
- title
- Burn-out an "occupational phenomenon"
- url
- https://www.who.int/standards/classifications/frequently-asked-questions/burn-out-an-occupational-phenomenon
- kind
- official
- accessed at
- 2026-10-01
- supports
- Opened WHO clarification: occupational context, chronic unmanaged work stress, three dimensions and non-medical-condition classification.
- limitations
- Classification explanation, not a clinical assessment or explanation of all fatigue.
- id
- who-guidelines
- title
- WHO guidelines on mental health at work
- url
- https://www.who.int/publications/i/item/9789240053052
- kind
- guideline
- accessed at
- 2026-10-01
- supports
- Opened official publication overview: organizational interventions, manager and worker training, individual interventions, returning to work and gaining employment.
- limitations
- Overview inspected; not a full-page-by-page review of the 134-page guideline. Detailed recommendation certainty is recorded separately.
- id
- who-work-facts
- title
- Mental health at work
- url
- https://www.who.int/news-room/fact-sheets/detail/mental-health-at-work
- kind
- official
- accessed at
- 2026-10-01
- supports
- Opened WHO fact sheet dated September 15, 2026: psychosocial risks, meaningful worker involvement, organizational prevention, accommodations and return-to-work support.
- limitations
- International guidance; does not establish individual legal entitlements or an intervention effect in every setting.
- id
- who-recommendations
- title
- WHO guidelines on mental health at work — Recommendations
- url
- https://www.ncbi.nlm.nih.gov/books/NBK586381/
- kind
- guideline
- accessed at
- 2026-10-01
- supports
- Official Bookshelf search extraction inspected for Recommendation 1: universal organizational interventions conditional, very low-certainty evidence; comprehensive integration emphasized.
- limitations
- The specific recommendation was reviewed through the official indexed text; the full chapter was unavailable. This supports the narrowly stated certainty claim, not a review of the entire guideline.
- id
- niosh
- title
- Stress and Work
- url
- https://www.cdc.gov/niosh/stress/about/index.html
- kind
- official
- accessed at
- 2026-10-01
- supports
- Opened NIOSH page updated July 16, 2026: job stress as demand-resource/needs mismatch and work-design, schedule and management prevention.
- limitations
- Occupational-health summary; does not diagnose an individual or separate all interacting causes.
- id
- fatigue
- title
- Fatigue
- url
- https://medlineplus.gov/fatigue.html
- kind
- guideline
- accessed at
- 2026-10-01
- supports
- Opened NLM guidance: fatigue is a symptom with varied causes, provider contact after weeks and a diary to describe patterns.
- limitations
- Patient education; functional impairment/safety escalation is cautious educational routing, not a medical diagnosis or treatment.
- id
- frazier
- title
- Psychological Safety: A Meta-Analytic Review and Extension
- url
- https://doi.org/10.1111/peps.12183
- kind
- review
- accessed at
- 2026-10-01
- supports
- Opened Wiley article landing page and abstract: 136 samples, over 22,000 individuals, nearly 5,000 groups; work outcomes, culture, study design and individual/group comparisons.
- limitations
- Abstract and bibliographic/reference sections available. Full results tables were not retrieved; no new effect-size or causal estimate claimed.
- id
- sdt
- title
- Self-Determination Theory in Work Organizations: The State of a Science
- url
- https://doi.org/10.1146/annurev-orgpsych-032516-113108
- kind
- review
- accessed at
- 2026-10-01
- supports
- Opened Annual Reviews abstract: autonomy, competence, relatedness; autonomous/controlled motivation; relevance to wellness and performance.
- limitations
- Review abstract and reference material inspected, not every underlying study. Framework cannot diagnose burnout or evaluate an entire job.
- id
- crafting
- title
- Job Crafting: A Meta-Analysis of Relationships With Individual Differences, Job Characteristics, and Work Outcomes
- url
- https://www.researchgate.net/publication/317128663_Job_Crafting_A_Meta-Analysis_of_Relationships_with_Individual_Differences_Job_Characteristics_and_Work_Outcomes
- kind
- review
- accessed at
- 2026-10-01
- supports
- Opened author manuscript uploaded by coauthor Hannes Zacher: 122 samples/35,670 workers, four dimensions, differing correlations; explicit nonexperimental/causality boundary in manuscript introduction.
- limitations
- The coauthor-uploaded primary manuscript was reviewed. Its nonexperimental studies cannot establish causation, and this was not an exhaustive review of later interventions.
- id
- ibarra
- title
- Provisional Selves: Experimenting With Image and Identity in Professional Adaptation
- url
- https://web.mit.edu/curhan/www/docs/Articles/15341_Readings/Self-presentation_Impression_Formation/Ibarra_1999_Provisional_selves.pdf
- kind
- study
- accessed at
- 2026-10-01
- supports
- Opened university-hosted primary paper; methods/participants and findings inspected: 19 consultants and 15 bankers, observing, experimenting and evaluating role identities.
- limitations
- Qualitative professional-services role transitions, not a randomized test of career changes or a population representative of all workers.
- id
- eeoc-harassment
- title
- Harassment
- url
- https://www.eeoc.gov/harassment
- kind
- official
- accessed at
- 2026-10-01
- supports
- Opened EEOC conduct/context, protected-characteristic scope, employer coverage and deadline sections; page review notice observed.
- limitations
- U.S. federal guidance under review. No personal legal classification, confrontation directive or fixed deadline is supplied; facts/jurisdiction require qualified checking.
- id
- eeoc-retaliation
- title
- Retaliation
- url
- https://www.eeoc.gov/retaliation
- kind
- official
- accessed at
- 2026-10-01
- supports
- Opened EEOC examples of protected activity and retaliation, distinction from all discipline, and deadline/coverage sections.
- limitations
- U.S. federal EEO context; not every complaint is protected activity under these laws. Other laws and procedures may apply.
- id
- osha
- title
- Workplace Violence — Overview
- url
- https://www.osha.gov/workplace-violence
- kind
- official
- accessed at
- 2026-10-01
- supports
- Opened OSHA definitions of threats/intimidation/violence and employer hazard assessment and prevention guidance.
- limitations
- General safety guidance; worksite emergency plans and local law differ. Does not supply an individual safety plan.
- id
- bls
- title
- Occupational Information Included in the OOH
- url
- https://www.bls.gov/ooh/about/occupational-information-included-in-the-ooh.htm
- kind
- official
- accessed at
- 2026-10-01
- supports
- Opened duties, working conditions/schedules, education/licenses/certifications, median-wage definition and outlook sections.
- limitations
- U.S. occupation summaries, not local offers, individual assessments or guaranteed openings.
- id
- career-change
- title
- CareerOneStop Paths — User Guide: Change your occupation or industry
- url
- https://cloudfront.careeronestop.org/TridionMultimedia/tcm24-50399_PDF_changeoccupationuserguideACC.pdf
- kind
- guideline
- accessed at
- 2026-10-01
- supports
- Opened four-page guide: skills assessment, related occupations, demand research, informational interviews and employer investigation.
- limitations
- Job-search guidance, not a validated personal competence test or financial assessment; article's short experiment is an editorial adaptation.
- id
- career-compare
- title
- Compare Skills Page Help — mySkills myFuture
- url
- https://www.myskillsmyfuture.org/skillstransferability/CompareSkillsPageHelp.aspx
- kind
- official
- accessed at
- 2026-10-01
- supports
- Opened occupational skill/knowledge comparisons, possible gaps, training, license/certification fields, local filter and data-source sections.
- limitations
- Compares occupations, not a person's demonstrated skill. Verify current employer and licensing requirements before training.
- id
- ilo-ai
- title
- Generative AI and Jobs: A Refined Global Index of Occupational Exposure
- url
- https://www.ilo.org/publications/generative-ai-and-jobs-refined-global-index-occupational-exposure
- kind
- study
- accessed at
- 2026-10-01
- supports
- Opened ILO Working Paper 140 official abstract/methods-result summary: task data, worker survey, expert/model input; 25% some exposure and 3.3% highest category; clerical exposure and human-task mix.
- limitations
- Publication overview inspected, not the full paper. Potential task exposure is not realized displacement, a personal forecast or permission to use employer data.
- id
- grant-experiments
- title
- Getting Unstuck: The Effects of Growth Mindsets About the Self and Job on Happiness at Work — abstract on Adam Grant's research profile
- url
- https://mgmt.wharton.upenn.edu/profile/grantad/
- kind
- study
- accessed at
- 2026-10-01
- supports
- Opened official faculty publication abstract for Berg, Wrzesniewski, Grant, Kurkoski and Welle: field quasi-experiment and controlled employee experiment, happiness gains lasting at least six months.
- limitations
- Primary research abstract reproduced on official faculty page; full methods/results were not read. Not a universal guarantee or safe-workplace remedy.
- id
- babcock-tasks
- title
- Gender Differences in Accepting and Receiving Requests for Tasks with Low Promotability
- url
- https://www.aeaweb.org/articles?id=10.1257/aer.20141734
- kind
- study
- accessed at
- 2026-10-01
- supports
- Opened AEA publisher abstract and author paper hosted at https://sites.pitt.edu/~vester/aer_promotability.pdf: women more often volunteered, were asked, and accepted low-promotability tasks in studied settings.
- limitations
- Population evidence and designed task-allocation settings; not a prediction about a particular worker or every workplace.
- id
- malhotra-trust
- title
- Six Ways to Build Trust in Negotiations
- url
- https://www.library.hbs.edu/working-knowledge/six-ways-to-build-trust-in-negotiations
- kind
- professional
- accessed at
- 2026-10-01
- supports
- Opened HBS practice article introduction framing negotiation risk and trust; useful professional context for preparing requests.
- limitations
- Professional teaching with illustrative cases; it does not validate this article’s example script or assure agreement.
- id
- career-question
- title
- Career Changes? — r/careerguidance
- url
- https://www.reddit.com/r/careerguidance/comments/1vn96lw/career_changes/
- kind
- question_signal
- accessed at
- 2026-10-01
- supports
- Opened a reader question about low-paid work, college/training and uncertain occupational options; used to prioritize investigate-before-spending teaching.
- limitations
- One self-reported question and comments, not a demand estimate, verified wage record, credential authority or factual support.
- id
- edmondson
- title
- About — Amy C. Edmondson
- url
- https://amycedmondson.com/about/
- kind
- professional
- accessed at
- 2026-10-01
- supports
- Role and public usefulness verified from opened profile. Contribution to this article: Translate psychological safety into questions, error reporting and learning while retaining performance standards.
- limitations
- Public frameworks cannot diagnose a team, prove a one-script effect or replace rights/safety routes.
- id
- maslach
- title
- Christina Maslach
- url
- https://psychology.berkeley.edu/people/christina-maslach
- kind
- professional
- accessed at
- 2026-10-01
- supports
- Role and public usefulness verified from opened profile. Contribution to this article: Keep exhaustion, occupational context and workplace conditions connected without diagnosing the reader.
- limitations
- Burnout inventories and public descriptions do not determine the cause of symptoms or replace healthcare.
- id
- grant
- title
- Adam Grant — Management Department
- url
- https://mgmt.wharton.upenn.edu/profile/grantad/
- kind
- professional
- accessed at
- 2026-10-01
- supports
- Role and public usefulness verified from opened profile. Contribution to this article: Consider both the worker and the job as potentially changeable; inspect bounded experimental findings.
- limitations
- Public visibility does not establish evidence quality; two experiments do not guarantee a result in every job.
- id
- ibarra-panel
- title
- Herminia Ibarra
- url
- https://www.london.edu/faculty-and-research/faculty-profiles/h/herminia-ibarra
- kind
- professional
- accessed at
- 2026-10-01
- supports
- Role and public usefulness verified from opened profile. Contribution to this article: Explain provisional roles as trials that generate feedback before an identity commitment.
- limitations
- The 1999 qualitative sample involved elite professional-services role transitions, not all career changers.
- id
- parker
- title
- About — Sharon K. Parker
- url
- https://www.sharonkparker.com/about-sharon
- kind
- professional
- accessed at
- 2026-10-01
- supports
- Role and public usefulness verified from opened profile. Contribution to this article: Keep demands, resources, role structure and actual changes to work inside the improvement question.
- limitations
- A work-design lens does not establish individual rights, clinical causes or feasibility in an unsafe role.
- id
- west
- title
- Tessa West — Institute for Public Knowledge
- url
- https://ipk.nyu.edu/people/tessa-west/
- kind
- professional
- accessed at
- 2026-10-01
- supports
- Role and public usefulness verified from opened profile. Contribution to this article: Move from assumed motives and vague labels to behavior, context and repeated responses.
- limitations
- Lab page uses an older associate-professor title; current NYU profile governs. Public typologies do not diagnose colleagues.
- id
- fragale
- title
- About Alison Fragale
- url
- https://alisonfragale.com/about
- kind
- professional
- accessed at
- 2026-10-01
- supports
- Role and public usefulness verified from opened profile. Contribution to this article: Improve a bounded request by considering authority, influence and the other person's constraints.
- limitations
- Negotiation education cannot eliminate bias, unequal leverage or retaliation risk.
- id
- babcock
- title
- Linda Babcock — Social and Decision Sciences
- url
- https://www.cmu.edu/dietrich/sds/people/emeritus/linda-babcock.html
- kind
- professional
- accessed at
- 2026-10-01
- supports
- Role and public usefulness verified from opened profile. Contribution to this article: Examine who receives recurring support work and how task allocation affects opportunity.
- limitations
- Gender/task-allocation findings do not predict one employer's response or make every request safe.
- id
- malhotra
- title
- Deepak Malhotra, PON Executive Committee
- url
- https://www.pon.harvard.edu/faculty/deepak-malhotra/
- kind
- professional
- accessed at
- 2026-10-01
- supports
- Role and public usefulness verified from opened profile. Contribution to this article: Frame negotiation as a decision involving interests, trust, alternatives and risk.
- limitations
- Professional negotiation perspectives cannot guarantee agreement or replace union, legal or safety support.
- id
- ng
- title
- About Gorick
- url
- https://www.gorick.com/about
- kind
- professional
- accessed at
- 2026-10-01
- supports
- Role and public usefulness verified from opened profile. Contribution to this article: Make implicit expectations, feedback access and practical exploration discussable for workers without insider access.
- limitations
- Interview-based public guidance is not representative causal research; norms vary by organization and role.
- id
- green
- title
- Alison Green — Penguin Random House
- url
- https://www.penguinrandomhouse.com/authors/2147441/alison-green/
- kind
- professional
- accessed at
- 2026-10-01
- supports
- Role and public usefulness verified from opened profile. Contribution to this article: Turn vague workplace concerns into concrete questions and realistic illustrative wording.
- limitations
- The official publisher biography was reviewed; the author’s own biography page was unavailable. Advice-column practice is not clinical or legal advice, or research proof.
- id
- newport
- title
- Cal Newport
- url
- https://calnewport.com/
- kind
- professional
- accessed at
- 2026-10-01
- supports
- Role and public usefulness verified from opened profile. Contribution to this article: Offer a skill-development and focused-work perspective within role and time constraints.
- limitations
- Computer-science scholarship is not occupational-health expertise; productivity frameworks cannot repair hazards or prove a career sequence.
- id
- scott
- title
- Kim Scott — TED Speaker
- url
- https://www.ted.com/speakers/kim_scott
- kind
- professional
- accessed at
- 2026-10-01
- supports
- Role and public usefulness verified from opened profile. Contribution to this article: Illustrate how care and direct correction can coexist.
- limitations
- A commercial management framework does not establish psychological safety or make candor safe under coercion.
- id
- clark
- title
- About Dorie Clark
- url
- https://dorieclark.com/about/
- kind
- professional
- accessed at
- 2026-10-01
- supports
- Role and public usefulness verified from opened profile. Contribution to this article: Translate reinvention into investigation and bounded learning before commitment.
- limitations
- The biography gives inconsistent present and past Duke appointment wording, so the stable author and educator role is used here. The verified degree is MTS. Career guidance does not forecast employment.
- id
- schabram
- title
- Kira Schabram — Smeal College of Business
- url
- https://directory.smeal.psu.edu/kbs6462
- kind
- professional
- accessed at
- 2026-10-01
- supports
- Role and public usefulness verified from opened profile. Contribution to this article: Consider how doing meaningful work and preserving the worker can fit together.
- limitations
- Research-program description is not a burnout treatment or proof that compassion alone repairs job conditions.
- professional panel
- name
- Amy C. Edmondson
- credential
- Novartis Professor of Leadership and Management, Harvard Business School; psychological-safety and teaming researcher
- official url
- https://amycedmondson.com/about/
- public usefulness
- Official biography records books, scholarly papers and public speaking on learning and teaming.
- contribution
- Translate psychological safety into questions, error reporting and learning while retaining performance standards.
- boundary
- Public frameworks cannot diagnose a team, prove a one-script effect or replace rights/safety routes.
- reviewed at
- 2026-10-01
- name
- Christina Maslach
- credential
- Professor of Psychology Emerita and Professor of the Graduate School, University of California, Berkeley; burnout researcher
- official url
- https://psychology.berkeley.edu/people/christina-maslach
- public usefulness
- Berkeley profile lists public books including The Burnout Challenge and applied burnout teaching.
- contribution
- Keep exhaustion, occupational context and workplace conditions connected without diagnosing the reader.
- boundary
- Burnout inventories and public descriptions do not determine the cause of symptoms or replace healthcare.
- reviewed at
- 2026-10-01
- name
- Adam Grant
- credential
- Saul P. Steinberg Professor of Management and Professor of Psychology, Wharton
- official url
- https://mgmt.wharton.upenn.edu/profile/grantad/
- public usefulness
- Official profile records WorkLife, public books and talks alongside research on job design and motivation.
- contribution
- Consider both the worker and the job as potentially changeable; inspect bounded experimental findings.
- boundary
- Public visibility does not establish evidence quality; two experiments do not guarantee a result in every job.
- reviewed at
- 2026-10-01
- name
- Herminia Ibarra
- credential
- Charles Handy Chair and Professor of Organisational Behaviour, London Business School; PhD Yale
- official url
- https://www.london.edu/faculty-and-research/faculty-profiles/h/herminia-ibarra
- public usefulness
- Official profile records Working Identity, public writing and speaking on leadership and career transitions.
- contribution
- Explain provisional roles as trials that generate feedback before an identity commitment.
- boundary
- The 1999 qualitative sample involved elite professional-services role transitions, not all career changers.
- reviewed at
- 2026-10-01
- name
- Sharon K. Parker
- credential
- John Curtin Distinguished Professor of Organizational Behavior, Curtin University; director, Centre for Transformative Work Design
- official url
- https://www.sharonkparker.com/about-sharon
- public usefulness
- Professional biography provides applied research initiatives, media/speaking and podcasts.
- contribution
- Keep demands, resources, role structure and actual changes to work inside the improvement question.
- boundary
- A work-design lens does not establish individual rights, clinical causes or feasibility in an unsafe role.
- reviewed at
- 2026-10-01
- name
- Tessa West
- credential
- Professor of Psychology, New York University; interpersonal-communication researcher
- official url
- https://ipk.nyu.edu/people/tessa-west/
- public usefulness
- Current NYU profile records Jerks at Work, Job Therapy, workplace public writing and TED talks.
- contribution
- Move from assumed motives and vague labels to behavior, context and repeated responses.
- boundary
- Lab page uses an older associate-professor title; current NYU profile governs. Public typologies do not diagnose colleagues.
- reviewed at
- 2026-10-01
- name
- Alison Fragale
- credential
- Professor, UNC Kenan-Flagler Business School; PhD Organizational Behavior, Stanford
- official url
- https://alisonfragale.com/about
- public usefulness
- Official biography records public teaching on power, status, negotiation, pay and career advancement.
- contribution
- Improve a bounded request by considering authority, influence and the other person's constraints.
- boundary
- Negotiation education cannot eliminate bias, unequal leverage or retaliation risk.
- reviewed at
- 2026-10-01
- name
- Linda Babcock
- credential
- James M. Walton Professor Emerita of Economics, Carnegie Mellon University; PhD Economics
- official url
- https://www.cmu.edu/dietrich/sds/people/emeritus/linda-babcock.html
- public usefulness
- University profile records outreach through PROGRESS, negotiation teaching and Women Don't Ask.
- contribution
- Examine who receives recurring support work and how task allocation affects opportunity.
- boundary
- Gender/task-allocation findings do not predict one employer's response or make every request safe.
- reviewed at
- 2026-10-01
- name
- Deepak Malhotra
- credential
- Eli Goldston Professor of Business Administration, Harvard Business School; PhD Northwestern Kellogg
- official url
- https://www.pon.harvard.edu/faculty/deepak-malhotra/
- public usefulness
- Harvard profile records public books, negotiation teaching and advisory work; opened HBS trust article.
- contribution
- Frame negotiation as a decision involving interests, trust, alternatives and risk.
- boundary
- Professional negotiation perspectives cannot guarantee agreement or replace union, legal or safety support.
- reviewed at
- 2026-10-01
- name
- Gorick Ng
- credential
- Career adviser at Harvard and UC Berkeley faculty member; MBA Harvard Business School, as stated in his official biography
- official url
- https://www.gorick.com/about
- public usefulness
- Official site provides early-career public education, The Unspoken Rules and free career Q&A examples.
- contribution
- Make implicit expectations, feedback access and practical exploration discussable for workers without insider access.
- boundary
- Interview-based public guidance is not representative causal research; norms vary by organization and role.
- reviewed at
- 2026-10-01
- name
- Alison Green
- credential
- Ask a Manager author; former nonprofit chief of staff overseeing staff management
- official url
- https://www.penguinrandomhouse.com/authors/2147441/alison-green/
- public usefulness
- Publisher biography verifies daily workplace questions, management education and authored books.
- contribution
- Turn vague workplace concerns into concrete questions and realistic illustrative wording.
- boundary
- The official publisher biography was reviewed; the author’s own biography page was unavailable. Advice-column practice is not clinical or legal advice, or research proof.
- reviewed at
- 2026-10-01
- name
- Cal Newport
- credential
- Full Professor of Computer Science, Georgetown University; PhD MIT, as stated on official website
- official url
- https://calnewport.com/
- public usefulness
- Official site records Deep Work, Slow Productivity, public essays and Deep Questions podcast.
- contribution
- Offer a skill-development and focused-work perspective within role and time constraints.
- boundary
- Computer-science scholarship is not occupational-health expertise; productivity frameworks cannot repair hazards or prove a career sequence.
- reviewed at
- 2026-10-01
- name
- Kim Scott
- credential
- Management author and executive educator; former Apple University faculty and Google team leader
- official url
- https://www.ted.com/speakers/kim_scott
- public usefulness
- Official TED profile records feedback teaching, management books and public talks.
- contribution
- Illustrate how care and direct correction can coexist.
- boundary
- A commercial management framework does not establish psychological safety or make candor safe under coercion.
- reviewed at
- 2026-10-01
- name
- Dorie Clark
- credential
- Career-strategy author, consultant and executive educator; Master of Theological Studies, Harvard Divinity School
- official url
- https://dorieclark.com/about/
- public usefulness
- Official biography records Reinventing You, The Long Game, public articles and executive education.
- contribution
- Translate reinvention into investigation and bounded learning before commitment.
- boundary
- The biography gives inconsistent present and past Duke appointment wording, so the stable author and educator role is used here. The verified degree is MTS. Career guidance does not forecast employment.
- reviewed at
- 2026-10-01
- name
- Kira Schabram
- credential
- Assistant Professor in Management & Organization, Penn State Smeal; PhD Organizational Behavior and Human Resources
- official url
- https://directory.smeal.psu.edu/kbs6462
- public usefulness
- Penn State profile provides publicly accessible sustainable-work teaching and research; opened coauthored HBR recovery article (https://hbr.org/2021/04/your-burnout-is-unique-your-recovery-will-be-too) verifies public research translation.
- contribution
- Consider how doing meaningful work and preserving the worker can fit together.
- boundary
- Research-program description is not a burnout treatment or proof that compassion alone repairs job conditions.
- reviewed at
- 2026-10-01
End of Career and work
