Research

The studies behind the advice

Solve a problem and the 90-day plan cite these 76 published studies. They are grouped by science discipline. Each one shows what it found and links to the paper.

Personality science 12 studies

How traits are structured, how stable they are, and how they are measured.

  1. Measuring thirty facets of the Five Factor Model with a 120-item public domain inventory
    2014

    A 120-item public-domain inventory recovers the thirty-facet structure of the Five Factor Model at acceptable reliability, developed on 21,588 respondents and tested on samples up to 619,150.

  2. Between facets and domains: ten aspects of the Big Five
    2007

    Each Big Five domain separates into two distinct aspects, giving a level between the five domains and the thirty facets.

  3. The next Big Five Inventory: developing and assessing a hierarchical model
    2017

    Specifies fifteen facets nested three to a domain, controls for acquiescent responding, and shows greater bandwidth, fidelity and predictive power than the original BFI across two validation samples.

  4. Genetic and environmental influences on human psychological differences
    2003

    Genetic factors account for roughly 40 to 50 percent of the variance in Big Five traits, with most of the remainder non-shared environment.

  5. Personality neuroscience and the biology of traits
    2010

    Each Big Five trait has candidate biological systems, with the evidence strongest for extraversion and neuroticism.

  6. Cultural influences on personality
    2002

    Culture shapes both how traits are expressed and how trait questions are answered, so the same score can carry different meaning across cultures.

  7. Personality strength and situational influences on behavior
    2015

    How clear and consistent a person's own disposition is moderates their behavior in the same way situational strength does, making the person side of the interaction symmetric with the situation side.

  8. Upsides to dark and downsides to bright personality
    2017

    Traits treated as desirable carry costs and traits treated as dark carry benefits, depending on which outcome is measured and in what setting.

  9. A systematic review of personality trait change through intervention
    2017 · cited about 814 times

    Across 207 intervention studies trait measures moved about d = .37 over an average of 24 weeks; emotional stability changed most and extraversion next, the change replicated in non-clinical interventions, and it persisted at follow-up.

  10. A meta-analytic investigation of conscientiousness in the prediction of job performance
    2006 · cited about 418 times

    Narrow conscientiousness facets add prediction of job performance beyond global conscientiousness, and how much they add depends on the performance criterion and the occupation.

  11. The person-situation debate revisited: situation strength and trait activation
    2015 · cited about 742 times

    The Big Five predicted job performance more strongly in weak situations, with less structure and fewer constraints, and when the job's demands called for that particular trait.

  12. Reversing the extraverted leadership advantage
    2011 · cited about 520 times

    More extraverted leadership went with higher group performance when employees were passive and lower performance when they were proactive, because extraverted leaders were less receptive to employees' ideas.

Psychology 22 studies

How traits show up in behavior at work, and how teams, trust and change affect people.

  1. The Big Five personality dimensions and job performance
    1991 · cited about 8,726 times

    Big Five relations vary by criterion; conscientiousness is the most consistent general job-performance correlate.

  2. A cognitive-affective system theory of personality
    1995 · cited about 3,758 times

    Stable dispositions can produce different behavior patterns across psychologically meaningful situations.

  3. Personality and leadership
    2002 · cited about 3,006 times

    Across 222 correlations, associations with leadership were extraversion .31, conscientiousness .28, openness .24, neuroticism -.24, agreeableness .08; extraversion was the most consistent across settings.

  4. A personality trait-based interactionist model of job performance
    2003 · cited about 2,199 times

    Task, social, and organizational cues activate or constrain trait expression.

  5. Personality and transformational and transactional leadership
    2004 · cited about 1,560 times

    Big Five traits relate differently to transformational and transactional leadership dimensions, with extraversion the strongest and most consistent correlate of transformational leadership.

  6. Trait and behavioral theories of leadership
    2011 · cited about 1,346 times

    Leader behavior explains more variance than traits alone, supporting behavior as the development lever.

  7. Traits as density distributions of states
    2001 · cited about 1,281 times

    Across experience sampling the typical person routinely shows nearly all levels of all five traits; the central tendency is almost perfectly stable, and how much someone varies is itself a stable individual difference.

  8. Great man or great myth?
    2010 · cited about 190 times

    Individual differences relate to leader effectiveness, but distal traits operate through skills and behavior.

  9. Leadership training design, delivery, and implementation
    2017 · cited about 475 times

    Leadership training works, and how much it works depends on design, delivery and implementation choices rather than on the training existing.

  10. Personality and adaptive performance at work
    2014 · cited about 199 times

    Across 71 samples and 7,535 people, emotional stability and ambition predict adaptive performance at work while openness does not contribute to it.

  11. Psychological safety and learning behavior in work teams
    1999 · cited about 11,710 times

    Teams whose members believed it was safe to take interpersonal risks, such as asking questions, admitting errors and raising concerns, showed more learning behavior, and that learning behavior helped explain team performance.

  12. A meta-analytic review of experiments examining the effects of extrinsic rewards on intrinsic motivation
    1999 · cited about 6,959 times

    Expected tangible rewards tied to doing, finishing or performing a task reduced people's later free-choice interest in it; positive feedback increased that interest.

  13. Psychological safety: a meta-analytic review and extension
    2017 · cited about 1,174 times

    Across 136 samples (over 22,000 people, nearly 5,000 groups), psychological safety was associated with task performance, citizenship behavior, engagement and learning, and supportive leader relations and work design predicted it.

  14. Leadership behavior and employee voice: is the door really open?
    2007 · cited about 2,208 times

    A manager's openness to ideas predicted employees raising improvement ideas more consistently than transformational leadership did, through employees' sense that speaking up was safe, and mattered most for the best performers.

  15. A meta-analytic test of intergroup contact theory
    2006 · cited about 8,948 times

    Across 713 samples from 515 studies, contact between groups usually reduced prejudice, and the effect extended to the whole other group; contact with equal status, shared goals, cooperation and backing from authority reduced it more, though those conditions were not essential.

  16. Organizational identification after a merger: a social identity perspective
    2002 · cited about 369 times

    After a merger, people from the dominant partner kept their identification with the organization; people from the dominated partner kept less of it, and perceived differences between the partners lowered their identification more.

  17. The antecedents and outcomes of workplace ostracism: a meta-analysis
    2020 · cited about 409 times

    Leader characteristics were the strongest predictors of being excluded at work, and exclusion was strongly linked to deviance and to lower performance, voice, well-being and job attitudes.

  18. Justice at the millennium: a meta-analytic review of 25 years of organizational justice research
    2001 · cited about 5,926 times

    Fairness of outcomes, of process, of personal treatment and of explanations each added to how fair people judged things, and each had its own links to satisfaction, commitment, views of the authority, citizenship, withdrawal and performance.

  19. Removing the shadow of suspicion: apology versus denial for repairing competence- versus integrity-based trust violations
    2004 · cited about 1,062 times

    Trust was repaired better by apologizing for a competence failure but denying an integrity failure, and by apologizing when later evidence showed guilt but denying when it showed innocence.

  20. Empowering leadership: a meta-analytic examination of incremental contribution, mediation, and moderation
    2018 · cited about 395 times

    Across 105 samples, empowering leadership was linked to higher performance, citizenship and creativity for individuals and teams, working through trust in the leader and employees' sense of empowerment.

  21. Abusive supervision: a meta-analysis and empirical review
    2017 · cited about 698 times

    Employees who saw their supervisor as abusive reported consistently worse outcomes, though how strong the links were depended on how each study was designed.

  22. Change recipients' reactions to organizational change: a 60-year review of quantitative studies
    2011 · cited about 1,017 times

    Across 79 quantitative studies (1948-2007), people's reactions to change depended on who they were and the setting before the change, and on the change process, its perceived benefit or harm and its content; those reactions shaped work and personal outcomes.

Neuroscience 11 studies

What the brain does under stress, threat, rejection and uncertainty.

  1. Conflict monitoring and cognitive control
    2001 · cited about 7,160 times

    Conflict signals recruit cognitive control rather than guarantee a correct response.

  2. Physiology and neurobiology of stress and adaptation
    2007 · cited about 4,848 times

    Acute and chronic stress alter cognition and adaptation through allostatic processes.

  3. Meeting of minds
    2006 · cited about 3,817 times

    Medial frontal systems contribute to interpreting self, others, and social action.

  4. Does rejection hurt?
    2003 · cited about 3,813 times

    Social exclusion recruits neural systems associated with distress and conflict.

  5. Deciding advantageously before knowing the strategy
    1997 · cited about 3,555 times

    Affective signals can shape choice before people can articulate the relevant rule.

  6. Stress signalling pathways that impair prefrontal cortex
    2009 · cited about 3,206 times

    Uncontrollable stress can rapidly weaken prefrontal working memory and top-down control.

  7. Social cognitive neuroscience: core processes
    2007 · cited about 2,007 times

    Social judgment depends on interacting systems for mentalizing, affect, and self-regulation.

  8. A neural basis for social cooperation
    2002 · cited about 1,475 times

    Reciprocal cooperation engages reward-related circuitry that may reinforce continued cooperation.

  9. Getting to know you: reputation and trust
    2005 · cited about 1,357 times

    Reciprocity history shapes future trust and corresponding learning signals.

  10. The neuroscience of social decision-making
    2011 · cited about 780 times

    Value, fairness, intentions, and social learning jointly shape interpersonal decisions.

  11. The effects of acute stress on core executive functions
    2016 · cited about 829 times

    Acute stress modestly impaired working memory and cognitive flexibility; its effect on inhibition depended on the kind of inhibition measured.

Evolutionary biology and anthropology 10 studies

Why humans lead and follow, and what people look for in a leader.

  1. The evolution of prestige
    2001 · cited about 2,522 times

    Derives prestige from cultural learning: deference buys proximity to a skilled model, group-level deference then guides new learners, and this produces a preference for models who merely appear popular.

  2. Two ways to the top: dominance and prestige
    2013 · cited about 1,064 times

    Dominance (force and intimidation, inducing fear) and prestige (shared expertise, earning respect) are distinct strategies, and both attain real influence over others.

  3. Leadership, followership, and evolution
    2008 · cited about 782 times

    Leading and following help solve recurring coordination problems, but followers remain alert to exploitation.

  4. Evolutionary origins of leadership and followership
    2006 · cited about 603 times

    Initiative, competence, intelligence, and generosity recur in leader emergence; the review finds no link between leadership and dominance.

  5. The origins and evolution of leadership
    2009 · cited about 434 times

    Leadership and followership are coordination processes shared across human and nonhuman groups.

  6. Leadership solves collective action problems in small-scale societies
    2015 · cited about 229 times

    Leaders hold more capital - age-related knowledge, body size, social connections - which lowers the costs they themselves bear and raises the efficacy of leading.

  7. Leadership in an egalitarian society
    2014 · cited about 213 times

    Elected leaders rank high on physical dominance, kin support and trustworthiness, and those ranks predict group performance only where members have a history of collaborating; leaders take no larger share.

  8. Facing the situation
    2012 · cited about 149 times

    Followers expect masculine-faced leaders to compete and feminine-faced leaders to cooperate, and prefer whichever facial cue matches the situation, so appearance alone shifts who is preferred with intergroup context.

  9. The evolutionary anthropology of political leadership
    2019 · cited about 149 times

    Reviews political leadership across evolutionary anthropology and argues leadership studies are biased toward industrialized societies and lack cross-cultural and ethological reference.

  10. The evolutionary psychology of leadership
    2014 · cited about 132 times

    Modern leadership can fail through context mismatch, selection bias, and exploitation risk.

Game theory and economics 10 studies

How cooperation, fairness and trust build or break between people.

  1. The evolution of cooperation
    1981 · cited about 20,312 times

    Cooperation can persist in repeated interaction when future consequences and reciprocity matter.

  2. Governing the commons
    1990 · cited about 19,281 times

    Groups can sustain collective action through locally legitimate rules, monitoring, and graduated responses.

  3. A theory of fairness, competition, and cooperation
    1999 · cited about 11,203 times

    If some people care about equity, competitive and bargaining results both follow; the economic environment decides whether fair or selfish types dominate the equilibrium.

  4. Five rules for the evolution of cooperation
    2006 · cited about 5,915 times

    Five distinct mechanisms sustain cooperation: kin selection, direct reciprocity, indirect reciprocity, network reciprocity and group selection, each with its own condition.

  5. Trust, reciprocity, and social history
    1995 · cited about 5,658 times

    Trust decisions and reciprocity are shaped by expectations and interaction history.

  6. Cooperation and punishment in public-goods experiments
    2000 · cited about 4,376 times

    Cooperators will punish free riders even when punishing is costly to them and returns no material benefit, and free riders are punished more heavily the further they deviate.

  7. Are people conditionally cooperative?
    2001 · cited about 2,826 times

    Eliciting contribution schedules directly, 50 percent of subjects are conditional cooperators who give more as others give more, and about a third free-ride completely.

  8. Reputation helps solve the tragedy of the commons
    2002 · cited about 1,394 times

    Alternating public-goods rounds with indirect-reciprocity rounds sustains the shared resource, because the need to keep a reputation for the second carries into the first.

  9. The competitive advantage of sanctioning institutions
    2006 · cited about 1,024 times

    People may choose institutions that deter free riding when those institutions prove effective.

  10. The long-run benefits of punishment
    2008 · cited about 622 times

    Punishment costs exceed the gains from cooperation over 10 periods and is unambiguously beneficial over 50, so the time horizon decides whether sanctioning pays.

Complexity science 11 studies

How organizations behave when many parts interact and outcomes are hard to predict.

  1. Complexity Leadership Theory
    2007 · cited about 2,248 times

    Frames leadership as three entangled roles - adaptive, administrative and enabling - holding a dynamic relationship between an organization's bureaucratic functions and the informal dynamics of a complex adaptive system.

  2. Leadership in complex organizations
    2001 · cited about 784 times

    Argues that complexity theory directs leadership at behaviors that enable organizational effectiveness rather than determine or guide it, widening leadership beyond its psychological and social-psychological framings.

  3. Direction, alignment, commitment
    2008 · cited about 617 times

    Argues the leader-follower-shared-goals ontology is losing its use as work becomes peer-like and collaborative, and proposes direction, alignment and commitment in its place.

  4. Organizations as complex adaptive systems
    2006 · cited about 595 times

    Proposes that leadership in a complex adaptive system acts on the organization indirectly, mediated by organizational identity and social movements; the model is offered for testing rather than tested.

  5. Complexity leadership in bureaucratic forms
    2009 · cited about 485 times

    Places the adaptive function as an interactive process between adaptive leadership, which is agentic, and complexity dynamics, which are not, working in combination with administrative functions; offered as propositions, not tested.

  6. The role of leadership in emergent self-organization
    2007 · cited about 389 times

    Leaders can disrupt stale patterns, encourage novelty, and help others interpret emerging events.

  7. The leadership of emergence
    2009 · cited about 338 times

    Across three empirical studies the same four conditions precede emergence - disequilibrium, amplifying actions, recombination, stabilizing feedback - and nine leader behaviors are identified that generate them.

  8. Storytelling, time, and evolution in complex adaptive systems
    2007 · cited about 313 times

    Argues strategic leaders matter in a self-organizing system by moving it toward the edge of chaos and by influencing the tags that structure how agents interact, using dialogue and storytelling to build shared meaning.

  9. A leader's framework for decision making
    2007

    Sorts issues into five contexts - simple, complicated, complex, chaotic, disorder - and argues each calls for a different response, so recognizing the context precedes acting in it.

  10. Leadership for organizational adaptability
    2018 · cited about 755 times

    Leaders keep organizations adaptable by creating 'adaptive space', where new ideas from the edges can connect to the formal operating system and be taken up by it.

  11. Conditions for intuitive expertise: a failure to disagree
    2009 · cited about 2,453 times

    Intuition can be trusted only when the environment is regular enough to predict and the person has had the chance to learn its regularities; feeling confident is not a reliable sign of being right.

How the studies were chosen. Each one is peer-reviewed and was picked because it explains how leaders and teams behave. Citation counts come from OpenAlex and show how often other researchers cite a study. They are not a measure of quality. When the advice cites a study, it names the mechanism the study supports. It does not claim the study tested your traits.