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Personality MetricsEvidence first

Methodology

How these reviews are made

The rules this site holds itself to, the criteria behind every evidence grade, and an honest account of what an earlier version of this site published that it should not have.

What we promise

Every number carries a source

Reliability coefficients, validity estimates, item counts, and prices are attributed to a specific publication, technical manual, or the publisher’s own current pricing page. Where a figure varies by version or sample, the range is given rather than a single flattering number.

No invented authors and no invented research

This site publishes no bylines for people who do not exist and no original studies it has not run. Reviews are written and maintained by the Personality Metrics editorial team and stand on the cited literature, not on borrowed credentials.

Popularity is reported separately from evidence

An assessment can be enjoyable, widely used, and weakly supported all at once. Each review scores evidence quality and practical usefulness on separate scales so a fun instrument is never dressed up as a validated one.

Independence from publishers

Personality Metrics sells no assessments, takes no publisher sponsorship, and has no affiliate arrangement with any instrument reviewed here. The site is funded by advertising, which has no influence on ratings.

Nothing here is a diagnosis

These are self-report instruments for reflection and, at best, structured conversation. None of them can diagnose a psychological condition, and no result on this site should be used to make a clinical or hiring decision.

What each evidence grade requires

Grades describe the state of the research, not how much we enjoyed the instrument. Usefulness is a separate score for exactly that reason.

Strong evidence3 of 13 assessments

Independent peer-reviewed replication of both reliability and construct validity, by researchers with no commercial stake in the instrument. A publisher’s own technical manual never suffices on its own.

BFI-2, HEXACO, The Big Five

Moderate evidence4 of 13 assessments

Serious psychometric documentation exists and the construct is recognisable in the established literature, but the evidence is largely vendor-published or the independent replication is thin.

CliftonStrengths, DiSC, Emotional Intelligence, YouScience Discovery

Limited evidence4 of 13 assessments

Some peer-reviewed work exists and it is mixed, preliminary, or contradicts a central claim the instrument makes about itself.

16Personalities, Enneagram, HBDI, MBTI

Weak evidence2 of 13 assessments

No published psychometric validation of the instrument, or a premise contradicted by better-established research.

The Four Tendencies, Colour Personality Systems

Who writes this

Reviews are written and maintained by the Personality Metrics editorial team. We do not publish individual bylines, and that is a deliberate choice rather than an oversight: an earlier version of this site attached reviews to named psychologists with doctorates and university affiliations who did not exist, and the correct fix is not to invent better-documented people. It is to let the reviews stand on the literature they cite.

Every empirical claim in the assessment database is stored as a structured record that cannot be saved without a source attached. That is enforced in the type system rather than by editorial discipline, because editorial discipline is what failed last time. The site currently cites 38 distinct sources across 13 reviews.

Facts are re-checked at least every 12 months, and every review page shows the date its facts were last verified. Prices in particular move, and a price we checked in August 2026 may not be the price you see.

What this site got wrong

A correction, published rather than quietly deleted

Before this rebuild, Personality Metrics published fabricated content. Specifically: reviews bylined to invented experts including a clinical psychologist with a claimed Stanford doctorate; quotes attributed to invented researchers at named real institutions; an original research study that was never conducted, reporting a survey of 1,247 users and an analysis of over 50,000 test results; and a series of invented statistics presented as findings, including an “87 percent accuracy” figure for the Big Five predicting work performance that corresponds to nothing in the literature.

None of that was true. All of it has been removed, the site now cites real sources for every figure, and the structure that allowed unsourced numbers to be written in prose has been replaced with one that will not accept a claim without a citation. This note stays on the page because a site that asks you to judge instruments by their evidence should be willing to be judged the same way.

Common claims we no longer repeat

  • That emotional intelligence “accounts for 58 percent of performance” or that “90 percent of top performers have high EQ”. Both are vendor marketing and appear in no peer-reviewed journal. The meta-analytic correlations with job performance are roughly .20 for ability measures and .29 for mixed measures.
  • That the Enneagram is an ancient system. The nine-type personality framework was developed by Oscar Ichazo from the 1950s and elaborated by Claudio Naranjo in the 1970s.
  • That 16Personalities is a Myers-Briggs product, or a hybrid of MBTI and the Big Five. Its publisher states it deliberately did not incorporate Jungian cognitive functions and rebuilt on trait dimensions instead.
  • That aptitude testing eliminates socioeconomic bias. No assessment does, and cognitive and aptitude measures are among the best-documented for showing socioeconomically patterned differences.
  • That “65 percent of students will work in jobs that do not exist yet”. This figure has no traceable source and the report it is usually attributed to says close to the opposite.

Every source cited on this site

Assembled automatically from the assessment database, so this list cannot fall out of step with the reviews.

  1. Everything DiSC Research Report, John Wiley & Sons

    technical manual Cited in: DiSC

  2. YouScience Discovery (publisher materials)

    publisher Cited in: YouScience Discovery

  3. NERIS Analytics, 16Personalities (publisher materials)

    publisher Cited in: 16Personalities

  4. Herrmann Global (publisher materials)

    publisher Cited in: HBDI

  5. Rubin, The Four Tendencies quiz (publisher materials)

    publisher Cited in: The Four Tendencies

  6. True Colors International (publisher materials)

    publisher Cited in: Colour Personality Systems

  7. Sackett, Zhang, Berry & Lievens (2022), Journal of Applied Psychology, 107(11), 2040-2068

    peer reviewed Cited in: The Big Five

  8. Hook, Hall, Davis, Van Tongeren & Conner (2021), Journal of Clinical Psychology, 77(4), 865-883

    peer reviewed Cited in: Enneagram

  9. Kirk, MacDonald, Lavender, Dean & Rubin (2021), applying the Four Tendencies to treatment adherence

    peer reviewed Cited in: The Four Tendencies

  10. Makwana & Dave (2020), International Journal of Management, 11(9), 257-265

    peer reviewed Cited in: 16Personalities

  11. Soto (2019), Psychological Science, 30(5), 711-727

    peer reviewed Cited in: The Big Five

  12. Ghielen, van Woerkom & Christina Meyers (2018), Journal of Positive Psychology, 13(6), 573-585

    meta analysis Cited in: CliftonStrengths

  13. Soto & John (2017), Journal of Personality and Social Psychology, 113(1), 117-143

    peer reviewed Cited in: BFI-2

  14. Soto & John (2017), Journal of Research in Personality, 68, 69-81

    peer reviewed Cited in: BFI-2

  15. Johnson (2014), Journal of Research in Personality, 51, 78-89

    peer reviewed Cited in: The Big Five

  16. Nielsen, Zielinski, Ferguson, Lainhart & Anderson (2013), PLoS ONE, 8(8), e71275

    peer reviewed Cited in: HBDI

  17. O’Boyle, Humphrey, Pollack, Hawver & Story (2011), Journal of Organizational Behavior, 32(5), 788-818

    meta analysis Cited in: Emotional Intelligence

  18. Joseph & Newman (2010), Journal of Applied Psychology, 95(1), 54-78

    meta analysis Cited in: Emotional Intelligence

  19. Ashton & Lee (2009), Journal of Personality Assessment, 91(4), 340-345

    peer reviewed Cited in: HEXACO

  20. Pashler, McDaniel, Rohrer & Bjork (2008), Psychological Science in the Public Interest, 9(3), 105-119

    review body Cited in: HBDI

  21. Roberts, Kuncel, Shiner, Caspi & Goldberg (2007), Perspectives on Psychological Science, 2(4), 313-345

    meta analysis Cited in: BFI-2, The Big Five, 16Personalities

  22. Asplund, Lopez, Hodges & Harter, The Clifton StrengthsFinder 2.0 Technical Report, Gallup

    technical manual Cited in: CliftonStrengths

  23. Lee & Ashton (2005), Personality and Individual Differences, 38(7), 1571-1582

    peer reviewed Cited in: HEXACO

  24. Pittenger (2005), Consulting Psychology Journal: Practice and Research, 57(3), 210-221

    peer reviewed Cited in: 16Personalities, MBTI, Colour Personality Systems

  25. Lee & Ashton (2004), Multivariate Behavioral Research, 39(2), 329-358

    peer reviewed Cited in: HEXACO

  26. Ashton, Lee, Perugini, Szarota, de Vries, Di Blas, Boies & De Raad (2004), Journal of Personality and Social Psychology, 86(2), 356-366

    peer reviewed Cited in: HEXACO

  27. Newgent, Parr, Newman & Higgins (2004), Measurement and Evaluation in Counseling and Development, 36(4), 226-237

    peer reviewed Cited in: Enneagram

  28. Roberts & DelVecchio (2000), Psychological Bulletin, 126(1), 3-25

    meta analysis Cited in: The Big Five

  29. Deci & Ryan (2000), Psychological Inquiry, 11(4), 227-268

    peer reviewed Cited in: The Four Tendencies

  30. Goldberg (1999), Personality Psychology in Europe, 7, 7-28; IPIP validity documentation

    peer reviewed Cited in: The Big Five

  31. Schmidt & Hunter (1998), Psychological Bulletin, 124(2), 262-274

    meta analysis Cited in: YouScience Discovery

  32. Hartman, The Color Code (Scribner, 1998), p. 40

    publisher Cited in: Colour Personality Systems

  33. Baron (1996), Journal of Occupational and Organizational Psychology, 69(1), 49-56

    peer reviewed Cited in: CliftonStrengths

  34. Barrick & Mount (1991), Personnel Psychology, 44(1), 1-26; 117 studies, 162 samples, N = 23,994

    meta analysis Cited in: The Big Five

  35. Druckman & Bjork (eds.), In the Mind’s Eye: Enhancing Human Performance, National Research Council

    review body Cited in: MBTI

  36. McCrae & Costa (1989), Journal of Personality, 57(1), 17-40

    peer reviewed Cited in: MBTI

  37. Wiggins (1979), Journal of Personality and Social Psychology, 37(3), 395-412

    peer reviewed Cited in: DiSC

  38. Marston, Emotions of Normal People, Kegan Paul

    peer reviewed Cited in: DiSC

Found something wrong?

If a figure on this site is out of date or incorrect, tell us at privacy@personalitymetrics.com and include the source. Corrections are made on the page rather than silently.