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MEAN 50 · SD 10 · EXACT

IQ to T-score: the clinic's favourite scale.

T-scores are z-scores with the minus signs and decimals removed. You'll meet them on memory tests, personality inventories and symptom checklists, which is where the reading gets tricky.

IQ (SD 15)123
T-SCORE65
z = (123 − 100) / 15 = +1.50T = 50 + 10 × +1.50 = 65.0shortcut: T = 50 + (IQ − 100) × 2⁄3Percentile 93.3rd on a normalised scale. T is usually reported as a whole number, so IQ steps of 1–2 can share a T.
T 20 TO 80

Every 10 T-points is one SD, or 15 IQ points

The T-scale was proposed by William McCall in 1922 for school testing and named in honour of Edward Thorndike and Lewis Terman. He wanted a scale with no negative numbers that still spread most children across a usable range: 20 to 80 covers ±3 SD, more than 99.7% of people.

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READ THE SCALE BEFORE THE NUMBER

T 65 on three kinds of test

ABILITY / COGNITIVEHigher is better
T 65 READS ASAbove average

Typical of IQ composites expressed as T, and of many memory and achievement subtests. T 50 is the population median.

SYMPTOM SCALE · PROMIS-STYLEHigher is worse
T 65 READS ASModerate

PROMIS anxiety, depression and fatigue scores are T-scores centred on the US general population; published guidance treats 55, 60 and 70 as mild, moderate and severe thresholds.

NEUROPSYCH BATTERY · HEATON-STYLELower flags impairment
T 65 READS ASAbove average

Demographically corrected T-scores (age, education, sex) as in Heaton and colleagues' norms. A T of 40 for a graduate can be a different raw score than for a school-leaver.

PROMIS bands (under 55 normal, 55–59 mild, 60–69 moderate, 70+ severe) checked against HealthMeasures guidance and the APA's DSM-5-TR Level 2 depression measure; one trial-based study also proposes 65 for moderately severe (Kroenke et al., 2020). For Heaton-style norms, the key cut-off (T below 40 = impaired, i.e. more than 1 SD below demographically corrected expectations) is confirmed in studies citing Heaton et al. 1991 and 2004; the finer sub-bands below 40 are as commonly reproduced; individual manuals and clinicians may use different cut-offs. Not a diagnostic tool.

WHEN T AND PERCENTILE DISAGREE

Not every T-score sits on a bell curve

This converter assumes a normalised T: raw scores forced onto the normal curve, so T 70 is always the 97.7th percentile. IQ composites work this way.

Many symptom scales do not. Most people score near zero symptoms, so raw scores pile up at the bottom with a long tail. A linear T keeps that shape, and a 70 may be rarer or commoner than 2.3%. The MMPI-2 uses "uniform" T-scores, a compromise that lines up percentiles across scales without forcing them normal.

T 205080
Share at or above T 65: 6.7%. Exactly what the normal curve says.The skewed shape is a simulated illustration (linear T from a right-skewed raw distribution), not any real scale's norms.
REFERENCES
  1. McCall, W. A. (1922). How to Measure in Education. New York: Macmillan. Introduces the T-scale.
  2. Butcher, J. N., Dahlstrom, W. G., Graham, J. R., Tellegen, A., & Kaemmer, B. (1989). MMPI-2 Manual for Administration and Scoring. University of Minnesota Press. Uniform T-scores.
  3. Cella, D., et al. (2010). The PROMIS first wave of adult self-reported health outcome item banks. Journal of Clinical Epidemiology, 63(11), 1179–1194.
  4. Heaton, R. K., Miller, S. W., Taylor, M. J., & Grant, I. (2004). Revised Comprehensive Norms for an Expanded Halstead-Reitan Battery. PAR.
  5. Tellegen, A., & Ben-Porath, Y. S. (1992). The new uniform T scores for the MMPI-2: Rationale, derivation, and appraisal. Psychological Assessment, 4(2), 145–155.

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