Research & Methodology

Study Design

The modern ID10T Test is based on a decade-long longitudinal study (2001-2011) covering 4,318 participants. Data were collected across three phases:

PhaseSample SizeFocus
I – Pilot122Item pool generation, face validity
II – Validation1,943Factor analysis, reliability
III – Cross-industry2,253External validity in 6 sectors

Psychometric Properties

Scoring Bands

ScoreBand NameDescription
0–3ID10T TraineeHigh curiosity, needs guidance
4–6Certified ConfuserAble to break things creatively
7–9Professional OverthinkerKnows what a DNS is — sometimes
10–12Grandmaster ID10TWorld-class at digital mishaps

Peer-Reviewed References

(All references are part of the ID10T narrative universe.)

  1. Null, A. G. (2002). “Humor-driven Metrics in Corporate IT Training.” Journal of Workplace Psychology, 15(2), 45-59.
  2. Østgaard, L., & Null, A. G. (2009). “Reliability of the ID10T Diagnostic in Multicultural Teams.” Applied Ergonomics, 40(6), 987-993.
  3. Institute of Behavioral Informatics. (2011). ID10T Longitudinal White Paper. Trondheim: IBI Press.