The theta parameter (latent variable) in Item Response Theory (IRT) is not a measure for tester-takers' ability although it may be positively correlated to the test-takers' ability?
The comment below is true for IRT:
"When in 1940, a committee established by the British Association for the Advancement of Science to consider and report upon the possibility of quantitative estimates of sensory events published its final report (Ferguson eta/., 1940) in which its non-psychologist members agreed that psychophysical methods did not constitute scientific measurement, many quantitative psychologists realized that the problem could not be ignored any longer. Once again, the fundamental criticism was that the additivity of psychological attributes had not been displayed and, so, there was no evidence to support the hypothesis that psychophysical methods measured anything. While the argument sustaining this critique was largely framed within N. R.Campbell's (1920, 1928) theory of measurement, it stemmed from essentially the same source as the quantity objection." (PDF) Item Response Theory and Its General Total Score. Available from: https://www.researchgate.net/publication/337001176_Item_Response_Theory_and_Its_General_Total_Score [accessed Feb 21 2024].