This simulation study evaluates whether predictive item-parameter priors can reduce respondent requirements for 3PL IRT calibration. Across twenty seven prior-quality configurations and seven sample sizes (400–1600), six configurations were able to match a 2000- respondent baseline at 400 respondents, yielding an 80% sample-size reduction when informative priors were properly incorporated.