#methodological rigourSmall cells limit statistical precision
Several experiments contain only 10–20 participants per condition, including the causal-chain studies. Repetition supports the direction of the findings, but individual effect sizes and mediation links remain imprecisely estimated.
↳ Experiments 1, 3, 5a, 5b, and 7, pp. 403–409
#contributionLaboratory ratings constrain generalization
Participants generally viewed one photograph for five seconds and then completed self-report ratings. The design does not establish effects on real interpersonal attraction, dating behavior, or broader populations.
↳ General Method, pp. 402–403
#methodological rigourRepeated degrees-of-freedom reporting errors
Independent-samples tests in Experiments 1, 3, 5a, and 5b report degrees of freedom one higher than expected from the stated allocations. The errors do not appear to reverse the reported effects but reduce confidence in statistical reporting.
↳ Experiments 1, 3, 5a, and 5b, pp. 403–407