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The crucial role of linearity when comparing effects across studies

Comparing effect sizes between studies is critical for evaluating empirical evidence and gaining a broader understanding of underlying phenomena. However, many effects in psychology are nonlinear, which causes problems for interpreting such comparisons and meta-analyses.

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Fig. 1: Linear and nonlinear relationships.

References

  1. Gurevitch, J., Koricheva, J., Nakagawa, S. & Stewart, G. Meta-analysis and the science of research synthesis. Nature 555, 175–182 (2018).

    Article  PubMed  Google Scholar 

  2. Algom, D. The Weber-Fechner law: a misnomer that persists but that should go away. Psychol. Rev. 128, 757–765 (2021).

    Article  PubMed  Google Scholar 

  3. Yerkes, R. M. & Dodson, J. D. The relation of strength of stimulus to rapidity of habit-formation. J. Comp. Neurol. Psychol. 18, 459–482 (1908).

    Article  Google Scholar 

  4. Stevenson, B. & Wolfers, J. Subjective well-being and income: is there any evidence of satiation? Am. Econ. Rev. 103, 598–604 (2013).

    Article  Google Scholar 

  5. Bless, H. & Burger, A. M. A closer look at social psychologists’ silver bullet: inevitable and evitable side effects of the experimental approach. Perspect. Psychol. Sci. 11, 296–308 (2016).

    Article  PubMed  Google Scholar 

  6. Kahnemann, D. & Tversky, A. Prospect theory: an analysis of decisions under risk. Econometrica 47, 263–292 (1979).

    Article  Google Scholar 

  7. Montoya, R. M., Horton, R. S., Vevea, J. L., Citkowicz, M. & Lauber, E. A. A re-examination of the mere exposure effect: the influence of repeated exposure on recognition, familiarity, and liking. Psychol. Bull. 143, 459–498 (2017).

    Article  PubMed  Google Scholar 

  8. Bless, H. & Schwarz, N. Mental construal and the emergence of assimilation and contrast effects: the inclusion/exclusion model. Adv. Exp. Soc. Psychol. 42, 319–373 (2010).

    Article  Google Scholar 

  9. Lipsey, M. W. & Wilson, D. B. Practical Meta-Analysis (Sage, 2000).

  10. Tversky, A. & Kahneman, D. The framing of decisions and the psychology of choice. Science 211, 453–458 (1981).

    Article  PubMed  Google Scholar 

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Correspondence to Herbert Bless.

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Bless, H., Wänke, M. The crucial role of linearity when comparing effects across studies. Nat Rev Psychol 2, 516–517 (2023). https://doi.org/10.1038/s44159-023-00220-w

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