16  References

Achilles, C. M., Helen Pate Bain, Fred Bellott, Jayne Boyd-Zaharias, Jeremy Finn, John Folger, John Johnston, and Elizabeth Word. 2008. “Tennessee’s Student Teacher Achievement Ratio (STAR) Project.” Harvard Dataverse. https://doi.org/10.7910/DVN/SIWH9F.

Aguinis, Herman, Isabel Villamor, and Ravi S. Ramani. 2021. “MTurk Research: Review and Recommendations.” Journal of Management 47 (4): 823–37. https://doi.org/10.1177/0149206320969787.

Alexander, Rohan. 2022. Telling Stories with Data. CRC Press. https://www.tellingstorieswithdata.com/.

Anandarajan, Asokan, Chantal Viger, and Anthony P. Curatola. 2002. “An Experimental Investigation of Alternative Going-Concern Reporting Formats: A Canadian Experience.” Canadian Accounting Perspectives 1 (2): 141–62. https://doi.org/10.1506/5947-NQTC-C3Y5-H46N.

Barnett, Adrian Gerard, and Jonathan D Wren. 2019. “Examination of CIs in Health and Medical Journals from 1976 to 2019: An Observational Study.” BMJ Open 9 (11). https://doi.org/10.1136/bmjopen-2019-032506.

Baron, R. M., and D. A. Kenny. 1986. “The Moderator-Mediator Variable Distinction in Social Psychological Research: Conceptual, Strategic, and Statistical Considerations.” Journal of Personality and Social Psychology 51 (6): 1173–82. https://doi.org/10.1037/0022-3514.51.6.1173.

Bastian, Brock, Jolanda Jetten, and Laura J. Ferris. 2014. “Pain as Social Glue: Shared Pain Increases Cooperation.” Psychological Science 25 (11): 2079–85. https://doi.org/10.1177/0956797614545886.

Baumann, James F., Nancy Seifert-Kessell, and Leah A. Jones. 1992. “Effect of Think-Aloud Instruction on Elementary Students’ Comprehension Monitoring Abilities.” Journal of Reading Behavior 24 (2): 143–72. https://doi.org/10.1080/10862969209547770.

Berger, Paul, Robert Maurer, and Giovana B Celli. 2018. Experimental Design with Application in Management, Engineering, and the Sciences. 2nd ed. Springer. https://doi.org/10.1007/978-3-319-64583-4.

Bertrand, Marianne, and Sendhil Mullainathan. 2004. “Are Emily and Greg More Employable Than Lakisha and Jamal? A Field Experiment on Labor Market Discrimination.” American Economic Review 94 (4): 991–1013. https://doi.org/10.1257/0002828042002561.

Brodeur, Mathieu, Perrine Ruer, Pierre-Majorique Léger, and Sylvain Sénécal. 2021. “Smartwatches Are More Distracting Than Mobile Phones While Driving: Results from an Experimental Study.” Accident Analysis & Prevention 149: 105846. https://doi.org/10.1016/j.aap.2020.105846.

Brook, Robert H., Emmett B. Keeler, Kathleen N. Lohr, Joseph P. Newhouse, John E. Ware, William H. Rogers, Allyson Ross Davies, et al. 2006. The Health Insurance Experiment: A Classic RAND Study Speaks to the Current Health Care Reform Debate. Santa Monica, CA: RAND Corporation.

Brucks, Melanie S., and Jonathan Levav. 2022. “Virtual Communication Curbs Creative Idea Generation.” Nature 605 (7908): 108–12. https://doi.org/10.1038/s41586-022-04643-y.

Bullock, J. G., Green D. P., and S. E. Ha. 2010. “Yes, but What’s the Mechanism? (Don’t Expect an Easy Answer).” 98 (4): 550–58. https://doi.org/10.1037/a0018933.

Card, David, and Alan B. Krueger. 1994. “Minimum Wages and Employment: A Case Study of the Fast-Food Industry in New Jersey and Pennsylvania.” The American Economic Review 84 (4): 772–93. http://www.jstor.org/stable/2118030.

Chandler, J. J. 2016. “Replication of Janiszewski & Uy (2008, Psychological Science, Study 4b).” https://osf.io/aaudl.

Claerbout, Jon F., and Martin Karrenbach. 1992. “Electronic Documents Give Reproducible Research a New Meaning.” SEG Technical Program Expanded Abstracts. https://doi.org/https://doi.org/10.1190/1.1822162.

Cohen, J. 1988. Statistical Power Analysis for the Behavioral Sciences. 2nd ed. New York: Routledge. https://doi.org/10.4324/9780203771587.

Cox, David R. 1958. Planning of Experiments. New York, NY: Wiley.

Crump, M. J. C., D. J. Navarro, and J. Suzuki. 2019. Answering Questions with Data: Introductory Statistics for Psychology Students. https://doi.org/10.17605/OSF.IO/JZE52.

Davison, A. C., and D. V. Hinkley. 1997. Bootstrap Methods and Their Application. New York, NY: Cambridge University Press.

Duke, Kristen E., and On Amir. 2023. “The Importance of Selling Formats: When Integrating Purchase and Quantity Decisions Increases Sales.” Marketing Science 42 (1): 87–109. https://doi.org/10.1287/mksc.2022.1364.

Efron, B. 1979. “Bootstrap Methods: Another Look at the Jackknife.” The Annals of Statistics 7 (1): 1–26. https://doi.org/10.1214/aos/1176344552.

Efron, B., and R. J. Tibshirani. 1993. An Introduction to the Bootstrap. Boca Raton, FL: CRC Press.

Elliott, Emily M., Candice C. Morey, Angela M. AuBuchon, Nelson Cowan, Chris Jarrold, Eryn J. Adams, Meg Attwood, et al. 2021. “Multilab Direct Replication of Flavell, Beach, and Chinsky (1966): Spontaneous Verbal Rehearsal in a Memory Task as a Function of Age.” Advances in Methods and Practices in Psychological Science 4 (2): 1–20. https://doi.org/10.1177/25152459211018187.

Esarey, Justin, and Jane Lawrence Sumner. 2018. “Marginal Effects in Interaction Models: Determining and Controlling the False Positive Rate.” Comparative Political Studies 51 (9): 1144–76. https://doi.org/10.1177/0010414017730080.

Faul, Franz, Edgar Erdfelder, Albert-Georg Lang, and Axel Buchner. 2007. “G*Power 3: A Flexible Statistical Power Analysis Program for the Social, Behavioral, and Biomedical Sciences.” Behavior Research Methods 39 (2): 175–91. https://doi.org/10.3758/BF03193146.

Fisher, Ronald A. 1926. “The Arrangement of Field Experiments.” Journal of the Ministry of Agriculture 33: 503–15. https://doi.org/10.23637/rothamsted.8v61q.

Flavell, John H., David R. Beach, and Jack M. Chinsky. 1966. “Spontaneous Verbal Rehearsal in a Memory Task as a Function of Age.” Child Development 37 (2): 283–99.

Garcia, Donna M., Michael T. Schmitt, Nyla R. Branscombe, and Naomi Ellemers. 2010. “Women’s Reactions to Ingroup Members Who Protest Discriminatory Treatment: The Importance of Beliefs about Inequality and Response Appropriateness.” European Journal of Social Psychology 40 (5): 733–45. https://doi.org/10.1002/ejsp.644.

Gelman, Andrew. 2005. “Analysis of Variance — Why It Is More Important Than Ever.” The Annals of Statistics 33 (1): 1–53. https://doi.org/10.1214/009053604000001048.

Gelman, Andrew, and Eric Loken. 2014. “The Statistical Crisis in Science.” American Scientist 102: 460–65.

Halevy, Nir, and Yair Berson. 2022. “Thinking about the Distant Future Promotes the Prospects of Peace: A Construal-Level Perspective on Intergroup Conflict Resolution.” Journal of Conflict Resolution 66 (6): 1119–43. https://doi.org/10.1177/00220027221079402.

Hariton, Eduardo, and Joseph J Locascio. 2018. “Randomised Controlled Trials – the Gold Standard for Effectiveness Research.” BJOG: An International Journal of Obstetrics & Gynaecology 125 (13): 1716–16. https://doi.org/https://doi.org/10.1111/1471-0528.15199.

Hatano, A., C. Ogulmus, H. Shigemasu, and K. Murayama. 2022. “Thinking about Thinking: People Underestimate How Enjoyable and Engaging Just Waiting Is.” Journal of Experimental Psychology: General 151 (12): 3213–29. https://doi.org/10.1037/xge0001255.

Hedges, Larry V. 1981. “Distribution Theory for Glass’s Estimator of Effect Size and Related Estimators.” Journal of Educational Statistics 6 (2): 107–28. https://doi.org/10.3102/10769986006002107.

Imai, Kosuke, Luke Keele, and Dustin Tingley. 2010. “A General Approach to Causal Mediation Analysis.” Psychological Methods 15 (4): 309–34. https://doi.org/10.1037/a0020761.

Imai, Kosuke, Luke Keele, and Teppei Yamamoto. 2010. “Identification, Inference and Sensitivity Analysis for Causal Mediation Effects.” Statistical Science 25 (1): 51–71. https://doi.org/10.1214/10-STS321.

Imbens, Guido W., and Donald B. Rubin. 2015. Causal Inference for Statistics, Social, and Biomedical Sciences: An Introduction. Cambridge, UK: Cambridge University Press. https://doi.org/10.1017/CBO9781139025751.

Ioannidis, John P. A. 2005. “Why Most Published Research Findings Are False.” PLOS Medicine 2 (8). https://doi.org/10.1371/journal.pmed.0020124.

Janiszewski, Chris, and Dan Uy. 2008. “Precision of the Anchor Influences the Amount of Adjustment.” Psychological Science 19 (2): 121–27. https://doi.org/10.1111/j.1467-9280.2008.02057.x.

Johnson, David J., Felix Cheung, and M. Brent Donnellan. 2014. “Does Cleanliness Influence Moral Judgments?” Social Psychology 45 (3): 209–15. https://doi.org/10.1027/1864-9335/a000186.

Johnson, P. O., and J. Neyman. 1936. “Tests of Certain Linear Hypotheses and Their Application to Some Educational Problems.” Statistical Research Memoirs 1: 57–93.

Jones, Damon, David Molitor, and Julian Reif. 2019. “What Do Workplace Wellness Programs Do? Evidence from the Illinois Workplace Wellness Study.” The Quarterly Journal of Economics 134 (4): 1747–91. https://doi.org/10.1093/qje/qjz023.

Judd, Charles M., and David A. Kenny. 1981. “Process Analysis: Estimating Mediation in Treatment Evaluations.” Evaluation Review 5 (5): 602–19. https://doi.org/10.1177/0193841X8100500502.

Keppel, G., and T. D. Wickens. 2004. Design and Analysis: A Researcher’s Handbook. Pearson Prentice Hall.

Kohavi, Ron, and Stefan Thomke. 2017. “The Surprising Power of Online Experiments.” Harvard Business Review September–October: 74–82. https://hbr.org/2017/09/the-surprising-power-of-online-experiments.

Kowal, Agata AND Kochan-Wójcik, Marta AND Groyecka-Bernard. 2021. “When and How Does the Number of Children Affect Marital Satisfaction? An International Survey.” PLOS ONE 16 (4): 1–14. https://doi.org/10.1371/journal.pone.0249516.

Labonté-LeMoyne, Elise, Marc-Antoine Jutras, Pierre-Majorique Léger, Sylvain Sénécal, Marc Fredette, Mickael Begon, and Marie-Ève Mathieu. 2020. “Does Reducing Sedentarity with Standing Desks Hinder Cognitive Performance?” Human Factors 62 (4): 603–12. https://doi.org/10.1177/0018720819879310.

Lakens, Daniel. 2013. “Calculating and Reporting Effect Sizes to Facilitate Cumulative Science: A Practical Primer for t-Tests and ANOVAs.” Frontiers in Psychology 4: 863. https://doi.org/10.3389/fpsyg.2013.00863.

Läuter, J. 1978. “Sample Size Requirements for the T² Test of MANOVA (Tables for One-Way Classification).” Biometrical Journal 20 (4): 389–406. https://doi.org/10.1002/bimj.4710200410.

Leckfor, Christina M., Natasha R. Wood, Richard B. Slatcher, and Andrew H. Hales. 2023. “From Close to Ghost: Examining the Relationship Between the Need for Closure, Intentions to Ghost, and Reactions to Being Ghosted.” Journal of Social and Personal Relationships 40 (8): 2422–44. https://doi.org/10.1177/02654075221149955.

Lee, Kiljae, and Jungsil Choi. 2019. “Image-Text Inconsistency Effect on Product Evaluation in Online Retailing.” Journal of Retailing and Consumer Services 49: 279–88. https://doi.org/10.1016/j.jretconser.2019.03.015.

Lin, Jason D, Nicole You Jeung Kim, Esther Uduehi, and Anat Keinan. 2024. “Culture for Sale: Unpacking Consumer Perceptions of Cultural Appropriation.” Journal of Consumer Research. https://doi.org/10.1093/jcr/ucad076.

Liu, Peggy J., SoYon Rim, Lauren Min, and Kate E. Min. 2023. “The Surprise of Reaching Out: Appreciated More Than We Think.” Journal of Personality and Social Psychology 124 (4): 754–71. https://doi.org/10.1037/pspi0000402.

MacKinnon, David P., Chondra M. Lockwood, Jeanne M. Hoffman, Stephen G. West, and Virgil Sheets. 2002. “A Comparison of Methods to Test Mediation and Other Intervening Variable Effects.” Psychological Methods 7 (1): 83–104. https://doi.org/10.1037/1082-989X.7.1.83.

Maglio, Sam J., and Evan Polman. 2014. “Spatial Orientation Shrinks and Expands Psychological Distance.” Psychological Science 25 (7): 1345–52. https://doi.org/10.1177/0956797614530571.

Magnusson, Kristoffer. 2021. “Interpreting Cohen’s d Effect Size: An Interactive Visualization.” https://rpsychologist.com/cohend/.

Mardia, Kanti V., John T. Kent, and Charles C. Taylor. 2024. Multivariate Analysis. Edited by Wiley. 2nd ed. Hoboken, NJ.

McElreath, R. 2020. Statistical Rethinking: A Bayesian Course with Examples in r and Stan. 2nd ed. CRC Press. https://www.routledge.com/Statistical-Rethinking-A-Bayesian-Course-with-Examples-in-R-and-STAN/McElreath/p/book/9780367139919.

McQuire, Cheryl, R. Daniel, L. Hurt, A. Kemp, and S. Paranjothy. 2020. “The Causal Web of Foetal Alcohol Spectrum Disorders: A Review and Causal Diagram.” European Child & Adolescent Psychiatry 29 (5): 575–94. https://doi.org/10.1007/s00787-018-1264-3.

Nosek, Brian, Johanna Cohoon, Mallory Kidwell, and Jeffrey Spies. 2015. “Estimating the Reproducibility of Psychological Science.” Science 349 (6251). https://doi.org/10.1126/science.aac4716.

Oehlert, Gary. 2000. A First Course in Design and Analysis of Experiments. W. H. Freeman. http://users.stat.umn.edu/~gary/Book.html.

Pearl, Judea. 2014. “Interpretation and Identification of Causal Mediation.” Psychological Methods 19 (4): 459–81. https://doi.org/10.1037/a0036434.

Pearl, Judea, Maria Glymour, and Nicholas Jewell. 2016. Causal Inference in Statistics: A Primer. Chichester, UK: Wiley.

Pratt, John W. 1959. “Remarks on Zeros and Ties in the Wilcoxon Signed Rank Procedures.” Journal of the American Statistical Association 54 (287): 655–67. https://doi.org/10.1080/01621459.1959.10501526.

Preacher, Kristopher J., and Andrew F. Hayes. 2004. “SPSS and SAS Procedures for Estimating Indirect Effects in Simple Mediation Models.” Behavior Research Methods, Instruments & Computers 36: 717–31. https://doi.org/10.3758/BF03206553.

Robins, James M., and Sander Greenland. 1992. “Identifiability and Exchangeability for Direct and Indirect Effects.” Epidemiology 3 (2). https://journals.lww.com/epidem/fulltext/1992/03000/identifiability_and_exchangeability_for_direct_and.13.aspx.

Rosen, B., and T. H. Jerdee. 1974. “Influence of Sex Role Stereotypes on Personnel Decisions.” Journal of Applied Psychology 59: 9–14.

Sharma, Eesha, Stephanie Tully, and Cynthia Cryder. 2021. “Psychological Ownership of (Borrowed) Money.” Journal of Marketing Research 58 (3): 497–514. https://doi.org/10.1177/0022243721993816.

Sokolova, Tatiana, Aradhna Krishna, and Tim Döring. 2023. “Paper Meets Plastic: The Perceived Environmental Friendliness of Product Packaging.” Journal of Consumer Research 50 (3): 468–91. https://doi.org/10.1093/jcr/ucad008.

Song, Zirui, and Katherine Baicker. 2019. “Effect of a Workplace Wellness Program on Employee Health and Economic Outcomes: A Randomized Clinical Trial.” JAMA 321 (15): 1491–501. https://doi.org/10.1001/jama.2019.3307.

Steiger, James H. 2004. “Beyond the F Test: Effect Size Confidence Intervals and Tests of Close Fit in the Analysis of Variance and Contrast Analysis.” Psychological Methods 9: 164–82. https://doi.org/10.1037/1082-989X.9.2.164.

Stekelenburg, Aart van, Gabi Schaap, Harm Veling, and Moniek Buijzen. 2021. “Boosting Understanding and Identification of Scientific Consensus Can Help to Correct False Beliefs.” Psychological Science 32 (10): 1549–65. https://doi.org/10.1177/09567976211007788.

Svensson, Ake. 1981. “On a Goodness-of-Fit Test for Multiplicative Poisson Models.” Ann. Statist. 9 (4): 697–704. https://doi.org/10.1214/aos/1176345512.

Tingley, Dustin, Teppei Yamamoto, Kentaro Hirose, Luke Keele, and Kosuke Imai. 2014. “mediation: R Package for Causal Mediation Analysis.” Journal of Statistical Software 59 (5): 1–38. https://doi.org/10.18637/jss.v059.i05.

VanderWeele, Tyler. 2015. Explanation in Causal Inference: Methods for Mediation and Interaction. New York, NY: Oxford University Press.

Weissgerber, Tracey L., Natasa M. Milic, Stacey J. Winham, and Vesna D. Garovic. 2015. “Beyond Bar and Line Graphs: Time for a New Data Presentation Paradigm.” PLOS Biology 13 (4): 1–10. https://doi.org/10.1371/journal.pbio.1002128.

Weissgerber, Tracey L., Stacey J. Winham, Ethan P. Heinzen, Jelena S. Milin-Lazovic, Oscar Garcia-Valencia, Zoran Bukumiric, Marko D. Savic, Vesna D. Garovic, and Natasa M. Milic. 2019. “Reveal, Don’t Conceal.” Circulation 140 (18): 1506–18. https://doi.org/10.1161/CIRCULATIONAHA.118.037777.

Yates, F. 1964. “Sir Ronald Fisher and the Design of Experiments.” Biometrics 20 (2): 307–21. http://www.jstor.org/stable/2528399.

Zhao, Xinshu, Jr. Lynch John G., and Qimei Chen. 2010. “Reconsidering Baron and Kenny: Myths and Truths about Mediation Analysis.” Journal of Consumer Research 37 (2): 197–206. https://doi.org/10.1086/651257.

Zwet, Erik W. van, and Eric A. Cator. 2021. “The Significance Filter, the Winner’s Curse and the Need to Shrink.” Statistica Neerlandica. https://doi.org/https://doi.org/10.1111/stan.12241.