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Articles

The New Statistics for Better Science: Ask How Much, How Uncertain, and What Else Is Known

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Pages 271-280 | Received 02 Mar 2018, Accepted 19 Aug 2018, Published online: 20 Mar 2019

References

  • American Psychological Association (2010), Publication Manual of the American Psychological Association, Washington, DC: Author.
  • Benjamin, D. J., Berger, J. O., Johannesson, M., Nosek, B. A., Wagenmakers, E.-J., Berk, R., Bollen, K. A., Brembs, B., Brown, L., Camerer, C., Cesarini, D., Chambers, C. D., Clyde, M., Cook, T. D., De Boeck, P., Dienes, Z., Dreber, A., Easwaran, K., Efferson, C., Fehr, E., Fidler, F., Field, A. P., Forster, M., George, E. I., Gonzalez, R., Goodman, S., Green, E., Green, D. P., Greenwald, A. G., Hadfield, J. D., Hedges, L. V., Held, L., Hua Ho, T., Hoijtink, H., Hruschka, D. J., Imai, K., Imbens, G., Ioannidis, J. P. A., Jeon, M., Jones, J. H., Kirchler, M., Laibson, D., List, J., Little, R., Lupia, A., Machery, E., Maxwell, S. E., McCarthy, M., Moore, D. A., Morgan, S. L., Munafó, M., Nakagawa, S., Nyhan, B., Parker, T. H., Pericchi, L., Perugini, M., Rouder, J., Rousseau, J., Savalei, V., Schönbrodt, F. D., Sellke, T., Sinclair, B., Tingley, D., Van Zandt, T., Vazire, S., Watts, D. J., Winship, C., Wolpert, R. L., Xie, Y., Young, C., Zinman, J., and Johnson, V. E. (2018), “Redefine Statistical Significance,” Nature Human Behaviour, 2, 6–10. DOI: 10.1038/s41562-017-0189-z.
  • Bernard, C. (2017), “Editorial: A Message from the Editor-in-Chief,” Eneuro, 4, ENEURO.0023-17.2017. DOI: 10.1523/ENEURO.0023-17.2017.
  • Button, K. S., Ioannidis, J. P. A., Mokrysz, C., Nosek, B. A., Flint, J., Robinson, E. S. J., and Munafò, M. R. (2013), “Power Failure: Why Small Sample Size Undermines the Reliability of Neuroscience,” Nature Reviews Neuroscience, 14, 365–376. DOI: 10.1038/nrn3475.
  • Chavalarias, D., Wallach, J. D., Li, A. H. T., and Ioannidis, J. P. A. (2016), “Evolution of Reporting P Values in the Biomedical Literature, 1990–2015,” JAMA, 315, 1141. DOI: 10.1001/jama.2016.1952.
  • Cumming, G. (2011), Understanding the New Statistics: Effect Sizes, Confidence Intervals, and Meta-Analysis, New York: Routledge.
  • Cumming, G., and Calin-Jageman, R. J. (2017), Introduction to the New Statistics: Estimation, Open Science, and Beyond, New York: Routledge.
  • Cumming, G., and Finch, S. (2005), “Inference by Eye: Confidence Intervals and How to Read Pictures of Data,” The American Psychologist, 60, 170–180. DOI: 10.1037/0003-066X.60.2.170.
  • Davis, O. S. P., Band, G., Pirinen, M., Haworth, C. M. A., Meaburn, E. L., Kovas, Y., Harlaar, N., Docherty, S. J., Hanscombe, K. B., Trzaskowski, M., Curtis, C. J. C., Strange, A., Freeman, C., Bellenguez, C., Su, Z., Pearson, R., Vukcevic, D., Langford, C., Deloukas, P., Hunt, S., Gray, E., Dronov, S., Potter, S. C., Tashakkori-Ghanbaria, A., Edkins, S., Bumpstead, S. J., Blackwell, J. M., Bramon, E., Brown, M. A., Casas, J. P., Corvin, A., Duncanson, A., Jankowski, J. A. Z., Markus, H. S., Mathew, C. G., Palmer, C. N. A., Rautanen, A., Sawcer, S. J., Trembath, R. C., Viswanathan, A. C., Wood, N. W., Barroso, I., Peltonen, L., Dale, P. S., Petrill, S. A., Schalkwyk, L. S., Craig, I. W., Lewis, C. M., Price, T. S., Donnelly, P., Plomin, R., and Spencer, C. C. A. (2014), “The Correlation Between Reading and Mathematics Ability at Age Twelve Has a Substantial Genetic Component,” Nature Communications, 5, 4204.
  • DeMayo, M. M., Song, Y. J. C., Hickie, I. B., and Guastella, A. J. (2017), “A Review of the Safety, Efficacy and Mechanisms of Delivery of Nasal Oxytocin in Children: Therapeutic Potential for Autism and Prader-Willi Syndrome, and Recommendations for Future Research,” Springer International Publishing, 19, 391–410. DOI: 10.1007/s40272-017-0248-y.
  • Dumas-Mallet, E., Button, K. S., Boraud, T., Gonon, F., and Munafò, M. R. (2017), “Low Statistical Power in Biomedical Science: A Review of Three Human Research Domains,” Royal Society Open Science, 4, 160254. DOI: 10.1098/rsos.160254.
  • Eich, E. (2014), “Business Not as Usual,” Psychological Science, 25, 3–6. DOI: 10.1177/0956797613512465.
  • Fidler, F. (2010), “The American Psychological Association Publication Manual: Implications for Statistics Education (6th ed.),” Proceedings of ICOTS-8, Eighth International Conference on Teaching Statistics, 8.
  • Fidler, F., Thomason, N., Cumming, G., Finch, S., and Leeman, J. (2004), “Editors Can Lead Researchers to Confidence Intervals, but Can’t Make Them Think: Statistical Reform Lessons from Medicine,” Psychological Science, 15, 119–126. DOI: 10.1111/j.0963-7214.2004.01502008.x.
  • Gilbert, D. T., King, G., Pettigrew, S., and Wilson, T. D. (2016), “Comment on ‘Estimating the Reproducibility of Psychological Science,”’ Science, 351, 1037–1037. DOI: 10.1126/science.aad7243.
  • Giofrè, D., Cumming, G., Fresc, L., Boedker, I., and Tressoldi, P. (2017), “The influence of Journal Submission Guidelines on Authors’ Reporting of Statistics and Use of Open Research Practices,” (J. M. Wicherts, ed.), PLOS ONE, 12, e0175583. DOI: 10.1371/journal.pone.0175583.
  • Greenland, S., Senn, S. J., Rothman, K. J., Carlin, J. B., Poole, C., Goodman, S. N., and Altman, D. G. (2016), “Statistical Tests, P-values, Confidence Intervals, and Power?: A Guide to Misinterpretations,” The American Statistician, 15, 1–31.
  • Kelley, K. (2007), “Sample Size Planning for the Coefficient of Variation from the Accuracy in Parameter Estimation Approach,” Behavior Research Methods, 39, 755–766. DOI: 10.3758/BF03192966.
  • Kline, R. B. (2004), Beyond Significance Testing, Washington, DC: American Psychological Association.
  • Kosfeld, M., Heinrichs, M., Zak, P. J., Fischbacher, U., and Fehr, E. (2005), “Oxytocin Increases Trust in Humans,” Nature, 435, 673–676. DOI: 10.1038/nature03701.
  • Kruschke, J. K. (2014), Doing Bayesian data analysis: A tutorial with R, JAGS, and Stan (2nd ed.).
  • Kruschke, J. K., and Liddell, T. M. (2017), “The Bayesian New Statistics: Hypothesis Testing, Estimation, Meta-Analysis, and Power Analysis from a Bayesian Perspective,” Psychonomic Bulletin & Review.
  • Lane, A., Luminet, O., Nave, G., and Mikolajczak, M. (2016), “Is there a Publication Bias in Behavioural Intranasal Oxytocin Research on Humans? Opening the File Drawer of One Laboratory,” Journal of Neuroendocrinology, 28.
  • Leng, G., and Ludwig, M. (2016a), “Review Intranasal Oxytocin?: Myths and Delusions,” Biological Psychiatry, 243–250. DOI: 10.1016/j.biopsych.2015.05.003.
  • Leng, G., and Ludwig, M. (2016b), “Reply to: Intranasal Oxytocin Mechanisms Can Be Better Understood, but Its Effects on Social Cognition and Behavior are Not to Be Sniffed At,” Biological Psychiatry, 79, e51–e52. DOI: 10.1016/j.biopsych.2015.06.022.
  • Makel, M. C., Plucker, J. A., and Hegarty, B. (2012), “Replications in Psychology Research: How Often Do They Really Occur?” Perspectives on Psychological Science, 7, 537–542. DOI: 10.1177/1745691612460688.
  • Maxwell, S. E., Kelley, K., and Rausch, J. R. (2008), “Sample Size Planning for Statistical Power and Accuracy in Parameter Estimation,” Annual Review of Psychology, 59, 537–563. DOI: 10.1146/annurev.psych.59.103006.093735.
  • McShane, B. B., and Gal, D. (2015), “Blinding Us to the Obvious? The Effect of Statistical Training on the Evaluation of Evidence,” Management Science, mnsc.2015.2212.
  • McShane, B. B., Gal, D., Gelman, A., Robert, C., and Tackett, J. L. (2017), “Abandon Statistical Significance,” arXiv preprint arXiv:1709.07588.
  • Mellor, D. T., and Nosek, B. A. (2018), “Easy Preregistration will Benefit any Research,” Nature Human Behaviour, 2, 98–98. DOI: 10.1038/s41562-018-0294-7.
  • Nave, G., Camerer, C., and McCullough, M. (2015), “Does Oxytocin Increase Trust in Humans? A Critical Review of Research,” Perspectives on Psychological Science, 10, 772–789. DOI: 10.1177/1745691615600138.
  • Nelson, L. D., Simmons, J., and Simonsohn, U. (2018), “Psychology’s Renaissance,” Annual Review of Psychology, 511–534. DOI: 10.1146/annurev-psych-122216-011836.
  • Neumann, I. D., and Landgraf, R. (2012), “Balance of Brain Oxytocin and Vasopressin: Implications for Anxiety, Depression, and Social Behaviors,” Trends in Neurosciences, 35, 649–659. DOI: 10.1016/j.tins.2012.08.004.
  • Nieuwenhuis, S., Forstmann, B. U., and Wagenmakers, E.-J. (2011), “Erroneous Analyses of Interactions in Neuroscience: A Problem of Significance,” Nature Neuroscience, 14, 1105–1107. DOI: 10.1038/nn.2886.
  • Nosek, B. A., Alter, G., Banks, G. C., Borsboom, D., Bowman, S. D., Breckler, S. J., Buck, S., Chambers, C. D., Chin, G., Christensen, G., Contestabile, M., Dafoe, A., Eich, E., Freese, J., Glennerster, R., Goroff, D., Green, D. P., Hesse, B., Humphreys, M., Ishiyama, J., Karlan, D., Kraut, A., Lupia, A., Mabry, P., Madon, T. A., Malhotra, N., Mayo-Wilson, E., McNutt, M., Miguel, E., Paluck, E. L., Simonsohn, U., Soderberg, C., Spellman, B. A., Turitto, J., VandenBos, G., Vazire, S., Wagenmakers, E. J., Wilson, R., and Yarkoni, T. (2015), “Promoting an Open Research Culture,” Science, 348, 1422–1425. DOI: 10.1126/science.aab2374.
  • Nosek, B. A., Ebersole, C. R., DeHaven, A. C., and Mellor, D. T. (2018), “The Preregistration Revolution,” Proceedings of the National Academy of Sciences, 115, 2600–2606. DOI: 10.1073/pnas.1708274114.
  • O’Boyle, E. H., Banks, G. C., and Gonzalez-Mule, E. (2014), “The Chrysalis Effect: How Ugly Initial Results Metamorphosize Into Beautiful Articles,” Journal of Management.
  • Quintana, D. S. (2018), “Revisiting Non-Significant Effects of Intranasal Oxytocin Using Equivalence Testing,” Psychoneuroendocrinology, 87, 127–130. DOI: 10.1016/j.psyneuen.2017.10.010.
  • Quintana, D. S., and Woolley, J. D. (2016), “Intranasal Oxytocin Mechanisms Can Be Better Understood, but Its Effects on Social Cognition and Behavior Are Not to Be Sniffed At,” Biological Psychiatry, 79, e49–e50. DOI: 10.1016/j.biopsych.2015.06.021.
  • Shirani-Mehr, H., Rothschild, D., Goel, S., and Gelman, A. (2018), “Disentangling Bias and Variance in Election Polls,” Journal of the American Statistical Association, 113, 607–614 DOI: 10.1080/01621459.2018.1448823.
  • Smithson, M. (2002), Confidence Intervals, London: SAGE Publications.
  • Sterling, T. D. (1959), “Publication Decisions and their Possible Effects on Inferences Drawn from Tests of Significance—or Vice Versa,” Journal of the American Statistical Association, 54, 30–34. DOI: 10.2307/2282137.
  • Sterling, T. D., Rosenbaum, W. L., and Weinkam, J. J. (1995), “Publication Decisions Revisited: The Effect of the Outcome of Statistical Tests on the Decision to Publish and Vice Versa,” The American Statistician, 49, 108. DOI: 10.2307/2684823.
  • Szucs, D., and Ioannidis, J. P. (2017), “Empirical Assessment of Published Effect Sizes and Power in The Recent Cognitive Neuroscience and Psychology Literature,” PLOS Biology, 15, e2000797. DOI: 10.1371/journal.pbio.2000797.
  • Tversky, A., and Kahneman, D. (1971), “Belief in the Law of Small Numbers,” Psychological Bulletin, 76, 105–110. DOI: 10.1037/h0031322.
  • Walum, H., Waldman, I. D., and Young, L. J. (2016), “Statistical and Methodological Considerations for the Interpretation of Intranasal Oxytocin Studies,” Biological Psychiatry, 79, 251–257. DOI: 10.1016/j.biopsych.2015.06.016.
  • Woolley, J. D., Chuang, B., Lam, O., Lai, W., O’Donovan, A., Rankin, K. P., Mathalon, D. H., and Vinogradov, S. (2014), “Oxytocin Administration Enhances Controlled Social Cognition in Patients with Schizophrenia,” 47, 116–125. DOI: 10.1016/j.psyneuen.2014.04.024.
  • Yatawara, C. J., Einfeld, S. L., Hickie, I. B., Davenport, T. A., and Guastella, A. J. (2016), “The Effect of Oxytocin Nasal Spray on Social Interaction Deficits Observed in Young Children with Autism: A Randomized Clinical Crossover Trial,” Molecular Psychiatry, 21, 1225–1231. DOI: 10.1038/mp.2015.162.