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Moving beyond P values: data analysis with estimation graphics

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Fig. 1: The evolution of two-group data graphics.

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The Matlab, Python and R packages are available on GitHub ( and are licensed under the BSD 3-Clause Clear License.


  1. Berkson, J. J. Am. Stat. Assoc. 37, 325–335 (1942).

    Article  Google Scholar 

  2. Benjamin, D. J. et al. Nat. Hum. Behav. 2, 6–10 (2017).

    Article  Google Scholar 

  3. Cohen, J. Am. Psychol. 49, 997–1003 (1994).

    Article  Google Scholar 

  4. Cumming, G. & Calin-Jageman, R. Introduction to the New Statistics: Estimation, Open Science, and Beyond (Routledge, 2016).

  5. McCloskey, D. The Secret Sins of Economics (Prickly Paradigm Press, 2002).

  6. Wilkinson, L. Am. Stat. 53, 276–281 (1999).

    Google Scholar 

  7. Gardner, M. J. & Altman, D. G. Br. Med. J. 292, 746–750 (1986).

    Article  CAS  Google Scholar 

  8. Altman, D., Machin, D., Bryant, T. & Gardner, S. Statistics with Confidence: Confidence Interval and Statistical Guidelines (BMJ Books, 2000).

  9. Efron, B. & Tibshirani, R. J. An Introduction to the Bootstrap (CRC Press, 1994).

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We thank M. Rahman for help and advice, and H. Nguyen for developing the web app front end.

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Correspondence to Adam Claridge-Chang.

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Ho, J., Tumkaya, T., Aryal, S. et al. Moving beyond P values: data analysis with estimation graphics. Nat Methods 16, 565–566 (2019).

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