Skip to main content
SpringerLink
Log in

Moving beyond P values: data analysis with estimation graphics

  • Correspondence
  • Published:

From Nature Methods

View current issue Submit your manuscript

This is a preview of subscription content, log in via an institution to check access.

Access this article

Log in via an institution

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Institutional subscriptions

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

Data availability

The Matlab, Python and R packages are available on GitHub (https://github.com/ACCLAB/DABEST-python) and are licensed under the BSD 3-Clause Clear License.

References

  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).

Download references

Acknowledgements

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

Author information

Authors and Affiliations

  1. Institute for Molecular and Cell Biology, A*STAR, Singapore, Singapore

    Joses Ho, Tayfun Tumkaya, Sameer Aryal, Hyungwon Choi & Adam Claridge-Chang

  2. Department of Physiology, National University of Singapore, Singapore, Singapore

    Tayfun Tumkaya & Adam Claridge-Chang

  3. Center for Neural Science, New York University, New York, NY, USA

    Sameer Aryal

  4. Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore

    Hyungwon Choi

  5. Program in Neuroscience and Behavioral Disorders, Duke-NUS Medical School, Singapore, Singapore

    Adam Claridge-Chang

Authors
  1. Joses Ho
    View author publications

    You can also search for this author in PubMed Google Scholar

  2. Tayfun Tumkaya
    View author publications

    You can also search for this author in PubMed Google Scholar

  3. Sameer Aryal
    View author publications

    You can also search for this author in PubMed Google Scholar

  4. Hyungwon Choi
    View author publications

    You can also search for this author in PubMed Google Scholar

  5. Adam Claridge-Chang
    View author publications

    You can also search for this author in PubMed Google Scholar

Corresponding author

Correspondence to Adam Claridge-Chang.

Ethics declarations

Competing interests

The authors declare no competing interests.

Supplementary information

Supplementary Information

Supplementary Notes 1–4 and Supplementary Figs. 1 and 2.

Reporting Summary

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Ho, J., Tumkaya, T., Aryal, S. et al. Moving beyond P values: data analysis with estimation graphics. Nat Methods 16, 565–566 (2019). https://doi.org/10.1038/s41592-019-0470-3

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1038/s41592-019-0470-3

  • Springer Nature America, Inc.

This article is cited by

Search

Navigation