Saturday, May 28, 2016

Risky Business: Framing Statistics

The Gist: Medical literature frequently frames effect size using relative and absolute risks in ways that intentionally alter the appearance of an intervention, an example of framing bias. Effect sizes seem larger using relative risk and smaller using absolute risk [1,2].

Part of our 15 Minutes - 'Stats are the Dark Force?' residency lecture series
Risk from Lauren Westafer on Vimeo.

Perneger and colleagues surveyed physicians and patients about the efficacy of 4 new drugs. They were presented with the following scenarios:
While these numbers reflect the same data, patients and physicians selected that the drug that "reduced mortality by 1/3" was "clearly better" [3].  This indicates both parties are susceptible to the cognitive tricks statistics, particularly the way that relative risk make numbers appear larger and the ways absolute risk makes numbers appear smaller.  Authors can consistently switch between relative and absolute risk to maximize the appearance of benefit and minimize risks, as seen in the following abstract:

Perhap authors should be encouraged to report statistics consistently, using relative OR absolute rather than switching between the two to give the appearance of maximum benefit and minimal risk.

1. Barratt A. Tips for learners of evidence-based medicine: 1. Relative risk reduction, absolute risk reduction and number needed to treat. Canadian Medical Association Journal. 171(4):353-358. 2004
2. Malenka DJ, Baron JA, Johansen S, Wahrenberger JW, Ross JM. The framing effect of relative and absolute risk. Journal of general internal medicine. 1993;8(10):543-8.
3. Perneger TV, Agoritsas T. Doctors and patients' susceptibility to framing bias: a randomized trial. Journal of general internal medicine. 26(12):1411-7. 2011.


  1. Thank you for your miracle Doctor Osemu Okpamen

    This article is dedicated to the Doctor Osemu Okpamen. I have been married with my wife for 5 years and recently she broke up with me and it hurt me deeply when she told me to leave her alone and that she does not love me anymore when i was always faithful and honest to her. I tried all the ways to get her back buying her what she wants like i always did and she still left me heart broken and she even has a new boyfriend which destroyed me even more until a friend of mine from high school directed me to this genuine spell Doctor called Osemu Okpamen. This man changed my life completely. I followed everything he told me to do and my wife came back begging for me back. I was stunned everything happened exactly like he told me. I had faith in everything he told me and everything was true. Also he was there every moment until i got my happiness back and he also provides spells that cures impotence, bareness, diseases such as HIV/AID E.T.C You can contact him via email at { } or visit his website He will help you in anything you need and quick to answer once you contact him or call me for more info +1 (914)-517-3229.

  2. mas-program-goals