Relationship Between Mean, Median, Mode with Unimodal Grouped Data

Shimin Zheng, Eunice Mogusu, Sreenivas P. Veeranki, Megan Quinn

Research output: Contribution to conferencePresentation

Abstract

Background: It is widely believed that the median of a unimodal distribution is "usually" between the mean and the mode for right skewed or left skewed distributions. However, this is not always true, especially with grouped data. For some research, analyses must be conducted based on grouped data since complete raw data are not always available. A gap exists in the body of research on the mean-median-mode inequality for grouped data.

Methods: For grouped data, the median M e =L+((n/2-F)/f m )×d and the mode M o =L+(D 1 /(D 1+ D 2 ))×d, where L is the median/modal group lower boundary, n is the total frequency, F and G are the cumulative frequencies of the groups before and after the median/modal group respectively, D 1 = f m - f m-1 and D 2 =f m - f m+1 , f m is the median/modal group frequency, f m-1 and f m+ 1 are the premodal and postmodal group frequency respectively. Assuming there are k groups and k is odd, group width d is the same for each group and the mode and median are within (k+1)/2 th group. Necessary and sufficient conditions are derived for each of six arrangements of mean, median and mode.

Results: Table available at https://apha.confex.com/apha/143am/webprogram/Paper326538.html

Conclusion: For grouped data, the mean-median-mode inequality can be any order of six possibilities.

Original languageAmerican English
StatePublished - Nov 3 2015
Event143rd APHA Annual Meeting & EXPO - Chicago, IL
Duration: Nov 3 2015 → …

Conference

Conference143rd APHA Annual Meeting & EXPO
Period11/3/15 → …

Keywords

  • mean
  • median
  • mode
  • relationship
  • unimodal grouped data

Disciplines

  • Biostatistics
  • Public Health

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