Correlation: Pearson vs. Spearman

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  • Опубліковано 1 лют 2025

КОМЕНТАРІ • 28

  • @brendali5803
    @brendali5803 4 роки тому +16

    Thanks for sharing. Very impressive example - the outliers really mess up Pearson's correlation, and Spearman's correlation is not sensitive with outliers.

    • @njdalanon417
      @njdalanon417 4 роки тому +2

      Yes that is true, but just to add, as long as the assumptions for Pearson's correlation are met, it is still more powerful than Spearman's. :) Great video.

    • @brendali5803
      @brendali5803 4 роки тому +1

      @@njdalanon417 I see. Thanks for your sharing! :-)

    • @BrandonSLockey
      @BrandonSLockey 4 роки тому

      Bang on, this comment should be pinned

  • @Brickkzz
    @Brickkzz 3 роки тому +6

    Great example - I selected the right analysis for my study!

  • @missyuu9348
    @missyuu9348 4 роки тому +13

    I don't get it

    • @StatistikinDD
      @StatistikinDD  3 роки тому

      Use Pearson if the data are on an interval scale and at least approximately normally distributed. Use Spearman if the data are on an ordinal scale or if there are extreme values (influential outliers). Note that there may not be a simple answer in the sense of one being correct, the other one wrong. You can calculate both and compare results. If they are the same, it doesn't matter much which one you choose. If results differ, the video tells you why this could be the case.

  • @julesdrums6167
    @julesdrums6167 3 роки тому +1

    Thank you! Very helpful for my understanding.

  • @billytbsiang
    @billytbsiang 3 роки тому +1

    I still do not understand. When I should use Pearson and when I should use Spearman?

    • @StatistikinDD
      @StatistikinDD  3 роки тому +3

      Pearson if the data are on an interval scale and at least approximately normally distributed. Spearman if the data are on an ordinal scale or if there are extreme values (influential outliers). Note that there may not be a simple answer in the sense of one being correct, the other one wrong. You can calculate both and compare results. If they are the same, it doesn't matter much which one you choose. If results differ, the video tells you why this could be the case.

    • @MatroidX
      @MatroidX 3 роки тому

      @@StatistikinDD Thanks for this great video and comment. Helped my intuition and understanding a great deal!

    • @lovescript7436
      @lovescript7436 2 роки тому

      How if my data is interval but not normal distributed, should I use Spearman or Pearson?

  • @deborshikashyap6745
    @deborshikashyap6745 Місяць тому

    Can I apply spearmen formula into Pearson correlation coefficient if somebody ask me to find Pearson correlation

    • @StatistikinDD
      @StatistikinDD  Місяць тому

      Sorry, I don't fully understand the question.

  • @krauseyuan430
    @krauseyuan430 4 роки тому

    THANks! BUT how to check the discrete missing value automatically in a statistical method by SPASS if there is a large amount of data ?

    • @StatistikinDD
      @StatistikinDD  4 роки тому

      That's an old video I re-uploaded ... Have moved on to R / RStudio some time ago.
      In SPSS you can check descriptive statistics on the variables to find out extreme values, looking at maximums, or at how far away values are from mean +/- standard deviation.
      A graphical method would be to use boxplots (which show outliers), or scatterplots. You can also create linear models and check model assumptions, e. g. about influential data points, which could be extreme values.
      So, not one single best method, but several approaches ...
      All the best

    • @krauseyuan430
      @krauseyuan430 4 роки тому

      @@StatistikinDD thans soo much for ur explanation .I'm a beginner and try to understand statistical analysis methods in experimental medical research paper .do u have any recommendations for online videos?

    • @StatistikinDD
      @StatistikinDD  4 роки тому

      @@krauseyuan430 Sorry, no ... Depends on exactly what you are looking for. I'd also have to use search terms ...

  • @kavanpuranik98
    @kavanpuranik98 2 роки тому

    Can we do a correlation between two different types of variables? Like linear vs ordinal?

    • @StatistikinDD
      @StatistikinDD  2 роки тому

      You're safe assuming the lower level scale. So for linear vs. ordinal you can use Spearman correlation.

  • @صقرالعراق-ب1ش
    @صقرالعراق-ب1ش Місяць тому

    nk uou very much🎉🎉

  • @kashif3173
    @kashif3173 2 роки тому

    Great explanation

  • @XpennyX07
    @XpennyX07 3 роки тому

    thanks so much very helpful!

  • @zkomins
    @zkomins 4 роки тому

    What computer software was used?

    • @StatistikinDD
      @StatistikinDD  4 роки тому +1

      This was SPSS. It's an old video that I re-uploaded recently. Currently I use R / RStudio.

  • @Jvhvh100
    @Jvhvh100 2 роки тому

    Thanks a lot!

  • @taoyang563
    @taoyang563 4 роки тому +1

    Fantastic

  • @jennirose1116
    @jennirose1116 2 роки тому

    He sounds a bit like max verstappen lol. Good video tho helped me understand.