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Thread: Chi Squared for Ordinal level Data ??

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    Chi Squared for Ordinal level Data ??



    Hi all

    Please could someone explain to me in what circumstances you can use Chi squared with ORDINAL level data?

    I have collected data which is of ordinal level and want to check for differences between variables. I initially used Mann Whitney U tests however my tutor has advised me that although I can do this, with the results I have obtained (which are mainly graded into low, moderate or high categories) he suggested Chi squared is better. However I thought Chi Squared was mainly used for nominal level data. Any advice and explanation would be greatly appreciated.

    Thank you!

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    Re: Chi Squared for Ordinal level Data ??

    You can use chi square with ordinal or interval data. It wont violate the assumptions. But why would you? When you have ordinal level data there are better methods that give you more information.

    One possibility, if the data is normally distributed, is to do ordered logistic regression.
    "Facts are stubborn things, but statistics are more pliable." Mark Twain

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    Re: Chi Squared for Ordinal level Data ??

    Thank you Noetsi for your reply

    Im doing a Masters degree so im new to statistics. We have been taught a variety of different tests however the only two tests we have been taught that would suit the data i have collecetd are the Mann WHItney U Tests or apparently the Chi Square test. We have not done what you have mentioned about the ordered statistic regression im afraid. Do you think Mann WHitney U test is better than Chi square for what im trying to find out?

    Thanks again

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    Re: Chi Squared for Ordinal level Data ??

    I don't work much with non-parametric methods such as Mann Whitney so I am not a good person to answer that question. Generally speaking chi square is the simplest statistic you can use requiring the fewest assumptions. It is used when you have nominal data or are not familar generally with statistics. If your data is ordinal then there are certainly better tests although which one to use would have to come from someone else.

    This might be a starting point

    http://www.wadsworth.com/psychology_...e_stat_24.html
    "Facts are stubborn things, but statistics are more pliable." Mark Twain

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    Re: Chi Squared for Ordinal level Data ??

    Thank you Noetsi for the link. It was helpful

    I will continue to look into it!

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    Re: Chi Squared for Ordinal level Data ??

    Somewhere on this board, maybe in the FAQ I think we have a diagram discussing this issue (what test to use)
    "Facts are stubborn things, but statistics are more pliable." Mark Twain

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    Re: Chi Squared for Ordinal level Data ??


    I woke up this morning and realised why one might use Chi-squared to test ordinal level data instead of a U test.
    It depends of course on what null hypothesis you are interested in testing. A U test will examine the null hypothesis
    that there is no tendency of one group to rank things higher than the other group. A Chi-squared test will examine
    the null hypothesis that the two groups tend to rank things in the same way. Consider a situation in which
    men and women are asked to rank something on a 3 point scale, and suppose that the men always choose the rank 2,
    whereas the women are equally split between 1 and 3. then there is no tendency of one group to rank things
    higher than the other group, that is, the U test will be insignificant. However, certainly the two groups rank things
    differently, so the chi squared test will be significant.

    So the question is, are you interested in if one group ranks things higher than the other group, or are you interested
    in telling if, eg, the responses of one group tend to be more polarised than in the other group?

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