How to Perform
    Chi-Square Test
    of Independence in R

    Looking for a Chi-Square Test in R? Doing it yourself is always cheaper, but it can also be a lot more time-consuming. If you’re not good at R programming, you can pay someone to do your R task for you.

    What is a Chi-Square Test?

    The chi-square test is a statistical test that can be used when we want to determine whether some observed frequencies deviate from the frequencies we would expect under a certain hypothesis. With this test, we examine whether there is an association between two variables, and it shows the probability of association. The Chi-square test is used when we have two categorical variables with two or more groups.

    When Should a Chi-Square be Used?

    You can use a chi-square test of independence when you have two categorical variables. It allows you to test whether the two variables are related to each other. If two variables are independent (unrelated), the probability of belonging to a certain group of one variable isn’t affected by the other variable

    An Example Of a Chi-Square Test 

    For example, a researcher wants to check if there is a relationship between gender and math exam results. In that case, we have two categorical variables: gender (male, female) and math exam result (passed the exam or not).

    Therefore, we test the following hypotheses:

    Null hypothesis: There is no association between gender and math exam scores.

    Alternative hypothesis: There is an association between gender and math exam scores.

    R function to Compute Chi-Square Test

    The code to run a Chi-Square Test using R is as follows:

    chisq.test(V1, V2,  data = dataframe)

    For this, the chisq.test() the function is used.

    Running Chi-Square Test in Rstudio

    In this section, we will show you how to run the chi-square test using the r studio program and how to interpret the test results after we obtain the result of the test. In the first part, we present the r program code and function for the chi-square test. Next, you will see the outputs as a result of running the r codes. In the last section, you can find the interpretation of the chi-square test in APA format.

    Data <- read_excel(“Data.xlsx“)
    data <- Data
    gender <- data$gender
    mathexam <- data$mathexam


    chisq <- chisq.test(gender, mathexam)



    > chisq <- chisq.test(gender, mathexam)
    > chisq
    ##  Pearson's Chi-squared test with Yates' continuity correction
    ## data:  gender and mathexam
    ## X-squared = 1.9423, df = 1, p-value = 0.1634
    > chisq$observed
    ##         mathexam
    ## gender   NO YES
    ##   female 17  27
    ##   male   13  42
    > round(chisq$expected,2)
    ##         mathexam
    ## gender      NO   YES
    ##   female 13.33 30.67
    ##   male   16.67 38.33

    Reporting Chi-Square Test in R

    A Chi-square test of independence was conducted to determine whether success on math exam scores (yes, no) is related to gender (male, female). The results are non-significant, X-squared (1) = 1.94,p = 0.163. We, therefore, fail to reject the null hypothesis and conclude that there is no association between success on math exam scores (yes, no) and gender (male, female). There were 17 females who did not pass the math exam (13.33%), and 27 who pass (30.67%). There were 13 males who did not pass the math exam (16.67%), and 42 who pass (38.33%).

    Are you in trouble with RStudio?


    There is a lot of statistical software out there, but R is one of the most popular. If you’re a student who needs help with R Studio, there are a few different resources you can turn to. We prepared a page for R tutorial for Beginners. All contents can guide you through Step-by-step R data analysis tutorials and you can see Basic Statistical Analysis Using the R Statistical Package.

    The second option is that you can get help from us, we give R Studio help for students with their assignments, dissertation, or research. Doing it yourself is always cheaper, but it can also be a lot more time-consuming. If you’re not the best at SPSS, then this might not be a good idea. It can take days just to figure out how to do some of the easier things in SPSS. So paying someone to do your R task will save you a ton of time and make your life a lot easier.

    The procedure of the R help service at OnlineSPSS.com is fairly simple. There are three easy-to-follow steps.

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