Categorical Predictor/Dummy Variables in Regression Model in SPSS

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  • Опубликовано: 27 дек 2024

Комментарии • 85

  • @wulixiaodesesun2884
    @wulixiaodesesun2884 Год назад +1

    Thank you so much, Fawad. Each time when I was stuck in the analysis, I just searched your videos. All your videos were super easy to understand and straight to the point. Thank you!!

    • @researchwithfawad
      @researchwithfawad  Год назад

      Pleasure. I am glad you liked the videos and found them helpful. Do share in your research circle.

    • @KunalSharma-qv6xt
      @KunalSharma-qv6xt 2 месяца назад

      ​@@researchwithfawad plz reply if we have 3,4 categorical independent variable and we want to measure the impact on dependent variable how to we interpret.

  • @Mina_Lee_01
    @Mina_Lee_01 3 года назад +1

    You were great 😊 We were never taught categorical regression in school but while doing a research project I didn't know how to include their impact. Thank you so much ♾️🔥

  • @saalemsadeque3595
    @saalemsadeque3595 10 месяцев назад +1

    Beautifully explained

  • @tengkusitiaishabintitengku3095
    @tengkusitiaishabintitengku3095 3 года назад +1

    As usual, I am learning a lot from you. Thank you for explaining things very well.

  • @dtroy4398
    @dtroy4398 2 года назад +1

    best dummy explanation ever !

  • @ibrahimabdullatifibrahim9942
    @ibrahimabdullatifibrahim9942 Год назад +1

    Thank you for informative work
    greetings

  • @evelynfurtado1240
    @evelynfurtado1240 8 месяцев назад

    Do we have to analyse each categorical variable separately with the independent variable ? Or can we run the regression analysis for more than two categorical variables on the independent variable?

    • @researchwithfawad
      @researchwithfawad  8 месяцев назад +1

      You can put in the categorical variables in one model.

  • @FransiskaTanuwijaya-cx5bv
    @FransiskaTanuwijaya-cx5bv 7 месяцев назад

    Dear Dr. Fawad, thanks for the video! I was wondering, can I use one way ANOVA to check whether gender and country (categorical predictor/dummy variables) have an influence on customer loyalty (dependent variable)? Thank you in advance for your response!

    • @researchwithfawad
      @researchwithfawad  7 месяцев назад

      Thanks for watching. Yes you can do it, any differences would suggest that there is an impact.

  • @KunalSharma-qv6xt
    @KunalSharma-qv6xt 2 месяца назад

    Dear sir, thank you very much but I wish to know how we interpret the result if we have more than one independent variable like age, occupation , income . If we add the dummy of the respective variable in single model what would be the value of the constant. Please reply.

  • @anugrewal9790
    @anugrewal9790 7 месяцев назад

    Greetings sir
    In case of dummy variables are used as control variable if they come out to be significant what does it mean?

    • @researchwithfawad
      @researchwithfawad  7 месяцев назад

      Please watch the video on which you commented.

    • @anugrewal9790
      @anugrewal9790 7 месяцев назад

      Yes sir I saw my doubt was if control variables comes out to be significant we will report that will that have any effect on our model like its validity?

  • @bacillusanthracis69
    @bacillusanthracis69 8 месяцев назад

    How to see how many times higher/lower (Odds ratio) the values are compared to each other like in logistic regression [Exp(B) instead of B]?

    • @researchwithfawad
      @researchwithfawad  8 месяцев назад

      Please watch
      ruclips.net/video/tlslGucrD_c/видео.html

    • @bacillusanthracis69
      @bacillusanthracis69 8 месяцев назад

      @@researchwithfawad I meant can we see OR for linear regression as well or is it only incase of logistic?

    • @researchwithfawad
      @researchwithfawad  8 месяцев назад

      Only for Logistic Regression

  • @shaistanooreen5436
    @shaistanooreen5436 2 года назад

    Very well explained.

  • @aquamarine2239
    @aquamarine2239 Год назад

    Do we have to create dummy variables for binary logistic ?

    • @researchwithfawad
      @researchwithfawad  Год назад

      For IVs, if they are categorical with more than 2 categories.

  • @SarahF-gh1rb
    @SarahF-gh1rb 9 месяцев назад

    Thank you so much for this explanation, Fawad! I was wondering if you could also confirm that females have lower customer loyalty than males (so just turn the hypothesis around) from your results? Or would you have to recode the dummy variables in this case to get a negative sign?

    • @researchwithfawad
      @researchwithfawad  9 месяцев назад

      Hi. Thanks for watching. You can simply change the proposed hypothesis. No need to recode.

  • @ananyachakravorty
    @ananyachakravorty 5 месяцев назад

    Can we use many categorical variables each having many levels/dummy variables in a multiple regression? For eg : Age, income, religion each having 4 dummy variables ? Plz Reply

  • @SITISYAHIDANADHIRAHDINSHAMSUDI

    hi thanks for the vid i wanna ask why you used linear regression when the variables are both categorical? isnt supposed we use logistic?

  • @HelicosAnalytics
    @HelicosAnalytics Год назад +1

    Thank you Sir.

  • @jatinbasumatary4644
    @jatinbasumatary4644 10 месяцев назад

    sir, should i do install Python to create dummy variable on SPSS?

  • @82smh
    @82smh Год назад

    What is the difference between this method and a sample t-test? Both say if there is a statistical difference between two groups but when do I use which method? Thank you very much.

    • @researchwithfawad
      @researchwithfawad  Год назад

      T-Test does not provide the R-Square and does not cater for more than two categories.

  • @NakyunHwang
    @NakyunHwang Год назад

    Hi, thanks for the video
    I have a question. I have independent variable with 4 categories, i coded 3 dummy variables and a reference with 0 value only. I have use PROCESS to gain indirect effects for each category relative to the reference category, but i also want to get the indirect effect of the reference. can i do this test?

    • @researchwithfawad
      @researchwithfawad  Год назад

      There has to be a reference category, if you want to get indirect effect of the references category then in another mediation model, another category will be reference.

  • @palvibansal8951
    @palvibansal8951 2 года назад

    Sir in my SPSS version 21 there is no option of create dummy variables, so please tell me which version you are using??

    • @researchwithfawad
      @researchwithfawad  2 года назад

      I am using 26, You will need to download Python Essentials for SPSS 21, then you will have that option

  • @SANESHKPNARAYANANKP
    @SANESHKPNARAYANANKP Месяц назад

    sir, how can we say gender and country affect customer loyalty. in case of gender, effect of male on customer loyalty compared to female is significant, but what about effect of famle ? how can I clear that effect of female on customer loyalty is significant ?

  • @mohamedyhamadou1156
    @mohamedyhamadou1156 Год назад +1

    Thank you very much sir

  • @shilpabandyopadhyay1187
    @shilpabandyopadhyay1187 3 года назад +1

    Yet another super useful video explained so simply! Thanks! Sir, can you also please explain 3 x 2 way MANCOVA in one of your videos, if possible?

  • @chefberrypassionateresearcher
    @chefberrypassionateresearcher 10 месяцев назад

    Sir, please tell how to interpret and write these results in APA format

    • @researchwithfawad
      @researchwithfawad  10 месяцев назад

      You may please watch
      ruclips.net/video/mLKVPXwqT9o/видео.html

  • @ayeitsfatinaliaa1827
    @ayeitsfatinaliaa1827 2 года назад

    If we are using PROCESS, do we still need to generate dummy variables?

    • @researchwithfawad
      @researchwithfawad  2 года назад +1

      No. Process will do it for you, you willnjave to add the details by clicking multi categorical button. Do it only for variables with 3 or more categories

    • @ayeitsfatinaliaa1827
      @ayeitsfatinaliaa1827 2 года назад +1

      @@researchwithfawad Thank you for your prompt reply!!

  • @soundsofnature218
    @soundsofnature218 Год назад +1

    Nyce one

  • @MKJaved
    @MKJaved 2 года назад

    Much appreciated the way you guide! I have a question related to this tutorial. We suppose that you have 4 or 5 constructs, and you only check the impact of gender and country on endogenous (e.g., customer loyalty) in SPSS, as you did show here. For CFA model in AMOS, do we have to include gender and loyalty in CFA model or not? Please answer

    • @researchwithfawad
      @researchwithfawad  2 года назад

      Pleasure. I am glad you liked it. No need to include controls when running CFA, include controls when assessing the structural model.

    • @MKJaved
      @MKJaved 2 года назад

      @@researchwithfawad Many Thanks!

  • @takanna
    @takanna Год назад

    dear sir, your videos are great! i liked them. i have a question. i am comparing this research question:
    Outcome: Binary (whether a patient died or not)
    Independent Variable has 3 categories, instead of 2: Whether they have grade 1, 2 or 3 (ordinal fashion) severity of mucositis.
    which test should i use??

    • @researchwithfawad
      @researchwithfawad  Год назад

      Use Binary Logistic Regression. Please watch
      ruclips.net/video/tlslGucrD_c/видео.html

  • @neetugoyal8868
    @neetugoyal8868 2 года назад

    Sir,, after watching this video ,i learned how to use dummy variables in SPSS,Thank you.I want to ask you that which version of SPSS You used in this video.

  • @joytrovert6771
    @joytrovert6771 2 года назад

    thank you so much for your explanation! if we want to report the B value, how to calculate it with those dummy variables? is there an equation for it?

    • @researchwithfawad
      @researchwithfawad  2 года назад

      Thanks. I am glad you liked it. Beta value ia already in the coefficients table. The first column, please

    • @joytrovert6771
      @joytrovert6771 2 года назад

      @@researchwithfawad oh wait, I want to clarify. so if we want to report the B value of the categorical IVs in our writing, we have to put the B value for each dummy variables?? Or there's a way to know the B value for each IV as a whole?

    • @researchwithfawad
      @researchwithfawad  2 года назад

      Beta for Dummy is interpreted differently as shown in the video, it is a mean to compare with reference category. You can report Beta for all categories except for reference to which the other categories are compared.

    • @joytrovert6771
      @joytrovert6771 2 года назад

      @@researchwithfawad ah i see.. now i totally understand :)) i do have another question. So i want to make a final model using multiple regression. Before that, i want to analyze the contribution of each IV to DV using bivariate regression. Then the IVs that statistically significant will be put in the multiple regression model. So if i use dummy variables, then there's a category that is not significant to a reference while others are significant, how to decide whether to put or not put that IV in the multiple regression model?

    • @researchwithfawad
      @researchwithfawad  2 года назад +1

      Why do you want to delete insignificant factors and only have significant factors. Why not have all of them and discuss the reasons for insignificant results.

  • @solite4168
    @solite4168 2 года назад

    Thanks for this very good video - you explain things so well and clearly!
    Can I ask if I have pre and post scores on a depression questionnaire as 2 seperate variables, should I put both of these in the DV part or a new variable which is called 'Change in depression score' in the DV box when doing regression analysis? Thanks 😊

    • @researchwithfawad
      @researchwithfawad  2 года назад

      Thanks. I am glad you liked it.
      You can have only one DV. So if you somehow create a change score, you are losing on the time dimension of your variable.
      A good idea could be regression analysis for pre and post scores and see if the significance changes for pre and post situation.

  • @hameemislam753
    @hameemislam753 Год назад

    That means for gender we don't need to create dummy variables coz it has 2 categories only what if gender is used as moderator in a study then should we also need not to create dummy variables for gender what will we put then in refrence like u said if age has 3 categories one is used as refrence sir kindly clear my confusion

    • @researchwithfawad
      @researchwithfawad  Год назад

      Create dummy variables only if the categorical variable has 3 or more categories. Even if used as moderator, dummy is not created if it has two categories.

  • @seharmayo5442
    @seharmayo5442 Год назад +1

    Thank you

  • @KunalSharma-qv6xt
    @KunalSharma-qv6xt 2 месяца назад

    Dear sir, thank you very much but I wish to know how we interpret the result if we have more than one independent variable like age, occupation , income . If we add the dummy of the respective variable in single model what would be the value of the constant. Please reply.

    • @KunalSharma-qv6xt
      @KunalSharma-qv6xt 2 месяца назад

      Dear sir,
      Please reply whenever you got time.
      Thanks

    • @researchwithfawad
      @researchwithfawad  2 месяца назад

      value of the constant will change. You can add multiple categorical predictors.