Two-step clustering using SPSS | A quick and effective guide

I demonstrate how to run two-step clustering using SPSS. For further information, please watch the following:
Normality check: • Pearson's Correlation ...
Independent samples t-test: • Independent-samples T-...
In this video, I demonstrate how to run Factor Analysis and Principal Component Analysis Using SPSS. I will provide a user-friendly discussion of eigenvalue, Kaiser-Meyer-Olkin (KMO) test and Bartlett's Test of Sphericity, communalities, factor loadings, rotations (orthogonal vs oblique), and the determinant of the correlation matrix.
For more information, please see:
www.routledge.com/Quantitativ...
us.sagepub.com/en-us/nam/stat...
Examining the factor structure and its replicability across multiple listening test forms: Validity evidence for the Michigan English Test: journals.sagepub.com/doi/full...

Пікірлер: 30

  • @agathakessler2380
    @agathakessler23803 жыл бұрын

    Excellent explanation. This is the best two-step cluster analysis video. Thank you :)

  • @sonjabrachtl2186
    @sonjabrachtl21862 жыл бұрын

    Thank you so much for this video! It is the best explanation about two-step cluster analysis here on youtube :). Now I really understand how to run and interpret this analysis ;)

  • @deniskipchirchir3150
    @deniskipchirchir3150 Жыл бұрын

    Hi, thanks for this video, really helpful. I noticed that when conducting the last t-test you didn't change the grouping variable to reflect the second cluster grouping (without gender) that's why you still had insignificant differences in comprehension scores

  • @danielasamoahbrempong4161
    @danielasamoahbrempong41612 жыл бұрын

    I have learned a lot from your videos. Kudos, Dr! Please what's the best way to estimate the mean from a Likert Scale (1-strongly disagree to 5-strongly agree)? Assume that I have transformed my data from ordinal to the interval (person measures) and I want to conduct a one-sample t-test. Thank you.

  • @VahidAryadoust

    @VahidAryadoust

    2 жыл бұрын

    You Should let SPSS estimate the mean for you in the t test menu.

  • @danielasamoahbrempong4161

    @danielasamoahbrempong4161

    2 жыл бұрын

    @@VahidAryadoust Thank you, Dr.

  • @cerebralintelligence1371
    @cerebralintelligence13718 ай бұрын

    The Auto-Clustering table does not show up. Any explanation on why this table is not displayed? I followed every step in this video and spss does not produce this metric table.

  • @qtmadesimple7140
    @qtmadesimple71405 ай бұрын

    Hi excellent video can I get the data set for practice

  • @larasgilangrahmany289
    @larasgilangrahmany2892 жыл бұрын

    Hi, sir. I hope you are doing well and have a wonderful holiday and merry christmas sir! I want to ask a question related to steps of doing two step cluster : Do we have to use CF Tree first for PRECLUSTERING phase before doing the final clustering using BIC/AIC? I really hope you can answer me this time sir :') thank you so much

  • @VahidAryadoust

    @VahidAryadoust

    2 жыл бұрын

    Yes, you could do that.

  • @larasgilangrahmany289

    @larasgilangrahmany289

    2 жыл бұрын

    @@VahidAryadoust But, if i only use the BIC/AIC without Cf tree, is alright?

  • @VahidAryadoust

    @VahidAryadoust

    2 жыл бұрын

    @@larasgilangrahmany289 BIC/AIC is used for model comparison (.g., you have 2 or more models and you want to find the best among them). Read the following about CF trees: www.ibm.com/docs/en/spss-statistics/24.0.0?topic=analysis-twostep-cluster-options

  • @larasgilangrahmany289

    @larasgilangrahmany289

    2 жыл бұрын

    @@VahidAryadoust thank you! can i know what factors that effect some variable can contribute to create the cluster? im talking about the purple table in predictor importance. Thank u so muchh, i hope u can answer me again this time :') in 2 days i will have my test related to my research using two step clusterr

  • @chefberrypassionateresearcher
    @chefberrypassionateresearcher3 ай бұрын

    Professor, Can i do Hierarchial cluster analysis, using 4 individual Likert items (each measured on a 5 point scale). These 4 items assess attitude of respondent, and they constitute a single latent variable, in my study.

  • @VahidAryadoust

    @VahidAryadoust

    3 ай бұрын

    it depends on the characteristics of the data.

  • @larasgilangrahmany289
    @larasgilangrahmany2892 жыл бұрын

    Helo, Dr! My name is Laras and currently working on research about Analyze segmentation customer using Post-Hoc Method with two step cluster and I'm stuck and I need help, i dont know where to ask because my professor in university is not understanding about clustering stuff like this :( Dr, please can you help me? maybe i can contact you personally related my questions because i'm very lost sir. Thank you so much, i'll be waiting your response

  • @VahidAryadoust

    @VahidAryadoust

    2 жыл бұрын

    ok, not a problem.

  • @larasgilangrahmany289

    @larasgilangrahmany289

    2 жыл бұрын

    @@VahidAryadoust May I have your number or e-mail sir?

  • @larasgilangrahmany289
    @larasgilangrahmany2892 жыл бұрын

    Sir, what does it means when the Ratio of sizes is 2.78? Is it good or bad? and you said in the video "ideally it should be less than 2" Can i know based on what? i mean the journal or theory resource, who said that better it should be less than 2 or 3?

  • @VahidAryadoust

    @VahidAryadoust

    2 жыл бұрын

    What ration is that? not sure exactly what you are referring to.

  • @larasgilangrahmany289

    @larasgilangrahmany289

    2 жыл бұрын

    @@VahidAryadoust It's in the Cluster Sizes table and pie chart sir, the one that shows you the Ratio of Sizes Largest to Smallest Cluster/Size of smallest cluster/Largest cluster, from the two step clustering system SPSS in your video sir

  • @larasgilangrahmany289

    @larasgilangrahmany289

    2 жыл бұрын

    @@VahidAryadoust If you watch in the video at 19:20 the result of your ratio of sizes is 1.04, you said that "its good if the ratio of sizes less than 3 and ideally should less than 2, the closer you get to 1, the better it is"

  • @larasgilangrahmany289

    @larasgilangrahmany289

    2 жыл бұрын

    @@VahidAryadoust What i'm asking for is, do you have any journal or research reference that state "less than 3 is good" or basically why Ratio of sizes less than 3 is good?

  • @VahidAryadoust

    @VahidAryadoust

    2 жыл бұрын

    @@larasgilangrahmany289 I would start off by looking at the fit statistics first; if the fit of a solution / model is better, i would select that. However, if the size of one cluster in that solution is disproportionately larger/smaller than the rest, I might want to move to the second best model.