Factor Analysis in SPSS (SPSS Tutorial Video #32)

In this video I describe how to conduct and interpret the results of a Factor Analysis in SPSS. I go through the steps to verify that factor analysis is a valid approach given your data (Bartlett's Test of Sphericity, KMO, Anti-Image Correlation MSAs), help you define how to determine the number of factors to use, and finally, show you how to interpret the factor loadings and factor scores.
This SPSS tutorial series is designed to teach you the basics of how to analyze and interpret the results of data using SPSS. I will cover everything from the very basics of the main windows within SPSS, to manipulating data, to running and interpreting meaningful analyses like t-tests, ANOVA, regression, and many more, and visualizing results.
Link to video about computing multi-item scales: • Computing Multi-Item S...
The data file used in this video can be found here: drive.google.com/file/d/1-Bbn...
Video tutorial and walkthrough of the data file used in this video: • Introduction to Data F...
Playlist of video covering INTUITION for statistics and data science: • Data Intuition
All the SPSS tutorial videos are in this playlist: • SPSS Tutorials
Learn more about who I am and why I'm doing this here: • Data Demystified - Who...
Follow me at:
LinkedIn: / jeff-galak-768a193a
Patreon: / datademystified
Website: www.jeffgalak.com/datademystified
Equipment Used for Filming:
Nikon D7100: amzn.to/320N1FZ
Softlight: amzn.to/2ZaXz3o
Yeti Microphone: amzn.to/2ZTXznB
iPad for Teleprompter: amzn.to/2ZSUkNh
Camtasia for Video Editing: amzn.to/2ZRPeAV

Пікірлер: 28

  • @renesubieta2862
    @renesubieta286227 күн бұрын

    Excellent video and wonderful explanation. This has been absolutely helpful for me

  • @vivekthaker7970
    @vivekthaker79706 ай бұрын

    Best video I've seen on the topic.

  • @elviedavid8250
    @elviedavid8250 Жыл бұрын

    Thanks. This is very helpful and explained very clearly.

  • @hanyi3318
    @hanyi331816 күн бұрын

    literally helpful and amazing

  • @leratomphahlele3999
    @leratomphahlele39992 ай бұрын

    what a useful video! excellent.

  • @anhang9418
    @anhang94182 ай бұрын

    This tutorial is amazing

  • @jeremysayer8680
    @jeremysayer86802 жыл бұрын

    Excellent video!

  • @DataDemystified

    @DataDemystified

    2 жыл бұрын

    Glad you liked it!

  • @reezapearlfernandes4682
    @reezapearlfernandes4682 Жыл бұрын

    please explain on the interpretation of the factor loading

  • @kewlbeone5949
    @kewlbeone59493 жыл бұрын

    well done.

  • @DataDemystified

    @DataDemystified

    3 жыл бұрын

    Thanks

  • @kwamefrimpongemmanuel8972
    @kwamefrimpongemmanuel89728 ай бұрын

    Please, how does the Factor Analysis relate to Cronbach Alpha analysis. What is the difference and similarities.

  • @dudleychancey
    @dudleychancey3 ай бұрын

    Thank you for this video. so helpful. Question. I have a data set with 1003 participants. I used 16 questions exploring overall attitudes of grandparents. When i do the factor analysis on these questions extracts 4 components. However, when I split the file by gender, the males extract 5 components and the females 4. SPSS created 5 new variables. Should I not split the file?

  • @barhom11eriqat98
    @barhom11eriqat982 жыл бұрын

    Thanks, but after we have the factors as in your case five ones, how we can have single measure for all these factors. Since our objective by using factor analysis is to reduce the number of variables to only one variable

  • @herbhupfer1295

    @herbhupfer1295

    Жыл бұрын

    The objective of FA is to reduce the data into fewer variables, not necessarily one.

  • @user-dk1ql4jk6q
    @user-dk1ql4jk6q8 ай бұрын

    Can we conduct the factor analysis of the each factor separately? Will that be possible?

  • @beatrisapucalev3943
    @beatrisapucalev3943 Жыл бұрын

    Can you make a video on CATPCA?

  • @tamimahmed2450
    @tamimahmed24503 жыл бұрын

    Whats the rationale behind using "Correlation Matrix " instead of using "Covariance Matrix" in analysis?

  • @DataDemystified

    @DataDemystified

    3 жыл бұрын

    Hi there. If you're referring to the anit-image correlation matrix, we use that to look at the diagonals. We are looking for measures of sampling adequacy at the individual item level (>.5 is considered adequate).

  • @halehmoradi6323
    @halehmoradi632310 ай бұрын

    how can we conduct factor analysis if we only have dichotomous variables? Or is it's possible?

  • @vivekthaker7970

    @vivekthaker7970

    6 ай бұрын

    Tetrachoric correlation matrix should help?

  • @ankitatibrewal6842
    @ankitatibrewal68423 жыл бұрын

    My results are acceptable in Promax but not oblimin rotation, can you guide why?

  • @DataDemystified

    @DataDemystified

    3 жыл бұрын

    Hi Ankita. It's very hard to know what's going on without seeing data, but I'd probably start by asking why you chose a Promax rotation? That allows for correlations between your factors, which, in must contexts isn't ideal if you're trying to actually learn from the factors (it can be useful in ML contexts for purely data reduction purposes). That's why I recommend the varimax rotation as it maximizes the interpretability of the factors.

  • @ankitatibrewal6842

    @ankitatibrewal6842

    3 жыл бұрын

    @@DataDemystified thanks for quick response , its antecedents and we expect correlation, and my guide asked me to use oblimin but promaz gives clearer pattern . Also, do you know whats is kappa in promax please?

  • @ankitatibrewal6842

    @ankitatibrewal6842

    3 жыл бұрын

    I just tried bcoz both don't specify non correlations which is the case for my data

  • @DataDemystified

    @DataDemystified

    3 жыл бұрын

    @@ankitatibrewal6842 Both rotations should yield very similar results. Again, without seeing the data, it's hard to say. Also, why are you running a factor analysis in the first place? Can you describe the situation more? It's hard to help with such limited information.

  • @ahmedshiyam8669
    @ahmedshiyam86698 ай бұрын

    I need a help

  • @emmanuelakpaklikwasi4300
    @emmanuelakpaklikwasi4300Ай бұрын

    You talk too fast.....

Келесі