Sohaib Ameer
Sohaib Ameer
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How to create index using PCA in SPSS
Learn how to create index through PCA using SPSS.
Переглядів: 43 157

Відео

How to create index using Principal component analysis (PCA) in Stata
Переглядів 90 тис.7 років тому
This is a step by step guide to create index using PCA in STATA. I have used financial development variables to create index. . . . For more videos please subscribe to my channel.

КОМЕНТАРІ

  • @Khadija651
    @Khadija651 3 місяці тому

    JazakAllah khairan kaseera brother.... This helped me alot

  • @PragatiCreationsRnD
    @PragatiCreationsRnD 8 місяців тому

    Easy and well explained. Thanks

  • @mohdkashif86
    @mohdkashif86 8 місяців тому

    THANK YOU Ameer S.

  • @n_a05
    @n_a05 10 місяців тому

    how we can estimate the scores of these variables?

  • @khalilrahman2339
    @khalilrahman2339 Рік тому

    Sir if we have some variable which is negatively related and some have positive relationship, so what should we do in that case. In normalization we have two different formulas for negative and positive relationship with defended variable for index making through normalization and aggrigation, but my question is what should we do if we apply PCA

  • @ArpitBarman-g6s
    @ArpitBarman-g6s Рік тому

    hey thanks for the useful video. I have just one query, Do we need to standardize the variables when applying PCA command in STATA 17 or applying the PCA command will work only? will it automatically standardize the data when PCA cmd is applied? Thanks

  • @esanmathew-c8s
    @esanmathew-c8s Рік тому

    Hello , I need information on how to calculate Livelihood Vulnerability Index. Thanks

  • @khadimhussainmalik3284
    @khadimhussainmalik3284 Рік тому

    Dear Sohaib Ameer. Being a professional we must follow the ethics and rules of every profession. You just run the pca command and predict the index without going in details analysis of the reslults. WE must ensure the credibility and reliability of the index that is going to represent an issue in the research paper. As I know the process of PCA is not much easy as you explained here. There are lots of things that being a researcher we must ensure.

    • @mohdkashif86
      @mohdkashif86 8 місяців тому

      Dear @khadim you should create a video to cover up all those " lots of things that being a researcher must ensure." Wasaalam

  • @skmosharafhossain1192
    @skmosharafhossain1192 Рік тому

    Many thanks for this video. Very helpful. I want to understand a basic thing. Why is the weighted index value (here the fd) more than 1? It should ideally be 0-1. Can you please clear my doubt.

  • @PeaceinPod
    @PeaceinPod Рік тому

    Sir how to find out the concentration index of inequality using STATA?

  • @RicardoGzaMendiola
    @RicardoGzaMendiola Рік тому

    Hello, great work and illustrative. But, i guess you make not an index, this is each component you should be multiply by varianze factor 45%, 22% y 8%, if dont remember bad, the result is a global index and this is a FA not a PCA, if you had used a PCA just should be used just 5 variables and construct an index by this varaiables. By the way, in my opinio with two component is neccessary, the explained variance is almost 70%. Greetings and great work, again.

  • @sherzadshahab9628
    @sherzadshahab9628 Рік тому

    Thanks a lot. It is very useful.

  • @Jatindersingh-wo5hf
    @Jatindersingh-wo5hf Рік тому

    You should clarify the basics like why PCA on which type of variables PCA is applicable. Hiw to scale different variables etc.

    • @Chamomile136
      @Chamomile136 11 місяців тому

      Please, did you ever get an answer to this question?

    • @Jatindersingh-wo5hf
      @Jatindersingh-wo5hf 11 місяців тому

      Never

    • @Chamomile136
      @Chamomile136 11 місяців тому

      @@Jatindersingh-wo5hf in terms of scaling, when should i use standardization or normalization? can you kindly tell me about this

    • @Jatindersingh-wo5hf
      @Jatindersingh-wo5hf 11 місяців тому

      @@Chamomile136 see these are different type of tools to make data unit free.so u can use both

    • @Chamomile136
      @Chamomile136 11 місяців тому

      @@Jatindersingh-wo5hf thank you, i want to ask one more question. If i have 2 variables, one is better if the number is greater and the another is worse is the number is greater, then how can i rescale this?

  • @frmabhijit
    @frmabhijit 2 роки тому

    All variables are having positive values. But, your FD index is having both positive and negative values. As I understand, the index should not have negative values. How to interpret the negative index values?

  • @bakytzholamanova2560
    @bakytzholamanova2560 2 роки тому

    Thank you!! Your video helped a lot!

  • @HCN_PROFESSOR
    @HCN_PROFESSOR 2 роки тому

    well explained bro

  • @nomanrasheed9644
    @nomanrasheed9644 2 роки тому

    Do stata standardized variables automatically?as you haven't standardized the variables. variables with different scales need standardization.

  • @yapshen2076
    @yapshen2076 2 роки тому

    Thank you very useful. I want to construct an index using two-step PCA. This is the first step. Is it possible to shed light on 2 things: 1. How to carry out 2nd step when I get the results (prediction) from each dimension? 2. How to convert the result (prediction) to an index between 0 and 1

  • @SONALISINGH-dj6jg
    @SONALISINGH-dj6jg 2 роки тому

    please tell which variables you have used to make FD

  • @tamannahussain2442
    @tamannahussain2442 3 роки тому

    Thank you

  • @freemanNsoh
    @freemanNsoh 3 роки тому

    Thank you so much for the video....🙏

  • @edengebre2351
    @edengebre2351 3 роки тому

    can you please show me how to construct wealth index using SPSS?

  • @JMRG2992
    @JMRG2992 3 роки тому

    How can I make the Index lie between 0 and 1 ?

    • @manish9555
      @manish9555 3 роки тому

      Use Normalised values then you will be able to get index value between 0 and 1.

    • @JMRG2992
      @JMRG2992 3 роки тому

      @@manish9555 Well, standard deviation did not work. But, using a rescaling process of the index got the job done.

    • @clarajoanjoachim2179
      @clarajoanjoachim2179 Рік тому

      @@JMRG2992 hi, can you please advise with this?

    • @JMRG2992
      @JMRG2992 Рік тому

      @@clarajoanjoachim2179 Once the PCA is estimated, you can compute the first principal component of the PCA. with that, you can rescale the principal component into an index between 0 and 1. The process, implies the formula: Xi - X max / Xmax - Xmin

    • @clarajoanjoachim2179
      @clarajoanjoachim2179 Рік тому

      @@JMRG2992 thanks, I was thinking if to rescale the variables first (using the formula you gave) and only apply PCA. does it makes any difference?

  • @sidaliseghiri1655
    @sidaliseghiri1655 3 роки тому

    Thank you so much

  • @rishikanayyar1630
    @rishikanayyar1630 3 роки тому

    Can we do PCA for all the cross-sections (i.e. Pakistan, India etc) together?

    • @sureyyaylmaz6616
      @sureyyaylmaz6616 2 роки тому

      Did you figure out how do you PCA for cross-sections?

  • @mahnumsardar1844
    @mahnumsardar1844 3 роки тому

    Thanks so much so helpful < 3

  • @Mat-mt8pk
    @Mat-mt8pk 4 роки тому

    Thank you. But I see one mistake. You found that it makes sense to take two components of the pca operation since it was showing an eigenvalue greater than 1 for the first 2 components, then why did you predict only the first component. This will lose a lot of information. You should've used: predict pc1 pc2

    • @oforicharles2281
      @oforicharles2281 Рік тому

      what happens after predicting pca1 and pca2. You’ll obtain two variables. Is the sum of the two going to be your index now? Kindly advise!

    • @Chamomile136
      @Chamomile136 11 місяців тому

      how can i predict pc1 pc2? what command should i use? would you please kindly tell me how i can get the result of the index after predict those 2 pc?

  • @uttamgarai8640
    @uttamgarai8640 4 роки тому

    I want to calculate the weighted value based PCA of multiple criteria for the analysis of agricultural drought. Please tell me how can do it

  • @omersahil339
    @omersahil339 4 роки тому

    hi, i just saw your video, not related to my problem. I want make the index of 5 different variables on the basis of decile rank. your cooperation considered highly appreciated in this regard.. thanks

    • @danielkrupah
      @danielkrupah 3 роки тому

      I need this too. Please were you able to do it? dokipartydan@gmail.com

  • @adnansabzi
    @adnansabzi 4 роки тому

    thank you sir really more informative, sir if its possible plz upload a video about extreme bound analysis

  • @ibrahimsaid28
    @ibrahimsaid28 4 роки тому

    How to get the score of each PC please

  • @stephenowusu7260
    @stephenowusu7260 4 роки тому

    Where is the index

  • @Munyaldhinoooo
    @Munyaldhinoooo 4 роки тому

    Thank you!!! You have simplified this process so well and understandable even by non-experts!!

  • @polinakoriukina699
    @polinakoriukina699 4 роки тому

    Thank you so much, I couldn't figure it out for hours until I found this video. Literally a lifesaver

  • @nargizheydarova680
    @nargizheydarova680 4 роки тому

    How do you construct the index then?

  • @aaizazpatel4626
    @aaizazpatel4626 4 роки тому

    Can you please explain why did you rotate the values?

  • @saimakamranpathan4018
    @saimakamranpathan4018 5 років тому

    I think this was all about PCA but could not understand how to make index?

  • @madlipzarabic2298
    @madlipzarabic2298 5 років тому

    please show the scale of the variable representing financial development, i want an answer please..

  • @shakirshamas6286
    @shakirshamas6286 5 років тому

    hello, can you guide me about PCA, how to organize the data of compounds in excel for PCA and how to analyze? thanks

  • @efclientopsurvey3868
    @efclientopsurvey3868 5 років тому

    Shouldn't the base year be equal to 100 (or 1) for an index?

  • @gayatrigogoi571
    @gayatrigogoi571 5 років тому

    can you please say which variables did you take

  • @joselinceron8602
    @joselinceron8602 5 років тому

    What happens when i want 3 pc for my ibdex?

  • @sabindawadi741
    @sabindawadi741 5 років тому

    What is the purpose behind selecting regression while displaying factor scores??

  • @smeetb01
    @smeetb01 5 років тому

    बहुत अच्छा शुक्रिया!

    • @makitsion8652
      @makitsion8652 5 років тому

      hi my reasearch title is the role of credit on women economic empowerment and can i use tobit model how can i use please show me

  • @humakhalid6038
    @humakhalid6038 6 років тому

    Helps a lot

  • @lutfaferdous8236
    @lutfaferdous8236 6 років тому

    Many thanks Sohaib. It was a great video

  • @SalimKhan-to6es
    @SalimKhan-to6es 6 років тому

    very informative and helpful. Thank you sir for uploading

  • @hangry_demure
    @hangry_demure 6 років тому

    Hi, exactly what are the weigths for each variable? or how can i find it?

  • @kibromadinoabate4777
    @kibromadinoabate4777 6 років тому

    It is more informative video, thank you so much for that. How about if we have binary response for items (like tv) and combination with continuous variable (number of bicycle)? Can we use pca or polychoric pca? One more, what is the implication of negative fd value in you output?

  • @alinik4737
    @alinik4737 7 років тому

    How to treat messing values? I watched your video in spss. but stata menus dont have those options in spss. please answer Im in trouble.