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.
Просмотров: 41 479

Видео

How to create index using Principal component analysis (PCA) in Stata
Просмотров 85 тыс.7 лет назад
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.

Комментарии

  • @The2Pandas
    @The2Pandas 3 месяца назад

    Easy and well explained. Thanks

  • @mohdkashif86
    @mohdkashif86 3 месяца назад

    THANK YOU Ameer S.

  • @n_a05
    @n_a05 5 месяцев назад

    how we can estimate the scores of these variables?

  • @khalilrahman2339
    @khalilrahman2339 8 месяцев назад

    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

  • @user-sv5ro1mi7q
    @user-sv5ro1mi7q 11 месяцев назад

    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

  • @user-ht1om7pl3g
    @user-ht1om7pl3g 11 месяцев назад

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

  • @khadimhussainmalik3284
    @khadimhussainmalik3284 11 месяцев назад

    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 3 месяца назад

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

  • @skmosharafhossain1192
    @skmosharafhossain1192 Год назад

    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 Год назад

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

  • @RicardoGzaMendiola
    @RicardoGzaMendiola Год назад

    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 Год назад

    Thanks a lot. It is very useful.

  • @Jatindersingh-wo5hf
    @Jatindersingh-wo5hf Год назад

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

    • @Chamomile136
      @Chamomile136 6 месяцев назад

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

    • @Jatindersingh-wo5hf
      @Jatindersingh-wo5hf 6 месяцев назад

      Never

    • @Chamomile136
      @Chamomile136 6 месяцев назад

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

    • @Jatindersingh-wo5hf
      @Jatindersingh-wo5hf 6 месяцев назад

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

    • @Chamomile136
      @Chamomile136 6 месяцев назад

      @@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 Год назад

    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 года назад

    Thank you!! Your video helped a lot!

  • @HCN_PROFESSOR
    @HCN_PROFESSOR 2 года назад

    well explained bro

  • @nomanrasheed9644
    @nomanrasheed9644 2 года назад

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

  • @yapshen2076
    @yapshen2076 2 года назад

    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 года назад

    please tell which variables you have used to make FD

  • @tamannahussain2442
    @tamannahussain2442 2 года назад

    Thank you

  • @edengebre2351
    @edengebre2351 3 года назад

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

  • @JMRG2992
    @JMRG2992 3 года назад

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

    • @manish9555
      @manish9555 2 года назад

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

    • @JMRG2992
      @JMRG2992 2 года назад

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

    • @clarajoanjoachim2179
      @clarajoanjoachim2179 Год назад

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

    • @JMRG2992
      @JMRG2992 Год назад

      @@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 Год назад

      @@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 года назад

    Thank you so much

  • @rishikanayyar1630
    @rishikanayyar1630 3 года назад

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

    • @sureyyaylmaz6616
      @sureyyaylmaz6616 Год назад

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

  • @mahnumsardar1844
    @mahnumsardar1844 3 года назад

    Thanks so much so helpful < 3

  • @Mat-mt8pk
    @Mat-mt8pk 3 года назад

    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 Год назад

      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 6 месяцев назад

      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 3 года назад

    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 3 года назад

    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 года назад

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

  • @adnansabzi
    @adnansabzi 3 года назад

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

  • @ibrahimsaid28
    @ibrahimsaid28 4 года назад

    How to get the score of each PC please

  • @stephenowusu7260
    @stephenowusu7260 4 года назад

    Where is the index

  • @Munyaldhinoooo
    @Munyaldhinoooo 4 года назад

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

  • @polinakoriukina699
    @polinakoriukina699 4 года назад

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

  • @nargizheydarova680
    @nargizheydarova680 4 года назад

    How do you construct the index then?

  • @aaizazpatel4626
    @aaizazpatel4626 4 года назад

    Can you please explain why did you rotate the values?

  • @saimakamranpathan4018
    @saimakamranpathan4018 4 года назад

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

  • @madlipzarabic2298
    @madlipzarabic2298 4 года назад

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

  • @shakirshamas6286
    @shakirshamas6286 4 года назад

    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 4 года назад

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

  • @gayatrigogoi571
    @gayatrigogoi571 4 года назад

    can you please say which variables did you take

  • @joselinceron8602
    @joselinceron8602 5 лет назад

    What happens when i want 3 pc for my ibdex?

  • @sabindawadi741
    @sabindawadi741 5 лет назад

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

  • @smeetb01
    @smeetb01 5 лет назад

    बहुत अच्छा शुक्रिया!

    • @makitsion8652
      @makitsion8652 5 лет назад

      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 5 лет назад

    Helps a lot

  • @lutfaferdous8236
    @lutfaferdous8236 6 лет назад

    Many thanks Sohaib. It was a great video

  • @SalimKhan-to6es
    @SalimKhan-to6es 6 лет назад

    very informative and helpful. Thank you sir for uploading

  • @hangry_demure
    @hangry_demure 6 лет назад

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

  • @kibromadinoabate4777
    @kibromadinoabate4777 6 лет назад

    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 6 лет назад

    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.

  • @alinik4737
    @alinik4737 6 лет назад

    How to treat missing variables in stata.

  • @sridevikrishnaveni6430
    @sridevikrishnaveni6430 6 лет назад

    Can I apply this procedure to a group of 10 variables with different scoring procedure

    • @sohaibameer3742
      @sohaibameer3742 6 лет назад

      Yes you can..because it will standardized them..