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Replicate Wealth Index India [message #509] Tue, 04 June 2013 06:03 Go to next message
rafael is currently offline  rafael
Messages: 3
Registered: June 2013
Location: Winterthur
Member
Hi!

I am working with the indian NFHS-3 data. I intend to replicate the calculation of the wealth index in another dataset. In order to do so, I am first trying to understand how the index was calculated in the DHS data.

I found the list of variables used in the process in the report on the NFHS-3 (p.43) and I am calculating the principal components analysis in Stata.

I am using the following code and the varlist below. For categorical variables I generated dummies first.

# Principal component analysis:
pca varlist, components(1)

# Extract first component
Predict index, score


Doing so I get an index that is close to the original index (hv271). But in some cases the households are not classified in the same order. For example if I classify households in wealth index quintiles according to the original index and the one I reconstructed and then compare results, I end up with a diverging classification in about 4% of all cases.
Have I missed a variable or is there an option of pca that I should have set?

If anyone has managed to replicate the index exactly I would be very glad for any input!

Many thanks and regards
Rafael



Varlist:
hv206 electricity
sh56a house has any windows
sh56b house has windows with glass
sh56c house has windows with screens
sh56d house has windows with curtains or shutters
hv201 source of drinking water
hv205 type of toilet facility
hv213 main floor material
hv215 main roof material
hv214 main wall [exterior] material
hv226 type of cooking fuel
sh58 owns this or any other house
memsleep number of sleeping rooms per household member (hv126/hv009)
hv247 owns a bank account or post office account
sh47b mattress
sh47c pressure cooker
sh47d chair
sh47e cot/bed
sh47f table
sh47g electric fan
hv207 radio
sh47i b&w television
sh47j colour television
sh47k sewing machine
hv243a mobile telephone
hv221 telephone (non-mobile)
sh47n computer
hv209 refrigerator
hv243b watch
hv210 bicycle
hv211 motorcycle/scooter
hv243c animal-drawn cart
hv212 car
sh47u water pump
sh47v thresher
sh47w tractor
Re: Replicate Wealth Index India [message #577 is a reply to message #509] Tue, 25 June 2013 13:07 Go to previous messageGo to next message
Liz-DHS
Messages: 1516
Registered: February 2013
Senior Member
Dear User,
You may want to refer to DHS Comparative Report 6 The DHS Wealth Index http://www.measuredhs.com/pubs/pdf/CR6/CR6.pdf. It was written by two of our experts on the subject.
Re: Replicate Wealth Index India [message #588 is a reply to message #577] Tue, 02 July 2013 03:40 Go to previous messageGo to next message
rafael is currently offline  rafael
Messages: 3
Registered: June 2013
Location: Winterthur
Member
Dear Liz

Thank you so much for the hint. I have already consulted the mentioned report, unfortunately it did not provide the information I had hoped for. It's focus is much more general, while I would require detailed information for the case in India. My replicate of the index is already rather close to the original, but I do not manage to completely replicate the index. If you have any more detailed information available or could point me to someone who does, that would be very helpful!

Thank you & Regards
Rafael
Re: Replicate Wealth Index India [message #592 is a reply to message #509] Wed, 03 July 2013 14:34 Go to previous message
Liz-DHS
Messages: 1516
Registered: February 2013
Senior Member
Dear Rafael,
Here is a response from one our experts, Dr. Shea Rutstein:
Attached is the SPSS syntax file. It is a text file and can be opened as such (Word, Wordpad, Notepad, etc.). Rafael should note the following: 1) The syntax is set for the raw data file. 2) There were two versions of the India NFHS-3 data, the difference being a couple of the smaller states were not included in the first version. The syntax attached was that run on the second version. 3) Dichotomous variables need to be constructed for all categorical variables such as water supply, type of toilet, etc.

  • Attachment: IABASSET.SPS
    (Size: 36.07KB, Downloaded 1466 times)
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