The DHS Program User Forum
Discussions regarding The DHS Program data and results
Home » Topics » Child Health » Child vaccination (Multinomial Regression)
Child vaccination [message #29040] Wed, 17 April 2024 00:24 Go to next message
shruti.acharya is currently offline  shruti.acharya
Messages: 5
Registered: September 2023
Member
I am new to NFHS data as well as STATA. I am trying to understand the association of socio-demographic factors with childhood immunization status (which in my case is a categorical outcome with 3 categories). I am using multinomial logistic regression on STATA using the following code :
mlogit vacc_status(i.sex i.birth_order) (i.Wealth i.religion i.caste i.household_size i.v106) (i.media_exposure i.age_firstbirth )

I have recoded the variables for better identification. I wanted to know if I need to use the "svyset linearized" everytime I run my regression on STATA, and also whether I am doing it correctly.

Thanks in advance !

S Acharya
Re: Child vaccination [message #29063 is a reply to message #29040] Thu, 18 April 2024 16:38 Go to previous messageGo to next message
Janet-DHS is currently offline  Janet-DHS
Messages: 852
Registered: April 2022
Senior Member
Thank you for submitting your question. Could you please provide some more detailed information so we can better advise you?
Can you let us know:
• Which survey you are using (Include country name and year)?
• Which data files you are referring to?
• Which software you are using (Stata, SPSS, R, etc.)?
If you are trying to match a Table in a final report, please also indicate which table and which estimate you are trying to match.
Re: Child vaccination [message #29065 is a reply to message #29063] Thu, 18 April 2024 21:13 Go to previous messageGo to next message
shruti.acharya is currently offline  shruti.acharya
Messages: 5
Registered: September 2023
Member
Hi Janet !
I am using DHS data for India (NFHS-5) and using STATA for data analysis. I am using the KR (Child's RECODE) file. My outcome variable is vaccination status ( no vaccination, partial vaccination and full vaccination), which I have created referring and modifying the STATA code available on GIThub.

I am using multinomial logistic regression to understand the association between socio-demographic variables and vacc_status on STATA using the following code :
mlogit vacc_status(i.sex i.birth_order) (i.Wealth i.religion i.caste i.household_size i.v106) (i.media_exposure i.age_firstbirth )

I have recoded the variables for better identification. I wanted to know if I need to use the "svyset linearized" everytime I run my regression on STATA, and also whether I am doing it correctly.

Thanks
S Acharya
Re: Child vaccination [message #29096 is a reply to message #29065] Tue, 23 April 2024 13:52 Go to previous messageGo to next message
Janet-DHS is currently offline  Janet-DHS
Messages: 852
Registered: April 2022
Senior Member
Following is a response from DHS staff member, Tom Pullum:

If you specify svyset before an estimation command (such as mlogit) and then put "svy: " at the beginning of the estimation command (for example, "svy: mlogit..."), you do not have to re-specify svyset for the next estimation. The specification of svyset lasts until it is changed. The current svyset specification will be included in the save, if you save the dta file, which may or may not be a good thing.

Hope you know that "svyset linearized" would not be correct. You want something more like "svyset v001 [pweight=v005], strata(v022) singleunit(centered)". You could add "vce(linear)" after the comma but it's usually not necessary.

Your command, as given, will produce (if It even runs) a huge number of coefficients that will be difficult to interpret. I would recommend that you first try simpler models with just one or two covariates as a time.
Re: Child vaccination [message #29099 is a reply to message #29096] Tue, 23 April 2024 20:55 Go to previous message
shruti.acharya is currently offline  shruti.acharya
Messages: 5
Registered: September 2023
Member
Thank you for your response
Previous Topic: child immunization
Next Topic: Hepatitis b 0 (birth dose) immunization percentage
Goto Forum:
  


Current Time: Sun Oct 6 05:50:15 Coordinated Universal Time 2024