Not sure if you can get data by gender etc. but check out the income  tax 
data 

https://www.incometaxindia.gov.in/Documents/Direct%20Tax%20Data/IT-Return-Statistics-Assessment-Year-2018-19.pdf

Gives a good idea of income distribution in the country. Just checked. This 
doesn't have data by state as well. But overall there is scope for 
interesting analysis based on this data. 

On Thursday, 7 January 2021 at 12:08:22 UTC+5:30 Thejesh GN wrote:

> I couldn't find it as part of census. Am I missing something here?
>
> Not sure if census collects income or even expenditure data (expenditure 
is far more reliable than income). The most reliable source for expenditure 
date, IMHO, comes from NSSO surveys.

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