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Who is backward? Who is not? – II | Number Theory

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Updated on: May 12, 2025, 09:47:26 IST
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The first part of this series used three proxies for lack of economic affluence – MGNREGS or outdoor work, malnourishment among children, and college education for different generation of household members – and cross tabulated them with social groups to find a link between economic deprivation and caste. The second part of this series will do a similar exercise with proxies for economic affluence.

Representational image. (PTI)
Representational image. (PTI)
Who is backward? Who is not? – II
  • Who is more likely to travel by air in India?
    An earlier analysis in these pages found that air travel was among the most unequally consumed goods and services in the official consumption expenditure data in India. Intuitively, this makes a lot of sense, as only the well-off are likely to travel by air. An HT analysis of 2023-24 Household Consumption Expenditure Survey (HCES) data shows that a non-SC-ST-OBC household was 3.7 times and 1.6 times more likely than an SC or OBC household to have spent money on air travel. The gap between non-SC-ST-OBCs and others in share in spending on air travel – this could signify longer distances traveled or more air travel – adjusted for share in population is even larger. To be sure, the share of all households who reported air travel is just 0.05% in the HCES.
  • Who is more likely to own a car in India?
    Owning a vehicle, either for private use or commercial use, is another important indicator of economic affluence. Data from the 2019 All India Debt and Investment Survey (AIDIS) – the official source of household assets in India – shows that a non-SC-ST-OBC household was significantly more likely to own a private car than other social groups in India. Once again, the gap is larger vis-à-vis SC/STs than OBCs. To be sure non-SC-ST-OBC and OBC groups were almost at par in ownership of other kinds of vehicles such as two-wheelers and tractors etc. As far as OBCs are concerned, their relative share in ownership of different kinds of vehicles is lower than one only in the case of private cars. Relative share measures the ratio of the share of a social group in the total number of a particular vehicle and their share in overall population and values below one show under-representation compared to share in population. Relative shares are less than one for ownership of all kinds of vehicles including bicycles for STs; and above one only for rickshaws and bicycles for SCs.
  • Who is more likely to own an air-conditioner in India?
    As India gets warmer, owning an air-conditioner has become the proverbial ticket to comfort. Only a handful of households – 4.9% according to data from the Multiple Indicator Survey (MIS) conducted in 2020-21 – owned ACs in India. Owning an AC is expensive because it also has a significant running cost apart from the one-time investment in buying it. A social group-wise analysis of AC ownership shows a big social divide. A non-SC-ST-OBC household is 23 times more likely to own an AC than a ST household. These numbers are 9.2 and 3.5 for non-SC-ST-OBC households vis-à-vis SC and OBC households.
  • Who is more likely to send their children to private school?
    If there is one thing households in India overspend on, it is education of their children. Sending a child to private school instead of a government one is perhaps the most important aspirational spend parents make. This was seen clearly during the pandemic, when loss of income during the lockdown forced parents to withdraw their children from private schools and enroll them in government schools. NSSO data on social consumption shows a strong correlation between overall consumption levels of households and children going to private schools. A social-group wise classification of households who send their children to private schools shows that more than half of non-SC-ST-OBC households send their children to private schools. This number was almost 20%, 30% and 40% for ST, SC and OBC households.
 
ABOUT THE AUTHOR
Abhishek Jha

Abhishek Jha is Assistant Editor-Data at Hindustan Times. He uses statistical programming to generate newsworthy insights from large datasets. He is part of the team that produces Number Theory, a daily data story feature of the paper’s print edition. Since March 2024, he has been writing Weather Bee, a weekly column for the Hindustan Times website. He is a chemical engineer by training, who specialises in stories related to weather, climate, and the environment. Jha has been at HT since 2018, where he offers data-driven perspective and analysis on politics, environment, weather, climate, economy and society. His work includes data coverage of elections in India and abroad, including the 2019 and 2024 Lok Sabha elections; the disasters and extreme weather resulting from changing climate, such as floods, droughts, heat waves, cold waves, and dwindling snow cap in the Himalayas; the factors that drive poor air quality in northern India; the changing patterns of land use; the Covid-19 pandemic and its impact on labour market conditions; the changing pattern of consumer spending seen in the new consumer spending surveys; and social norms seen in the surveys such as the National Family Health Survey.

ABOUT THE AUTHOR
Roshan Kishore

Roshan Kishore is the Data and Political Economy Editor at Hindustan Times. He heads the newsroom's data journalism team, which produces Number Theory, a daily data-driven feature for the print edition and the HT app. Number Theory uses data analysis and story-telling based on it to add value to the newsroom’s daily coverage by putting stories in a larger context on a range of issues, including politics, macroeconomy, markets, global affairs and climate. Under his leadership HT’s data journalism work has established itself as a niche product in Indian journalism and pushed the boundaries of marrying academic rigour with news sense and speed. Along with writing and editing data stories, he has also been writing a weekly political economy column called Terms of Trade for HT Premium. A trained economist with an MPhil degree from Jawaharlal Nehru University, Kishore has also been a visiting fellow at the Centre for Advanced Studies of India (CASI) at the University of Pennsylvania. Along with his journalistic work, his writings have also appeared in journals such as the Economic and Political Weekly and working papers for CASI and UNESCAP.

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