Rukmini S

25.5K posts

Rukmini S

Rukmini S

@Rukmini

Knowledge from data for everyone. Founder, @dataforin. Book: "Whole Numbers & Half Truths" (Westland '21).

Chennai, India Katılım Temmuz 2011
1.8K Takip Edilen69.1K Takipçiler
Rukmini S
Rukmini S@Rukmini·
An invaluable resource for anyone trying to understand, teach or write about India's GDP and its measurement, away from polarised, and ultimately incomplete, headlines dataforindia.com/gdp-explainer/
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Rukmini S
Rukmini S@Rukmini·
Long before we ever worked together, the first voice I'd want to read on the measurement of India's GDP would be @pramit_b's. With Pramit now Head of Research at @dataforin, I am delighted to share his work for us on how India's GDP is measured, and what changed recently.
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Data For India
Data For India@dataforin·
Over the last century, life in India has become safer. A key reason for falling mortality in India has been the sharp reduction in risks to infants’ lives. Across the world, early childhood, especially infancy (the period before a child turns one), is a time of relatively higher risk compared to later in life. In the poorer regions of the world, infancy is a particularly dangerous time, when a combination of birth disadvantages as a result of maternal undernutrition and the high risk of contracting communicable diseases pose significant challenges. India’s Infant Mortality Rate, or IMR – the number of deaths among children under one year of age for every 1,000 live births in a year – has fallen dramatically. It is one of the main indicators public health experts use to track child health. Over the past 50 years, India's IMR has fallen from 134 deaths of children aged less than one for every 1000 live births in 1971, to 25 in 2023. While infant mortality remains higher in rural than in urban areas, this gap has narrowed significantly in the last few decades. Although IMR is falling everywhere, poorer regions in India still have higher rates of infant mortality. #Mortality #Deaths #Infant #Childhood #India #DataForIndia
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Rukmini S
Rukmini S@Rukmini·
Signed up yet for @dataforin's Data Bytes? Sharp insights like these in your inbox every Monday
Data For India@dataforin

New Data Byte: Women's absence from India's workforce is most evident in their 20s, by @akwaghmare The share of people in an age group who are either working or looking for work is known as the labour force participation rate (LFPR). The LFPR is an important indicator to measure whether most adults are in the productive economy. In India, female labour force participation is far lower than that of males at every age. Across the world, labour force participation rises with age once adults complete their education, and then falls in old age. This is certainly the case for men in India. Men's LFPR increases sharply from the teenage years until the mid-twenties, and remains at nearly 100% during the prime working years. It then reduces slowly until the age of 60, and sharply after that.  The likelihood of an Indian woman being in the labour force (two in five) is half of that of an Indian man (four in five). In India's Periodic Labour Force Survey, women report household duties, including child care and chores, as the main reason for staying out of the labour force. But the gap between male and female labour force participation rates is widest in their twenties and thirties. The main reason for this demographic blip in women's labour participation is child-bearing and child-rearing. About 70% of births in India are now to women in their twenties. #Jobs #Women #Employment #Work #India #DataForIndia

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Manoj Kumar
Manoj Kumar@manoj_naandi·
This is an excellent piece of data based analysis to address the biggest challenge in India - namely, unemployment of youth. Especially, educated aspiring youth. Kudos to @Rukmini and @akwaghmare of @dataforin for this kind is work. This level of analysis is of tremendous value to @naandi_india for our annual strategy which trains for jobs annually 300,000 undergraduates and places more than 50% of them in formal sector jobs through our corporate linkages. We are now planning to increase this to a million youth per annum in the immediate years. Here’s a sneak preview of the graphs from the piece that depicts the nationwide spread of these aspiring graduates and their choice of subjects. Job readiness is an altogether another subject which no college in India teaches anyway.
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Rukmini S@Rukmini

New on @dataforin: @akwaghmare's work on India's graduates - what they study for their undergraduate programmes, what parts of the country they come from, and how all of this is changing. dataforindia.com/graduates/

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Rukmini S
Rukmini S@Rukmini·
@pranav_so @dataforin @akwaghmare To understand this, it helps to think of this in steps: among the youngest adults, the share of graduates is highest, and the share of those with a secondary ed is also high. As a result, far fewer of them are less educated - far fewer have only a primary ed or are illiterate
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pranav
pranav@pranav_so·
@Rukmini @dataforin @akwaghmare how is it that the primary education number reduces for people in late twenties? across graduation/diploma/secondary - you see this number increase and for illiterate - you see this number go down. both of these are intuitive but primary education seems to be a weird case?
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Kartikeya Bhatotia
Kartikeya Bhatotia@bhatoti·
@Rukmini @dataforin @akwaghmare Curious to know how this differs by gender. Intuitively arts is chosen by many as it’s the lowest hanging fruit. Doesn’t require much infra or human capital. Many probably choose options based on proximity, courses that can be complete in absentia etc.
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Rukmini S
Rukmini S@Rukmini·
When we looked at out-migration data, we realised that by standard definitions, India's out-migration looks quite different from how we picture migration, and with good reason. That data does, however, give you a sense of what being of 'Indian' origin looked like, then and now.
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Rukmini S
Rukmini S@Rukmini·
I've been very moved by people's family histories of the Partition that they've been sharing after Main Vaapas Aaunga came out. We see some of the resonances of these tragic historical trajectories in India's 'emigration' data.
Data For India@dataforin

India has the world's largest emigrant population, accounting for 6% of all international migrants globally as of 2024. According to the United Nations, an international migrant is someone who has moved across an international border and changed their usual place of residence, typically living in the new country continuously for at least 12 months. Out-migrants are also known as emigrants. The international migrant stock, as measured by the UN, refers to the total number of international migrants in a country at a given time. Between 1990 and 2024, the migrant stock of Indian origin nearly tripled from 6.5 million to 18.5 million. A significant portion of India's out-migrant population is the historical legacy of the Partition of 1947. Pakistan is still home to 1.6 million Indian-born individuals, making up nearly 9% of all Indians living abroad in 2024. However, as the Partition generation ages and dies out, this number has been declining. Outside of Pakistan, Indian emigration remains concentrated within Asia, particularly in West Asia, where half of all Indian emigrants live. Additionally, one-quarter of Indian out-migrants live in North America, a share that has grown over time, as has emigration to Australia and New Zealand. #Migration #Immigration #Emigration #India #DataForIndia

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Rukmini S
Rukmini S@Rukmini·
For people not in Bengaluru, you can watch all of the talks at this year's @VizChitra as well as participate in discussions through a Virtual Ticket from tickets.vizchitra.com
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Sandeep Rao - SEBI Reg. RA🖖
Uru folks, if you are in town this Sunday 5th of July, 2026. You cannot miss this talk by @Rukmini - What she and her team is doing at @dataforin is nothing short of Gods work. Mark your calanders!
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Pint of View
Pint of View@pintofviewclub·
On Sunday, @Rukmini's lecture explores what statistics can and cannot tell us about modern India. You'll learn about the country’s most persistent myths and assumptions about urbanisation & inequality to demographics, crime & the Indian middle class. 🎫 Ticket link in bio
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Data For India
Data For India@dataforin·
With over 1.4 billion people, India now has more people than any other country, having surpassed China's population in 2023. But the country’s population growth has been gradually slowing down. There was certainly a time when India's population was growing very fast. In the three decades after Independence, India's population had doubled. But from the 1980s, population growth began to slow down. India's population growth rate is estimated to fall below the world average over the next few years and the gap is expected to grow. Three processes affect population levels and trends - the number of children born, the number of people who die and the long-term movements of people. The levels of international migration - both into and out of India - are too small in relative terms to affect India's population currently. However, important changes in the first two processes have had an impact on India's slowing population growth. Population projections for countries of the world come from the United Nations Population Division's World Population Prospects. #Population #Census #PopulationData #India #DataForIndia
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Rukmini S
Rukmini S@Rukmini·
Our greatest inspiration has always been @OurWorldInData, a model for the world in creating public goods from data. So we were thrilled to have our work on PLFS cited in their explainer on labour statistics. Our research on Indian data helps the world! #data-quality-and-measurement" target="_blank" rel="nofollow noopener">ourworldindata.org/work-employmen…
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Data For India
Data For India@dataforin·
India's informal sector employs a majority of its workforce, and has remained large over the last two decades despite economic growth. One way to define informality is by dividing the enterprises that hire people into formal and informal enterprises based on their production characteristics. In Indian labour statistics, enterprises are categorised in three ways; first - the formal sector which includes government and private enterprises recognised by various laws, second - the informal sector that largely covers enterprises run by households, which are not recognised by laws and do not maintain accounts, and finally a residual or 'other' sector (including households working in farming, households who produce only for their own use, cooperatives and trusts) that is seen as being outside the definition of formal and informal sectors. Applying this definition to India's labour data, about 12% of Indian workers are employed in the formal sector. Nearly half of India's workforce is engaged in the informal sector. The share of employment in farming, cooperatives, trusts and other enterprises is 40%. This means that 88% of India's workforce is employed outside the formal sector. Employment outside the formal sector is more common in rural areas. More than nine in ten rural workers are employed outside the formal sector as against eight in ten urban workers.   #Jobs #InformalSector #Work #India #DataForIndia
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Milan Vaishnav
Milan Vaishnav@MilanV·
.@Rukmini: "While India was younger than many comparable countries and than the world on average for a long time, this is set to change soon. Within the next ten years, India will become older than the world on average" dataforindia.com/the-big-shift/…
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Markets by Zerodha
Markets by Zerodha@zerodhamarkets·
Celebrating 2 years of The Daily Brief with the boss❤️
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