In 2019, before the Covid-19 pandemic, female labour force participation in India and South Asia was 20.5% and 23.5%, respectively (ILO estimates, World Bank database). Comparable estimates for males were 76% and 77%, respectively. The Middle East and North Africa are the only regions with lower female participation than South Asia.
The pandemic has made this situation worse. It has hit women disproportionately — because they work in sectors that have been the hardest hit; work more than men do in the informal economy; or because they are the primary caregivers at home.
Owing to Covid-19, global female employment is 19% more at risk than male employment (ILO estimates). For India, economist Ashwini Deshpande estimates that compared to men, women were 9.5% less likely to be employed in August 2020 compared to August 2019.
Ominously, girls are at greater risk of losing their human capital — in India, there is a 30% increase in new registrations on matrimonial websites, and, in South Asia, an additional 200,000 girls are expected to be forced into child marriages this year (Lancet).
Recovery efforts cannot be gender-blind, because, as the saying goes, “gender-blind is not gender-neutral.” There are four areas where government policy can help ameliorate long-standing issues.
First, address child care-related issues, a critical barrier to women’s labour force participation. The biggest dividends will come from focusing on women in the informal sector. In India, Nepal, Bangladesh and Pakistan, 76, 89, 71 and 66% of working women, respectively, are employed on own account or as family workers (ILO).
The Integrated Child Development Scheme provides some support, but it is not a full-time child care solution. The “Sangini Centres” of Self Employed Women’s Association (SEWA) provide full-day child care for 0-5 year olds, including nutrition, health and child care. Women using these centres report a monthly income increase of between ₹500-1,000. Similar centres will have to be significantly expanded. As for the formal sector, governments can mandate paternity leave on a use-it-or-lose-it basis, as one way to get men to share in infant care duties.
Second, tackle the digital divide. In India in 2019, internet users were 67% male and 33% female, and this gap is even bigger in rural areas. This divide can become a barrier for women to access critical education, health and financial services, or to achieve success in activities or sectors that are becoming more digitised.
To address this, partnerships between the public and private sectors will be most effective. Actions will need to address affordability of phones and computers, female digital literacy and its social context and inadequate technical content dedicated to women and girls.
Third, in the formal sector, use the income tax system to push female labour force participation. Women have a higher elasticity of labour supply than men (their labour supply is more responsive to their take-home wages) — lower income taxes for women can incentivise their participation. In India, given the abysmally low rate of female participation, such a move will not have a significant impact on public finances. This can be compensated with a much smaller tax increase on male employees, if needed. This could help create incentives for female employment within households.
Fourth, mainstream gender-disaggregated data collection and monitoring. What is measured gets acted upon. Globally, major gaps in gendered data and the lack of trend data make it hard to monitor progress.
A UN-Women Initiative called “Making Every Woman and Girl Count” was launched in 2016 to help prioritise gender data, ensure regular production of quality and comparable gender statistics, and ensure that data are accessible and used to inform policy. In India, too, significant gaps in data on the girl child prevent a systematic longitudinal assessment of the lives of girls. This needs to be corrected.
The best way to “not waste the crisis” is to ensure that women come back stronger. Women in India and other parts of South Asia can become a critical part of the recovery.
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- In the Large States category (overall), Chhattisgarh ranks 1st, followed by Odisha and Telangana, whereas, towards the bottom are Maharashtra at 16th, Assam at 17th and Gujarat at 18th. Gujarat is one State that has seen startling performance ranking 5th in the PAI 2021 Index outperforming traditionally good performing States like Andhra Pradesh and Karnataka, but ranks last in terms of Delta
- In the Small States category (overall), Nagaland tops, followed by Mizoram and Tripura. Towards the tail end of the overall Delta ranking is Uttarakhand (9th), Arunachal Pradesh (10th) and Meghalaya (11th). Nagaland despite being a poor performer in the PAI 2021 Index has come out to be the top performer in Delta, similarly, Mizoram’s performance in Delta is also reflected in it’s ranking in the PAI 2021 Index
- In terms of Equity, in the Large States category, Chhattisgarh has the best Delta rate on Equity indicators, this is also reflected in the performance of Chhattisgarh in the Equity Pillar where it ranks 4th. Following Chhattisgarh is Odisha ranking 2nd in Delta-Equity ranking, but ranks 17th in the Equity Pillar of PAI 2021. Telangana ranks 3rd in Delta-Equity ranking even though it is not a top performer in this Pillar in the overall PAI 2021 Index. Jharkhand (16th), Uttar Pradesh (17th) and Assam (18th) rank at the bottom with Uttar Pradesh’s performance in line with the PAI 2021 Index
- Odisha and Nagaland have shown the best year-on-year improvement under 12 Key Development indicators.
- In the 60:40 division States, the top three performers are Kerala, Goa and Tamil Nadu and, the bottom three performers are Uttar Pradesh, Jharkhand and Bihar.
- In the 90:10 division States, the top three performers were Himachal Pradesh, Sikkim and Mizoram; and, the bottom three performers are Manipur, Assam and Meghalaya.
- Among the 60:40 division States, Orissa, Chhattisgarh and Madhya Pradesh are the top three performers and Tamil Nadu, Telangana and Delhi appear as the bottom three performers.
- Among the 90:10 division States, the top three performers are Manipur, Arunachal Pradesh and Nagaland; and, the bottom three performers are Jammu and Kashmir, Uttarakhand and Himachal Pradesh
- Among the 60:40 division States, Goa, West Bengal and Delhi appear as the top three performers and Andhra Pradesh, Telangana and Bihar appear as the bottom three performers.
- Among the 90:10 division States, Mizoram, Himachal Pradesh and Tripura were the top three performers and Jammu & Kashmir, Nagaland and Arunachal Pradesh were the bottom three performers
- West Bengal, Bihar and Tamil Nadu were the top three States amongst the 60:40 division States; while Haryana, Punjab and Rajasthan appeared as the bottom three performers
- In the case of 90:10 division States, Mizoram, Assam and Tripura were the top three performers and Nagaland, Jammu & Kashmir and Uttarakhand featured as the bottom three
- Among the 60:40 division States, the top three performers are Kerala, Andhra Pradesh and Orissa and the bottom three performers are Madhya Pradesh, Jharkhand and Goa
- In the 90:10 division States, the top three performers are Mizoram, Sikkim and Nagaland and the bottom three performers are Manipur and Assam
In a diverse country like India, where each State is socially, culturally, economically, and politically distinct, measuring Governance becomes increasingly tricky. The Public Affairs Index (PAI 2021) is a scientifically rigorous, data-based framework that measures the quality of governance at the Sub-national level and ranks the States and Union Territories (UTs) of India on a Composite Index (CI).
States are classified into two categories – Large and Small – using population as the criteria.
In PAI 2021, PAC defined three significant pillars that embody Governance – Growth, Equity, and Sustainability. Each of the three Pillars is circumscribed by five governance praxis Themes.
The themes include – Voice and Accountability, Government Effectiveness, Rule of Law, Regulatory Quality and Control of Corruption.
At the bottom of the pyramid, 43 component indicators are mapped to 14 Sustainable Development Goals (SDGs) that are relevant to the States and UTs.
This forms the foundation of the conceptual framework of PAI 2021. The choice of the 43 indicators that go into the calculation of the CI were dictated by the objective of uncovering the complexity and multidimensional character of development governance

The Equity Principle
The Equity Pillar of the PAI 2021 Index analyses the inclusiveness impact at the Sub-national level in the country; inclusiveness in terms of the welfare of a society that depends primarily on establishing that all people feel that they have a say in the governance and are not excluded from the mainstream policy framework.
This requires all individuals and communities, but particularly the most vulnerable, to have an opportunity to improve or maintain their wellbeing. This chapter of PAI 2021 reflects the performance of States and UTs during the pandemic and questions the governance infrastructure in the country, analysing the effectiveness of schemes and the general livelihood of the people in terms of Equity.



Growth and its Discontents
Growth in its multidimensional form encompasses the essence of access to and the availability and optimal utilisation of resources. By resources, PAI 2021 refer to human resources, infrastructure and the budgetary allocations. Capacity building of an economy cannot take place if all the key players of growth do not drive development. The multiplier effects of better health care, improved educational outcomes, increased capital accumulation and lower unemployment levels contribute magnificently in the growth and development of the States.



The Pursuit Of Sustainability
The Sustainability Pillar analyses the access to and usage of resources that has an impact on environment, economy and humankind. The Pillar subsumes two themes and uses seven indicators to measure the effectiveness of government efforts with regards to Sustainability.



The Curious Case Of The Delta
The Delta Analysis presents the results on the State performance on year-on-year improvement. The rankings are measured as the Delta value over the last five to 10 years of data available for 12 Key Development Indicators (KDI). In PAI 2021, 12 indicators across the three Pillars of Equity (five indicators), Growth (five indicators) and Sustainability (two indicators). These KDIs are the outcome indicators crucial to assess Human Development. The Performance in the Delta Analysis is then compared to the Overall PAI 2021 Index.
Key Findings:-
In the Scheme of Things
The Scheme Analysis adds an additional dimension to ranking of the States on their governance. It attempts to complement the Governance Model by trying to understand the developmental activities undertaken by State Governments in the form of schemes. It also tries to understand whether better performance of States in schemes reflect in better governance.
The Centrally Sponsored schemes that were analysed are National Health Mission (NHM), Umbrella Integrated Child Development Services scheme (ICDS), Mahatma Gandh National Rural Employment Guarantee Scheme (MGNREGS), Samagra Shiksha Abhiyan (SmSA) and MidDay Meal Scheme (MDMS).
National Health Mission (NHM)
INTEGRATED CHILD DEVELOPMENT SERVICES (ICDS)
MID- DAY MEAL SCHEME (MDMS)
SAMAGRA SHIKSHA ABHIYAN (SMSA)
MAHATMA GANDHI NATIONAL RURAL EMPLOYMENT GUARANTEE SCHEME (MGNREGS)