Tuesday 19 July 2022

Transforming Indian Agriculture: Agenda for Reforms

1. Introduction

India’s target of achieving a $5 trillion economy needs to be supported by a transformed and reformed agriculture sector. It is, therefore, imperative that the agriculture sector should support the objective by focusing on transformational reforms, while targeting an annual agri-GVA growth of 5 percent.

 The criticality of agriculture for sustainable and inclusive growth of the Indian economy can be gauged from the fact that, the sector provides employment to about 42.4 per cent of the total workforce in India, but contributes only about 16.4 per cent (2020-21) to the country’s real Gross Value Added (GVA)[1]. About 86 per cent of operational holdings in the country are in the small and marginal categories, and the average size of an operational holding is only 1.08 hectare (ha). Due to fragmentation and disorganisation, majority of the small and marginal farm holders are unable to realise optimal value from their farming operations, resulting in agrarian distress.

 This paper deliberates on a reforms agenda for transforming the sector for doubling farmers’ income (DFI) and empowering small and marginal farm holders to move from subsistence farming to farm enterprises integrated to agri-value chains, while managing the VUCA (volatility, uncertainty, complexity, ambiguity) world to mitigate agrarian distress.

 The rest of the paper is organised as follows: Section 2 presents growth trends in Indian agriculture during the period 2010-11 to 2019-20. Critical issues and challenges in the agriculture sector in India are discussed in section 3. Section 4 presents the agenda for reforms to transform Indian agriculture. Section 5.

2. Indian Agriculture Sector: Growth Trends

The average annual growth of agri-GVA during the period 2012-13 to 2020-21[2] stood at 3.2 percent. The period witnessed sharp dips in the growth in 2012-13 (1.5 percent), 2014-15 (-0.2 percent) and 2015-16 (0.6 percent) (Figure – 1), due to less than normal monsoon rainfall in these years. On the other hand, good monsoon rains resulted in high growth rates in agri-GVA during the years 2013-14 (5.6 percent), 2017-17 (6.3 percent), 5.0 percent (2017-18), 4.0 percent (2019-20) and 3.6 percent (2020-21) (Figure-1). However, in spite of India making great strides in terms of food security and being the leading producer of rice, wheat,  pulses, sugarcane and cotton, agriculture in the country continues to be heavily dependent on monsoon rains.  


Source: Data accessed from: (1) Press Note on First Revised Estimates of National Income, Consumption, Savings and Capital Formation 2018-19, MoSPI, Government of India; and (2) Press Note on Provisional Estimates of Annual National Income, 2020-21, 31 May 2021, MoSPI, Government of India.

The country recorded its highest foodgrain production of 303.3 million tonnes (MT) in 2020-21. However, the CAGR of foodgrain production during the period 2011-12 to 2019-20 was only 2.0 percent, due to low CAGR of rice (1.7 percent), wheat (1.9 percent), and nutri/ coarse cereals (1.9 percent). Pulses recorded the highest CAGR of 4.3 percent, due to sharp increase in production in 2016-17, as the farmers were encouraged to grow pulses, on account of significant increase in minimum support prices (MSPs).

 Among commercial crops, groundnuts experienced the highest CAGR of 4.7 percent, during the period under review. The CAGRs of other crops were very low, e.g., Soybean (0.2), sugarcane (0.7 percent), tea (2.2 percent), coffee  (0.4 percent), cotton (-0.4 percent), and jute and m

3. Indian Agriculture:  Critical Issues and Challenges

India is self-sufficient in the production of foodgrains, horticulture crops and milk. However,  Indian agriculture has long been suffering from structural problems, which need to be addressed urgently. Farmers in India, truly live in a VUCA world of volatile prices, uncertain rainfall and income, complex institutional mechanisms, restrictive laws, and policy ambiguities. Some of the critical issues and challenges confronting Indian agriculture are presented in the following sub-sections.

 

3.1 Small Size of Holdings and Low Income

The predominance of small and marginal holdings in India has resulted in inefficiency in cultivation and low average income of farmers. The findings of NABARD All India Rural Financial Inclusion Survey 2016-17 (NAFIS) (NABARD, 2018), reveal that for agricultural  source of income, with the average monthly contribution of ₹3,508 (43.1 percent)  to the total income of ₹8,136, while cultivation contributed 7 percent (₹566). On the other hand, the share of average monthly income from cultivation in respect of agricultural households with landholdings of  greater than 2 ha was 51.6 percent (₹7,572). The findings of NAFIS indicate a positive correlation between the average monthly income and size class of land possessed. Further, states like Punjab (23,133), Haryana (18,496) and Kerala (16,927) have witnessed much higher average income of agricultural households, compared to Uttar Pradesh (6,668), Andhra Pradesh (6,920), and Jharkhand (6,991). Therefore, reducing regional disparities in agricultural income need to be prioritised.

Strategies for promoting sustainable agricultural growth and enhancing farmers’ income, should include a group approach through farmer producer organisations (FPOs), which can improve market access to land, and help spread the risk of farming among a larger number and increase production opportunities by experimenting with higher value, and more risk prone crops with larger payoffs (Agarwal, 2016). Further, a group would be better placed to enter into non-exploitative contract farming arrangements (ibid.).

3.2 Low Agricultural Productivity

India is the largest producer of pulses and groundnut in the world, and  the second largest producer of paddy, wheat and sugarcane. However, stagnation in yield of major crops has been observed during the past two decades. The average yield of rice increased from 1,901 kg/ha in 2000-01 to 2,705 kg/ha in 2019-20  (Table-1), at a CAGR of 1.8 percent . The second decade (2010-11 to 2019-20) witnessed a marginally higher CAGR of yield of rice at 1.7 percent against 1.6 percent in the previous decade (2000-01 to 2009-10).  Wheat experienced an increase in average yield from 2,708 kg/ha in 2000-01 to 3,421 kg/ha in 2019-20, at a CAGR of 1.4 percent. The CAGR of productivity of wheat increased from 0.7 percent during the decade 2000-01 to 2009-10 to 1.5 percent during the following decade (2010-11 to 2019-20).  Pulses experienced a CAGR of yield of 1.5 percent in both the decades under review.

 Among commercial crops, a sharp increase in yield of cotton was witnessed during 2013-14 (532 bales/ ha compared to 190 bales/ ha in 2000-01), due to the introduction of Bt cotton in 2009-10. The CAGR of yield of cotton during the past two decades (2010-11 to 2019-20) stood at 11.3 percent (Table – 2). However,  the CAGR declined sharply from 4.3 percent during the decade 2000-01 to 2009-10 to -2.1 percent during 2010-11 to 2019-20, reflecting a stagnation in yield of cotton, after benefitting from the introduction of Bt cotton.  Groundnut has witnessed an increase in CAGR of yield from 3.3 per cent during the first decade to 4 percent during the following decade (2010-11 to 2019-20), mainly due to the introduction of improved varieties of seed. Yield of major crops in India also compare poorly with that of other countries in the world.

Table – 1

                       Yield of Foodgrains in India                                    

(Kg/ha)

Crops

2000-01

2010-11

2011-12

2012-13

2013-14

2014-15

2015-16

2016-17

2017-18

2018-19

2019-20 (4th AE)

Rice

1901

2239

2393

2461

2424

2390

2400

2494

2576

2638

2705

Wheat

2708

2988

3177

3117

3075

2872

3034

3200

3368

3533

3421

Nutri/ Coarse cereals

1027

1531

1590

1617

1677

1729

1579

1750

1934

1944

1976

Pulses

544

691

699

789

764

744

656

786

853

757

817

Total Foodgrains

1626

1930

2078

2129

2101

2070

2056

2129

2235

2286

2325

                      Source: Handbook of Statistics on the Indian Economy 2019-20, RBI

Table – 2

Yield of Commercial Crops in India

                                                                                    (Kg/ha)

Crops

2000-01

2010-11

2011-12

2012-13

2013-14

2014-15

2015-16

2016-17

2017-18

2018-19

2019-20 (4th AE)

Groundnut

977

1411

1323

996

1750

1400

1465

1398

1893

1422

2065

Soybean

822

1327

1208

1354

983

950

738

1177

1058

1192

928.0

Total oilseeds

810

1193

1133

1169

1153

1037

968

1195

1284

1271

1236.0

Sugarcane

68577

70091

71668

68254

69839

69859

70720

69001

80198

80105

77893

Tea

1682

1726

1956

2027

2121

2113

2176

2165

2285

2109

2126

Coffee

959

838

852

846

799

847

876

761

765

767

718

Cotton

190

499

491

486

532

461

415

512

443

378

451

Jute & Mesta

1867

2192

2283

2281

2449

2550

2421

2585

2435

2508

2641

Source: Handbook of Statistics on the Indian Economy 2019-20, RBI   


3.3 Stagnant Capital Formation in Agriculture

Capital formation in agriculture is of critical importance for the sustainability of agricultural growth.  The percentage share of Gross Capital Formation (GCF) in agriculture and allied sector in the Gross Value Added (GVA) of the sector, declined steadily from 18.2 percent in 2011-12 to 14.7 percent in 2015-16, before rising slowly to 16.4 percent in 2018-19 (Figure-2), which is too meagre to address the issue of sustainability of Indian agriculture. Therefore, capital formation through rural infrastructure development assumes significance. Public sector investment in rural infrastructure would result in high growth of the agricultural sector, and could also crowd-in private sector investment.


Source: Based on data accessed from Economic Survey 2020-21, Ministry of Finance, GoI and National Income Statistics 2020, MoSPI, GoI

 

3.4 Climate Change and Agriculture

Climate change poses a major and growing threat to food security (FAO, 2016). It would be a daunting challenge to produce enough food for the increasing population in the face of decreasing resources and changing climate. The estimated loss in yields in respect of major crops like rice (-30 per cent), wheat (-23 per cent) and maize (-31 per cent) during 2050-69 in India, due to climate change is quite alarming. Further, the net emissions from agriculture in carbon dioxide equivalent in 2014 in the world was as much as 5,241,761 thousand tonnes. China (707,640 thousand tonnes), India (626,864 thousand tonnes) and Brazil (441,905 thousand tonnes) account for the major quantum of net emissions from agriculture (FAO, 2016).

 

3.5 Market Constraints

A critical problem faced by India’s agriculture sector is the fragmented and distortions-ridden state of agricultural markets. One of the major reasons for low income of farmers is lack of competitive market structure, which is bereft of transparent price discovery system. Small and marginal farm holders lack the bargaining power to sell their produce at remunerative prices due to the exploitation by traders (arhatiyas) in the Agriculture Produce Marketing Committee (APMC) markets. Lack of aggregation of produce makes it uneconomical for farmers to transport their produce to the APMC markets for their sale. 

 GoI announces Minimum Support Price (MSP) in respect of 23 commodities. However, only few states like Punjab, Haryana and M.P.,  have strong procurement systems and FCI procures major quantities of wheat from these states (84.8 percent during Rabi Marketing Year 2020-21).

 

           4. Transforming Indian Agriculture:  Agenda for Reforms

An agenda for reforms to transform Indian agriculture is presented in the following sub-sections.

4.1 Doubling Farmers’ Income

GoI has envisioned the achievement of doubling farmers’ income (DFI) by the year 2024-25. The following seven-point strategy for DFI is mostly under implementation: (i) irrigation with focus on water-use efficiency, viz. “per drop more crop” (PDMC) through Pradhan Mantri Krishi Sinchayee Yojana (PMKSY); (ii) quality seed and soil health, (iii) investments in warehouses and cold chains; (iv) value addition through food processing; (v) electronic National Agriculture Market (e-NAM); (vi) increase in the coverage and effective implementation of Pradhan Mantri Fasal Bima Yojana (PMFBY); and (vii) promotion of ancillary activities like dairy, poultry, bee-keeping and fisheries. The strategy for DFI, involving increase in private investment by 6.62 per cent per annum from the base year 2015-16 at the national level, should also include among others: (a) promoting higher agricultural growth in less developed regions, including rainfed areas, with a focus on marginal and small holders; (b) strengthening livestock related activities and crop diversification to high value produce like horticulture, in line with market signals; (c) shifting priority focus to post-production management and the agricultural marketing system; (d) sizeable increase in institutional credit to farmers; (e) allocation of more resources by state governments towards minor irrigation; and (f) incentivising private corporate sector to participate in investments in agriculture (GoI, 2017). In order to achieve DFI, GoI can use income policy to protect the poor, free up prices for farmers, and allow private trade to stock and operate freely and have unhindered exports (Gulati and Hussain, 2017). What is also needed is the continuance of PM-KISAN, with possibly a higher allocation, along with top-up by states, on the lines of YSR-Rythu Bharosa-PM-KISAN of Andhra Pradesh.

 

 4.2 Irrigation and Water-use Efficiency

India is a water-stressed country, and the declining per capita availability of water in the country poses a major challenge to the growth of agriculture. Out of the country’s 4 percent share of global freshwater availability, the agriculture sector consumes about 78 percent share of water (Sharma, et al., 2018). However, while only 48.7 per cent of the net sown area in the country is irrigated, the depletion of groundwater, which accounts for about 60 per cent of the country’s irrigated area, has adverse impact on irrigation cost and crop productivity. Therefore,  implementation of  PMKSY and PDMC should create higher irrigation potential and ensure water-use efficiency.

 

The overall irrigation efficiency in India is observed to be low compared to global standards due to the use of conventional flood irrigation technique, practised in large parts of the country. In order to improve water-use efficiency of crop cultivation, the use of precision irrigation technologies needs to gain momentum. Water stress can be reduced and availability of water can be increased through cost-based water pricing. There is also a need to make a paradigm shift from use of input intensive technology to significantly enhancing input productivity, e.g., the use of water-saving technology like micro-irrigation, System of Rice Intensification (SRI), direct seeded rice, zero tillage, etc.


  4.3 Tech-driven agriculture

According to NITI Aayog (2018), Artificial Intelligence (AI) will have significant global impact on agricultural productivity at all levels of the value chain. AI and embedded systems in agriculture sector via smart irrigation system can result in the efficient use of water resources. Drip irrigation system can be fully automated using IoT, resulting in significantly higher crop yield due to much better water-use efficiency than traditional drip irrigation system. NITI Aayog and IBM have partnered to develop a crop yield prediction model using AI to provide real time advisory to farmers. Also, Microsoft in collaboration with ICRISAT, has developed an AI Sowing App. The app sends sowing advisories to participating farmers on the optimal date to sow. 

According to NASSCOM and Zinnov (2020), agri-tech start-ups are using technology drivers such as AI, machine learning (ML), robotics and satellite communication to serve farmers’ needs. The interface of agriculture with technology steered entrepreneurship is increasing competitiveness, leveraging digitisation and relying on innovation to solve varied challenges in the sector (Kant, 2021). There are 735 agri-tech start-ups in India which are enabling Indian agriculture to become future ready, and there is a need to scale up the agri-tech start-up ecosystem for the benefit of majority of farmers.

4.4 Agriculture Marketing Reforms

GoI’s vision of DFI signified a paradigm shift in agriculture policy from ensuring food security to income security of farmers, by maximising their gains through post-production activities. The enactment of Farmers’ Produce Trade and Commerce (Promotion and Facilitation) Act, 2020 (FPTC Act, 2020), Farmers (Empowerment and Protection) Agreement on Price Assurance and Farm Services Act, 2020 (FAPAFS Act, 2020) and Essential Commodities (Amendment) Act, 2020 (ECA, 2020), signified the ushering in of the long-awaited comprehensive  agri-marketing reforms. However, the Acts have since been repealed, in response to the year-long agitation by a section of farmers against the Acts. It is, therefore, imperative for the central and state governments, along with agriculture scientists, economists, farmers, agri-tech companies, corporate sector, and all stakeholders to start a consultative process to facilitate state governments to enact agriculture marketing reform Acts, and for GoI to enact a law facilitating easy inter-state movement of agri-commodities/ produce. Further, in order to develop an efficient nation-wide  agri-marketing system, e-NAMs need to be scaled up and made more efficient, and all private markets and accredited warehouses should be linked to e-NAMs.

4.5 Rural Infrastructure and Efficient Agri-Value Chains

Investment in rural infrastructure is a pre-condition to enable the acceleration of agricultural growth, creation of new economic opportunities, and generation of employment. It is, therefore, worth appreciating that the Union Budget 2021-22 has enhanced the allocation under Rural Infrastructure Development Fund (RIDF), administered by NABARD, by a whopping 33.3 percent to `40,000 crore over the allocation in the previous year’s Budget.

Further, setting up of mega food parks, integrated cold chains, food processing units, agro-processing clusters, and implementation of Operations Greens Scheme, under GoI’s comprehensive package of PM Kisan SAMPADA Yojana (PMKSY) , will not only provide a big boost to the growth of food processing sector in the country but also ensure higher income to farmers, while creating huge employment opportunities especially in the rural areas, reducing wastage of agricultural produce, and enhancing the export of processed foods. The Production Linked Incentive (PLI) Scheme for the food processing sector is a step in the right direction.

 India is the largest producer of milk in the world, having increased from 146.3 million tonnes in 2014-15 to 198.4 million tonnes in 2019-20 (GoI, 2021). The country is also the second largest fish producing country in the world, and fisheries is the fastest-growing (12 percent real GVA growth in 2018-19) sub-sector of agriculture and allied sector.  A focus on development of efficient dairy and fisheries value chains could significantly increase employment and improve the income of smallholder farmers.


4.6  Agriculture Export Reforms

India ranks among the top ten exporters of agricultural products in the world.  According to WTO’s World Trade Statistical Review 2021, the country’s share in global agricultural exports increased from 1.1 percent in the year 2000 to 2.2 percent in 2020, valued at $39 billion, In order to catch-up with Brazil ($89 billion) and China ($82 billion), India needs to bring about structural reforms in the agriculture sector, including a stable trade policy regime (Roy, 2021).

India’s agricultural exports experienced huge fluctuations during the period 2011-12 to 2020-21 (Figure – 3). The ten-year CAGR was -0.6 percent. During the first five-year period 2011-12 to 2015-16, the CAGR was -3.0 percent. The second five-year period (2016-17 to 2020-21) witnessed a positive CAGR to 2.4 percent.

CAGR:  2011-12 to 2020-21 = -0.6%; 2011-12 to 2015-16 = -3.0%; 2016-17 to 2020-21 = 2.4%

Source: Author’s calculations based on data accessed from Economic Survey, Government of India (various issues) and World Trade Statistical Review 2021, WTO

The Agriculture Export Policy (AEP), 2018 of GoI, aims at achieving an export target of $60 billion by 2022 and $100 billion within a few years, thereafter. This is indeed a humongous task, and achieving the target would involve a paradigm shift from a “business-as-usual” approach to a well-calibrated, comprehensive, strategic  and result-oriented agri-export policy and action plan.

 The agri-export strategy should include integration of value-added agri-produce with global value chains (GVC), by adopting the best agricultural practices involving productivity gains and cost competitiveness. Also, in order to boost exports of dairy products and make the dairy sector globally competitive, GoI needs to consider the development of Dairy Export Zones (DEZs) in collaboration with state governments (Roy, 2021). The AEP has recommended the establishment of Agriculture Export Zones (AEZs), to facilitate value addition of agri-commodities for increasing exports in a WTO compatible manner. In order to ensure higher income to farmers, FPOs need to be linked to AEZs to supply SPS-compliant agri-products. 


4.7  Climate Mitigation and Adaptation for Sustainable Agriculture Development

Climate Smart Agriculture (CSA) works to reconcile the objectives of sustainably increasing agricultural productivity and incomes, building resilience and adapting agriculture to climate change, and reducing and removing greenhouse gas emissions from agriculture (FAO, 2019). Drip irrigation is a CSA technology, which saves water and energy, while reducing GHG emissions. Expansion in the use of solar-powered AI-based drip irrigation systems across all states in India and for major crops, viz. rice, wheat, horticultural crops and sugarcane can be an integral part of a Water-Energy-Food (WEF) nexus approach to support water-use efficiency, use of renewable energy and mitigation of GHG emissions, food security and sustainable agriculture.

 Methane (CH4) emissions contribute to a third of the current anthropogenic GHG warming. Paddy cultivation contributes about 15-20 percent of the total anthropogenic CH4 emissions. Methods like System of Rice Intensification (SRI), drip irrigation, soil amendments, organic matter management, different tillage, rotation, and cultivar selection, can facilitate mitigation of methane emission (Roy, 2020).

 

4.8 Research and Development and Extension Services

The needs of farmers in terms of information and technology support have become more complex, due to the rapid pace of developments in the agriculture sector. India needs a vibrant, responsive, market oriented and globally competitive agricultural research ecosystem (NITI Aayog, 2017). Budgetary resources for R&D on seeds (HYV and GM), and agri-technology,  need to be enhanced significantly.  The private sector, too, needs to enhance investment in R&D. Further, there is a need to revitalise agriculture extension services by making them more relevant and useful in order to improve agricultural productivity. Also, efforts need to be made to enhance post-harvest processing and value-added activities at the farm. FPOs/ FPCs could be developed into alternative agencies for providing extension services to farmers.

4.9  Agriculture Credit

Adequate and timely availability of bank credit, at affordable rates of interest is essential to improve agricultural productivity and sustainability. The  focus needs be on ensuring increased credit flows to high-growth and high-value activities, viz. animal husbandry, dairy, and fisheries, along with horticulture, farm mechanisation, warehouses and cold chains, to farmers, FPOs and agripreneurs. It is imperative to increase the share of agriculture term loans in total agriculture credit disbursed, from the current 40 percent to 60 percent, to accelerate  capital formation in agriculture.


4.10        Risk Management

The PMFBY, which aims to provide insurance coverage and financial support to the farmers in the event of failure of any of the notified crops as a result of natural calamities, pests and diseases, needs to be redesigned for timely and adequate support to farmers.  Futures markets provide a market mechanism to balance the imbalance of the supply-demand pattern of agricultural commodities. Also, the combination of futures and options can give market participants the benefit of price discovery of futures and simpler risk management of options. FPOs need to be encouraged to participate in futures and options trading of NCDEX.

 

     5. Conclusion 

An enabling environment for agricultural sustainability needs to be created through massive investment in irrigation, with a focus on water-use efficiency, enhancement in total factor productivity of crops, tech-driven agriculture,  climate-smart agriculture, creation of rural infrastructure, development of efficient agri-value chains, agri-marketing reforms, promotion of agri-exports, enhancing spending on R&D, credit innovations, and agri-risk management. Also, tenancy reforms need to be carried out by states. Effective implementation of these transformative reforms, could lead to sustainability of Indian agriculture, and facilitate the achievement of doubling farmers’ income by 2024-25, while mitigating agrarian distress. Reforms would create an ecosystem which promises to enable farmers to come out of the VUCA world.

 (This blog is drawn from paper published in Indian Economic Journal Special Issue of the 103rd Annual Conference of the Indian Economic Association)

References:

Agarwal, Bina. 2016. “Rethinking Agricultural Production Collectives: The Case for a Group Approach to Energise Agriculture and Empower Small Farmers” in C.Ramasamy and K.R.Ashok (Eds.) Vicissitudes of Agriculture in the Fast Growing Indian Economy: Challenges, Strategies and the Way Forward, Indian Society for Agricultural Economics, Academic Foundation, New Delhi.

FAO. 2016. State of Food and Agriculture 2016.

FAO. 2019. Climate-smart Agriculture and the Sustainable Development Goals

Government of India. 2017. Report of the Committee on Doubling Farmers’ Income, Volume II, Ministry of Agriculture and farmers’ Welfare, New Delhi.

Government of India. 2021. Economic Survey 2020-21, Vol.2, Ministry of Finance.

Gulati, Ashok and Siraj Hussain. 2017. “Chasing a Dream: Doubling Farmers’ Income by2022", Financial Express, August 28, 2017, Mumbai.

Kant, Amitabh. 2021. “Sowing Future Growth: Advantage Agritech for Farm  Sector Transformation.” Financial Express, January 15, 2021.

NABARD, 2018. NABARD All India Rural Financial Inclusion Survey 2016-17 (NAFIS)

NASSCOM and Zinnov. 2020. Indian Tech Start-up Ecosystem 2020.

NITI Aayog. 2017. India: Three Year Action Agenda 2017-18 to 2019-20, NITI Aayog, New Delhi.

 NITI Aayog. 2018. Discussion Paper: National Strategy for Artificial Intelligence. NITI Aayog, New Delhi.

 Roy, Debesh. 2020. “Green development: Strategising mitigation of agricultural methane emissions”, Financial Express,  August 24, 2020.

 Roy, Debesh. 2021. “Doubling Farmers’ Income: Increasing Agricultural Exports is Key.” Financial Express, January 12, 2021.

Sharma, Bharat R., Ashok Gulati, Gayathri Mohan, Stuti Manchanda, Indro Ray, and Upali Amarasinghe, 2018. Water Productivity Mapping of Major Indian Crops. NABARD & ICRIER



[1] Based on data accessed from Press Note on Provisional Estimates of Annual National Income, 2020-21, National Statistical Office Ministry of Statistics & Programme Implementation,  Government of India, 31 May 2021.

[2] 2020-21 data is as per Second Advance Estimate of GDP, 26 February 2021, MoSPI, GoI.

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