The study examines the impact of climatic changes on the production of the major crops grown in India. The study estimates the panel data from 1970 to 2020 by using the Panel Autoregressive Distributed Lag technique. The results of the study show that in the long run, maximum temperature has a negative impact on crop production, whereas carbon dioxide emissions have a positive impact on crop production. In the short run, maximum temperature and average precipitation positively affect crop production, whereas minimum temperature negatively affects the production of crops. Besides climatic variables, the study also incorporates non-climatic variable such as the area under crop. The results revealed that the area under crop has a positive significant effect on crop production both in the short run and long run.
AbbasS. (2022). Climate change and major crop production: Evidence from Pakistan. Environmental Science and Pollution Research, 29(4), 5406–5414. https://doi.org/10.1007/s11356-021-16041-4
2.
AliS., LiuY., IshaqM., ShahT., Abdullah IlyasA., & DinI. U. (2017). Climate change and its impact on the yield of major food crops: Evidence from Pakistan. Foods, 6(6), 39. https://doi.org/10.3390/foods6060039
3.
AliS., ZubairM., & HussainS. (2021). The combined effect of climatic factors and technical advancement on yield of sugarcane by using ARDL approach: Evidence from Pakistan. Environmental Science and Pollution Research, 28(29), 39787–39804. https://doi.org/10.1007/s11356-021-13313-x
4.
AttiaouiI., & BoufatehT. (2019). Impacts of climate change on cereal farming in Tunisia: A panel ARDL–PMG approach. Environmental Science and Pollution Research, 26(13), 13334–13345. https://doi.org/10.1007/s11356-019-04867-y
5.
BaigI., AhmedF., SalamM. A., & KhanS. M. (2020). An assessment of climate change and crop productivity in India: A multivariate cointegration framework. Test Engineering and Management, 83, 3438–3452.
6.
BaltagiB., FengQ., & KaoC. (2012). A Lagrange multiplier test for cross-sectional dependence in a fixed effects panel data model. Center for Policy Research, 193. https://surface.syr.edu/cpr/193
7.
BeheraD. K., & SwainB. B. (2021). Coperative-led contract farming on farm productivity in India. Applied Econometrics and International Development, 21(1), 49–58.
8.
BhardwajM., KumarP., KumarS., DagarV., & KumarA. (2022). A district-level analysis for measuring the effects of climate change on production of agricultural crops, i.e., wheat and paddy: Evidence from India. Environmental Science and Pollution Research, 29, 31861–31885. https://doi.org/10.1007/s11356-021-17994-2
9.
BreuschT. S., & PaganA. R. (1980). The Lagrange multiplier test and its applications to model specification in econometrics. The Review of Economic Studies, 47(1), 239–253. https://doi.org/10.2307/2297111
10.
ChandioA. A., GokmenogluK. K., & AhmadF. (2021). Addressing the long- and short-run effects of climate change on major food crops production in Turkey. Environmental Science and Pollution Research, 28(37), 51657–51673. https://doi.org/10.1007/s11356-021-14358-8
11.
ChandioA. A., JiangY., RehmanA., & RaufA. (2020). Short and long-run impacts of climate change on agriculture: An empirical evidence from China. International Journal of Climate Change Strategies and Management, 12(2), 201–221. https://doi.org/10.1108/IJCCSM-05-2019-0026
12.
ChoudharyT. F., GuptaM., & MaviH. K. (2022). Modelling the relationship between climate change and rice yield: Evidence from Indian agriculture. Indian Journal of Economics and Development, 18(2), 495–500. https://doi.org/10.35716/IJED/22039
13.
DeryngD., ElliottJ., FolberthC., MüllerC., PughT. A. M., BooteK. J., ConwayD., RuaneA. C., GertenD., JonesJ. W., KhabarovN., OlinS., SchaphoffS., SchmidE., YangH., & RosenzweigC. (2016). Regional disparities in the beneficial effects of rising CO2 concentrations on crop water productivity. Nature Climate Change, 6(8), 786–790. https://doi.org/10.1038/nclimate2995
14.
DuasaJ. (2007). Determinants of Malaysian trade balance: An ARDL bound testing approach. Global Economic Review, 36(1), 89–102. https://doi.org/10.1080/12265080701217405
15.
Division, Economic, Affairs, Department of Economic Affairs, Ministry of Finance, Government of India (2020). Economic Survey 2020-21_Volume 1-2. https://www.indiabudget.gov.in/economicsurvey/ebook_es2021/index.html
16.
FAO. (2009). How to Feed the World in 2050 (High-Level Expert Forum, 2009). Retrieved fromhttps://www.fao.org/fileadmin/templates/wsfs/docs/expert_paper/How_to_Feed_the_World_in_2050.pdf
17.
FAO. (2021). Statistical Database, Food and Agriculture Organization of the United Nations. http://www.fao.org/faostat/en/#data
18.
FAO (Ed.). (2015). Coping with climate change: The roles of genetic resources for food and agriculture.
19.
GuiterasR. (2008). The impact of climate change on Indian agriculture. https://doi.org/10.1201/b17684-11
20.
GuntukulaR., & GoyariP. (2020). The impact of climate change on maize yields and its variability in Telangana, India: A panel approach study. Journal of Public Affairs, 20(3), e2088. https://doi.org/10.1002/pa.2088
21.
HowdenS. M., SoussanaJ.-F., TubielloF. N., ChhetriN., DunlopM., & MeinkeH. (2007). Adapting agriculture to climate change. Proceedings of the National Academy of Sciences, 104(50), 19691–19696. https://doi.org/10.1073/pnas.0701890104
22.
IBEF. (2021). Garments industry in India: Latest data on Indian apparel exports. https://www.ibef.org/exports/apparel-industry-india.aspx
23.
ImK. S., PesaranM. H., & ShinY. (2003). Testing for unit roots in heterogeneous panels. Journal of Econometrics, 115(1), 53–74. https://doi.org/10.1016/S0304-4076(03)00092-7
24.
IPCC. (2014). Climate Change 2014: Mitigation of Climate Change. Contribution of Working Group III to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Retrieved fromhttps://www.ipcc.ch/report/ar5/wg3/
25.
JainR. K., & BalS. (1997). Properties of pearl millet. Journal of Agricultural Engineering Research, 66(2), 85–91. https://doi.org/10.1006/jaer.1996.0119
26.
JanI., AshfaqM., & ChandioA. A. (2021). Impacts of climate change on yield of cereal crops in northern climatic region of Pakistan. Environmental Science and Pollution Research, 28, 60235–60245. https://doi.org/10.1007/s11356-021-14954-8
27.
JanjuaP. Z., SamadG., & KhanN. (2014). Climate change and wheat production in Pakistan: An autoregressive distributed lag approach. NJAS: Wageningen Journal of Life Sciences, 68(1), 13–19. https://doi.org/10.1016/j.njas.2013.11.002
28.
KariukiG. (2016). Effect of climate variability on output and yields of selected crops in Kenya. https://www.semanticscholar.org/paper/Effect-of-Climate-Variability-on-Output-and-Yields-Kariuki/6f6a72b9f3420625ccb762c5038d8119406810d0
29.
KhanA., AliS., ShahS. A., KhanA., & UllahR. (2019). Impact of climate change on maize productivity in Khyber Pakhtunkhwa, Pakistan. Sarhad Journal of Agriculture, 35(2), 594–601. https://doi.org/10.17582/journal.sja/2019/35.2.594.601
30.
KnoxJ., HessT., DaccacheA., & WheelerT. (2012). Climate change impacts on crop productivity in Africa and South Asia. Environmental Research Letters, 7(3), 034032. https://doi.org/10.1088/1748-9326/7/3/034032
31.
KumarA. (2014). Climate change and sugarcane productivity in India: An econometric analysis. Journal of Social and Development Sciences, 5(2), 111–122. https://doi.org/10.22610/jsds.v5i2.811
32.
KumarP., SahuN. C., KumarS., & AnsariM. A. (2021). Impact of climate change on cereal production: Evidence from lower-middle-income countries. Environmental Science and Pollution Research, 28(37), 51597–51611. https://doi.org/10.1007/s11356-021-14373-9
33.
KumariA., & GargV. (2021). Impact of credit on sustainable agricultural development in India. Journal of Sustainable Finance & Investment, 13(1), 560–571. https://doi.org/10.1080/20430795.2021.1964811
34.
MahajanA., & MajumdarK. (2021). Impact of environmental tax on comparative advantage of food and food products: A study of G20 countries in light of environmentally sensitive goods. The Indian Economic Journal, 69(4), 705–728. https://doi.org/10.1177/00194662211035273
35.
MaiaduaU. S. S., MakamaS. A., AhamedM. A. I., & MukherjeeD. N. (2016). Food production and climate change in India: Evidence from ARDL approach to co-integration. Progressive Research – An International Journal, 11, 637–641.
36.
McCarlB. A., VillavicencioX., & WuX. (2008). Climate change and future analysis: Is stationarity dying? American Journal of Agricultural Economics, 90(5), 1241–1247. https://www.jstor.org/stable/20492379
37.
MendelsohnR. (2008). The impact of climate change on agriculture in developing countries. Journal of Natural Resources Policy Research, 1(1), 5–19. https://doi.org/10.1080/19390450802495882
38.
MujtabaA., & JenaP. K. (2021). Analyzing asymmetric impact of economic growth, energy use, FDI inflows, and oil prices on CO2 emissions through NARDL approach. Environmental Science and Pollution Research, 28(24), 30873–30886. https://doi.org/10.1007/s11356-021-12660-z
39.
MujtabaA., & JenaP. K. (2022). Nexus between the energy market, industrialization, and economic growth in the Asia-Pacific region. Energy Research Letters, 3(Early View), 32–49. https://doi.org/10.46557/001c.32631
40.
MujtabaA., JenaP. K., & JoshiD. P. P. (2021). Growth and determinants of CO2 emissions: Evidence from selected Asian emerging economies. Environmental Science and Pollution Research, 28(29), 39357–39369. https://doi.org/10.1007/s11356-021-13078-3
41.
MujtabaA., JenaP. K., BekunF. V., & SahuP. K. (2022b). Symmetric and asymmetric impact of economic growth, capital formation, renewable and non-renewable energy consumption on environment in OECD countries. Renewable and Sustainable Energy Reviews, 160, 112300. https://doi.org/10.1016/j.rser.2022.112300
42.
MujtabaA., PawarS., JoshiD. P. P., & GopinathanR. (2022a). Examining asymmetric impact of climatic factors on crop yields in India. Applied Economics Letters, 30(11), 1488–1495. https://doi.org/10.1080/13504851.2022.2064416
43.
NarayananS. (2016). The productivity of agricultural credit in India. Agricultural Economics, 47(4), 399–409. https://doi.org/10.1111/agec.12239
44.
NasrullahM., RizwanullahM., YuX., JoH., SohailM. T., & LiangL. (2021). Autoregressive distributed lag (ARDL) approach to study the impact of climate change and other factors on rice production in South Korea. Journal of Water and Climate Change, 12(6), 2256–2270. https://doi.org/10.2166/wcc.2021.030
45.
NelsonG. C., ValinH., SandsR. D., HavlíkP., AhammadH., DeryngD., ElliottJ., FujimoriS., HasegawaT., HeyhoeE., KyleP., Von LampeM., Lotze-CampenH., Mason d’CrozD., van MeijlH., van der MensbruggheD., MüllerC., PoppA., RobertsonR., … WillenbockelD. (2014). Climate change effects on agriculture: Economic responses to biophysical shocks. Proceedings of the National Academy of Sciences, 111(9), 3274–3279. https://doi.org/10.1073/pnas.1222465110
46.
NorwoodF. Bailey, LuskJ. L., PeelD. S., & RileyJohn M. (2021). Agricultural marketing and price analysis(2nd ed.). Waveland Press.
47.
OdgaardM. V., BøcherP. K., DalgaardT., & SvenningJ.-C. (2011). Climatic and non-climatic drivers of spatiotemporal maize-area dynamics across the northern limit for maize production—A case study from Denmark. Agriculture, Ecosystems & Environment, 142(3-4), 291–302. https://doi.org/10.1016/j.agee.2011.05.026
48.
Our World in Data. (2022). https://ourworldindata.org/co2/country/india
49.
ParthibanJ. J., & AnjugamM. (2022). An economic analysis of agricultural credit-led agricultural growth in India. Asian Journal of Agricultural Extension, Economics & Sociology, 40(5), 38–49. https://doi.org/10.9734/ajaees/2022/v40i530884
50.
PesaranM. H. (2004). General diagnostic tests for cross section dependence in panels. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.572504
51.
PesaranM. H., ShinY., & SmithR. J. (2001). Bounds testing approaches to the analysis of level relationships. Journal of Applied Econometrics, 16(3), 289–326. https://doi.org/10.1002/jae.616
52.
PicksonR. B., HeG., & BoatengE. (2022). Impacts of climate change on rice production: Evidence from 30 Chinese provinces. Environment, Development and Sustainability, 24(3), 3907–3925. https://doi.org/10.1007/s10668-021-01594-8
53.
PicksonR. B., HeG., NtiamoahE. B., & LiC. (2020). Cereal production in the presence of climate change in China. Environmental Science and Pollution Research, 27(36), 45802–45813. https://doi.org/10.1007/s11356-020-10430-x
54.
PrasadP. V. V., KakaniV. G., & UpadhyayaH. D. (2009). Growth and production of groundnut. InVerheyeW. H.(Eds.), Soils, plant growth and crop production, Encyclopedia of life support systems (EOLSS), Developed under the Auspices of the UNESCO, EOLSS Publishers. http://www.eolss.net
55.
PraveenB., & SharmaP. (2020a). Climate change and its impacts on Indian agriculture: An econometric analysis. Journal of Public Affairs, 20(1), e1972. https://doi.org/10.1002/pa.1972
56.
PraveenB., & SharmaP. (2020b). Climate variability and its impacts on agriculture production and future prediction using autoregressive integrated moving average method (ARIMA). Journal of Public Affairs, 20(2), e2016. https://doi.org/10.1002/pa.2016
57.
RashidM., HusnainZ., ShakoorU., & ul HusnainM. I. (2020). Impact of climate change on cotton production in Pakistan: An ARDL bound testing approach. Sarhad Journal of Agriculture, 36(1), 333–341. https://doi.org/10.17582/journal.sja/2020/36.1.333.341
58.
RayD. K., WestP. C., ClarkM., GerberJ. S., PrishchepovA. V., & ChatterjeeS. (2019). Climate change has likely already affected global food production. PLoS One, 14(5), e0217148. https://doi.org/10.1371/journal.pone.0217148
59.
ReddyA. (2012). Market integration of grain legumes in India: The case of the chickpea market. SAARC Journal of Agriculture, 10(2), 11–29. https://doi.org/10.3329/sja.v10i2.18320
60.
ReddyA. A., & ReddyG. P. (2011). Integration of wholesale prices of groundnut complex. Indian Journal of Agricultural Marketing, 25, 89–108.
61.
Reserve Bank of India. (2021). Handbook of statistics on Indian economy. https://rbi.org.in/Scripts/AnnualPublications.aspx?head=Handbook%20of%20Statistics%20on%20Indian%20Economy
62.
SaravanakumarV. (2015). Impact of climate change on yield of major food crops in Tamil Nadu, India, id:7555; Working Papers. eSocialSciences. https://ideas.repec.org/p/ess/wpaper/id7555.html
63.
SchmidhuberJ., & TubielloF. N. (2007). Global food security under climate change. Proceedings of the National Academy of Sciences, 104(50), 19703–19708. https://doi.org/10.1073/pnas.0701976104
64.
WarsameA. A., Sheik-AliI. A., AliA. O., & SarkodieS. A. (2021). Climate change and crop production nexus in Somalia: An empirical evidence from ARDL technique. Environmental Science and Pollution Research, 28(16), 19838–19850. https://doi.org/10.1007/s11356-020-11739-3
65.
World Bank. (2021). India Country Profile. Retrieved fromhttps://climateknowledgeportal.worldbank.org/sites/default/files/country-profiles/15503-WB_India%20Country%20Profile-WEB.pdf
66.
World Bank Climate Change Knowledge Portal. (2022). https://climateknowledgeportal.worldbank.org/
67.
ZafarS., AlamD., & IqubalZ. (2020). Climatic and non-climatic influence on food grains production—Empirical evidence from Indian agriculture. International Journal of Management, 11(12), 2544–2557. https://doi.org/10.34218/IJM.11.12.2020.239
