Data-driven digital transformation for uncertainty reduction – Application of satellite imagery analytics in institutional crop credit management
Author
Abstract
Suggested Citation
DOI: 10.1016/j.ijpe.2024.109498
Download full text from publisher
As the access to this document is restricted, you may want to search for a different version of it.
References listed on IDEAS
- Wang, Gang & Gunasekaran, Angappa & Ngai, Eric W.T. & Papadopoulos, Thanos, 2016. "Big data analytics in logistics and supply chain management: Certain investigations for research and applications," International Journal of Production Economics, Elsevier, vol. 176(C), pages 98-110.
- Aker, Jenny C. & Ksoll, Christopher, 2016. "Can mobile phones improve agricultural outcomes? Evidence from a randomized experiment in Niger," Food Policy, Elsevier, vol. 60(C), pages 44-51.
- Shawn Cole, 2009.
"Fixing Market Failures or Fixing Elections? Agricultural Credit in India,"
American Economic Journal: Applied Economics, American Economic Association, vol. 1(1), pages 219-250, January.
- Shawn A. Cole, 2008. "Fixing Market Failures or Fixing Elections? Agricultural Credit in India," Harvard Business School Working Papers 09-001, Harvard Business School.
- Kumar, Anjani & Mishra, Ashok K. & Saroj, Sunil & Joshi, P.K., 2017. "Institutional versus non-institutional credit to agricultural households in India: Evidence on impact from a national farmers’ survey," Economic Systems, Elsevier, vol. 41(3), pages 420-432.
- Tsai, Kellee S., 2004. "Imperfect Substitutes: The Local Political Economy of Informal Finance and Microfinance in Rural China and India," World Development, Elsevier, vol. 32(9), pages 1487-1507, September.
- Xiangping Jia & Franz Heidhues & Manfred Zeller, 2010. "Credit rationing of rural households in China," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 70(1), pages 37-54, May.
- Xiangping Jia & Franz Heidhues & Manfred Zeller, 2010. "Credit rationing of rural households in China," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 70(1), pages 37-54, May.
- Amir K. Abadi Ghadim & David J. Pannell & Michael P. Burton, 2005. "Risk, uncertainty, and learning in adoption of a crop innovation," Agricultural Economics, International Association of Agricultural Economists, vol. 33(1), pages 1-9, July.
- Gary P. Pisano, 2010. "The evolution of science-based business: innovating how we innovate," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 19(2), pages 465-482, April.
- Dean Karlan & Markus Mobius & Tanya Rosenblat & Adam Szeidl, 2009.
"Trust and Social Collateral,"
The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(3), pages 1307-1361.
- Markus Mobius & Adam Szeidl, 2007. "Trust and Social Collateral," NBER Working Papers 13126, National Bureau of Economic Research, Inc.
- Karlan, Dean & Mobius, Markus & Rosenblat, Tanya & Szeidl, Adam, 2009. "Trust and Social Collateral," Staff General Research Papers Archive 13026, Iowa State University, Department of Economics.
- Szeidl, Adam & Rosenblat, Tanya & Mobius, Markus & Karlan, Dean, 2009. "Trust and Social Collateral," Scholarly Articles 3051620, Harvard University Department of Economics.
- Raymond Fisman & Daniel Paravisini & Vikrant Vig, 2017.
"Cultural Proximity and Loan Outcomes,"
American Economic Review, American Economic Association, vol. 107(2), pages 457-492, February.
- Raymond Fisman & Daniel Paravisini & Vikrant Vig, 2012. "Cultural Proximity and Loan Outcomes," Working Papers id:5036, eSocialSciences.
- Fisman, Raymond & Paravisini, Daniel & Vig, Vikrant, 2017. "Cultural proximity and loan outcomes," LSE Research Online Documents on Economics 67376, London School of Economics and Political Science, LSE Library.
- Fisman, Raymond & Paravisini, Daniel & Vig, Vikrant, 2016. "Cultural proximity and loan outcomes," LSE Research Online Documents on Economics 118974, London School of Economics and Political Science, LSE Library.
- Raymond Fisman & Daniel Paravisini & Vikrant Vig, 2012. "Cultural Proximity and Loan Outcomes," NBER Working Papers 18096, National Bureau of Economic Research, Inc.
- Bell, Clive, 1990. "Interactions between Institutional and Informal Credit Agencies in Rural India," The World Bank Economic Review, World Bank, vol. 4(3), pages 297-327, September.
- Shahidur R. Khandker, 2005.
"Microfinance and Poverty: Evidence Using Panel Data from Bangladesh,"
The World Bank Economic Review, World Bank, vol. 19(2), pages 263-286.
- Khandker, Shahidur R., 2003. "Microfinance and poverty - evidence using panel data from Bangladesh," Policy Research Working Paper Series 2945, The World Bank.
- Michael Carter & Christopher Barrett, 2006. "The economics of poverty traps and persistent poverty: An asset-based approach," Journal of Development Studies, Taylor & Francis Journals, vol. 42(2), pages 178-199.
- Dhaliwal, Iqbal & Hanna, Rema, 2017. "The devil is in the details: The successes and limitations of bureaucratic reform in India," Journal of Development Economics, Elsevier, vol. 124(C), pages 1-21.
- Bag, Surajit & Rahman, Muhammad Sabbir & Srivastava, Gautam & Giannakis, Mihalis & Foropon, Cyril, 2023. "Data-driven digital transformation and the implications for antifragility in the humanitarian supply chain," International Journal of Production Economics, Elsevier, vol. 266(C).
- Khandker, Shahidur R. & Faruqee, Rashid R., 2003.
"The impact of farm credit in Pakistan,"
Agricultural Economics, Blackwell, vol. 28(3), pages 197-213, May.
- Khandker, Shahidur R. & Faruqee, Rashidur R., 2001. "The impact of farm credit in Pakistan," Policy Research Working Paper Series 2653, The World Bank.
- Jay R. Galbraith, 1974. "Organization Design: An Information Processing View," Interfaces, INFORMS, vol. 4(3), pages 28-36, May.
- Kumar, Anjani & Mishra, Ashok K. & Saroj, Sunil & Joshi, Pramod Kumar, 2017. "Institutional versus noninstitutional credit to agricultural households in India: Evidence on impact from a national farmers’ survey," IFPRI discussion papers 1614, International Food Policy Research Institute (IFPRI).
- Majid Bazarbash, 2019. "FinTech in Financial Inclusion: Machine Learning Applications in Assessing Credit Risk," IMF Working Papers 2019/109, International Monetary Fund.
- Sidhu, R.S. & Vatta, Kamal, 2012. "Improving Economic Viability of Farming: A Study of Cooperative Agro Machinery Service Centres in Punjab," Agricultural Economics Research Review, Agricultural Economics Research Association (India), vol. 25(Conferenc).
- Zeller, Manfred, 1994.
"Determinants of credit rationing: A study of informal lenders and formal credit groups in Madagascar,"
World Development, Elsevier, vol. 22(12), pages 1895-1907, December.
- Zeller, Manfred, 1994. "Determinants of credit rationing: a study of informal lenders and formal credit groups in Madagascar," FCND discussion papers 2, International Food Policy Research Institute (IFPRI).
- Bai, Chunguang & Shi, Baofeng & Liu, Feng & Sarkis, Joseph, 2019. "Banking credit worthiness: Evaluating the complex relationships," Omega, Elsevier, vol. 83(C), pages 26-38.
- Sudha Narayanan, 2016.
"The productivity of agricultural credit in India,"
Agricultural Economics, International Association of Agricultural Economists, vol. 47(4), pages 399-409, July.
- Sudha Narayanan, 2015. "The Productivity of Agricultural Credit in India," Working Papers id:6428, eSocialSciences.
- Sudha Narayanan, 2015. "The Productivity of agricultural credit in India," Indira Gandhi Institute of Development Research, Mumbai Working Papers 2015-001, Indira Gandhi Institute of Development Research, Mumbai, India.
- Isabelle Gu�rin & Bert D'Espallier & Govindan Venkatasubramanian, 2013. "Debt in Rural South India: Fragmentation, Social Regulation and Discrimination," Journal of Development Studies, Taylor & Francis Journals, vol. 49(9), pages 1155-1171, September.
- Landes, Maurice R. & Burfisher, Mary E., 2009. "Growth and Equity Effects of Agricultural Marketing Efficiency Gains in India," Economic Research Report 55959, United States Department of Agriculture, Economic Research Service.
- Stephanie Kelley & Anton Ovchinnikov & David R. Hardoon & Adrienne Heinrich, 2022. "Antidiscrimination Laws, Artificial Intelligence, and Gender Bias: A Case Study in Nonmortgage Fintech Lending," Manufacturing & Service Operations Management, INFORMS, vol. 24(6), pages 3039-3059, November.
- Malimba Musafiri Papias & P. Ganesan, 2009. "Repayment behaviour in credit and savings cooperative societies," International Journal of Social Economics, Emerald Group Publishing Limited, vol. 36(5), pages 608-625, April.
- Chandra S. Kumar & Calum G. Turvey & Jaclyn D. Kropp, 2013.
"The Impact of Credit Constraints on Farm Households: Survey Results from India and China,"
Applied Economic Perspectives and Policy, Agricultural and Applied Economics Association, vol. 35(3), pages 508-527.
- Chandra S. Kumar & Calum G. Turvey & Jaclyn D. Kropp, 2013. "The Impact of Credit Constraints on Farm Households: Survey Results from India and China," Applied Economic Perspectives and Policy, Agricultural and Applied Economics Association, vol. 35(3), pages 508-527.
- Papanagnou, Christos & Seiler, Andreas & Spanaki, Konstantina & Papadopoulos, Thanos & Bourlakis, Michael, 2022. "Data-driven digital transformation for emergency situations: The case of the UK retail sector," International Journal of Production Economics, Elsevier, vol. 250(C).
- Jindrich Spicka & Tomas Hlavsa & Katerina Soukupova & Marie Stolbova, 2019. "Approaches to estimation the farm-level economic viability and sustainability in agriculture: A literature review," Agricultural Economics, Czech Academy of Agricultural Sciences, vol. 65(6), pages 289-297.
- Mikkel Barslund & Finn Tarp, 2008.
"Formal and Informal Rural Credit in Four Provinces of Vietnam,"
Journal of Development Studies, Taylor & Francis Journals, vol. 44(4), pages 485-503, April.
- Mikkel Barslund & Finn Tarp, 2007. "Formal and Informal Rural Credit in Four Provinces of Vietnam," Discussion Papers 07-07, University of Copenhagen. Department of Economics.
- Supriya Garikipati & Susan Johnson & Isabelle Guérin & Ariane Szafarz, 2017.
"Microfinance and Gender: Issues, Challenges and The Road Ahead,"
Journal of Development Studies, Taylor & Francis Journals, vol. 53(5), pages 641-648, May.
- Supriya Garikipati & Isabelle Guérin & Susan S.J. Johnson & Ariane Szafarz, 2016. "Microfinance and Gender: Issues, Challenges and the Road Ahead," ULB Institutional Repository 2013/239876, ULB -- Universite Libre de Bruxelles.
- Supriya Garikipati & Isabelle Guérin & Susan S.J. Johnson & Ariane Szafarz, 2017. "Microfinance and Gender: Issues, Challenges and the Road Ahead," Working Papers CEB 17-010, ULB -- Universite Libre de Bruxelles.
- Kassie, Menale & Shiferaw, Bekele & Muricho, Geoffrey, 2011. "Agricultural Technology, Crop Income, and Poverty Alleviation in Uganda," World Development, Elsevier, vol. 39(10), pages 1784-1795.
- Dubey, Rameshwar & Bryde, David J. & Dwivedi, Yogesh K. & Graham, Gary & Foropon, Cyril, 2022. "Impact of artificial intelligence-driven big data analytics culture on agility and resilience in humanitarian supply chain: A practice-based view," International Journal of Production Economics, Elsevier, vol. 250(C).
- Allen, Linda & DeLong, Gayle & Saunders, Anthony, 2004. "Issues in the credit risk modeling of retail markets," Journal of Banking & Finance, Elsevier, vol. 28(4), pages 727-752, April.
- Larry G. Epstein, 1999. "A Definition of Uncertainty Aversion," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 66(3), pages 579-608.
- Christine M. Beckman & Pamela R. Haunschild & Damon J. Phillips, 2004. "Friends or Strangers? Firm-Specific Uncertainty, Market Uncertainty, and Network Partner Selection," Organization Science, INFORMS, vol. 15(3), pages 259-275, June.
- Greenhalgh, Christine & Rogers, Mark, 2006.
"The value of innovation: The interaction of competition, R&D and IP,"
Research Policy, Elsevier, vol. 35(4), pages 562-580, May.
- Christine Greenhalgh & Mark Rogers, 2004. "The Value of Innovation: The Interaction of Competition, R&D and IP," Economics Series Working Papers 192, University of Oxford, Department of Economics.
- André Hanelt & René Bohnsack & David Marz & Cláudia Antunes Marante, 2021. "A Systematic Review of the Literature on Digital Transformation: Insights and Implications for Strategy and Organizational Change," Journal of Management Studies, Wiley Blackwell, vol. 58(5), pages 1159-1197, July.
- Stuart, Toby E. & Ozdemir, Salih Zeki & Ding, Waverly W., 2007. "Vertical alliance networks: The case of university-biotechnology-pharmaceutical alliance chains," Research Policy, Elsevier, vol. 36(4), pages 477-498, May.
- Malimba Musafiri Papias & P. Ganesan, 2009. "Repayment behaviour in credit and savings cooperative societies," International Journal of Social Economics, Emerald Group Publishing Limited, vol. 36(5), pages 608-625, April.
- Bylund, Per L. & McCaffrey, Matthew, 2017. "A theory of entrepreneurship and institutional uncertainty," Journal of Business Venturing, Elsevier, vol. 32(5), pages 461-475.
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- Narayan Prasad Nagendra & Gopalakrishnan Narayanamurthy & Roger Moser, 2022. "Satellite big data analytics for ethical decision making in farmer’s insurance claim settlement: minimization of type-I and type-II errors," Annals of Operations Research, Springer, vol. 315(2), pages 1061-1082, August.
- Birthal, Pratap S. & Hazrana, Jaweriah & Roy, Devesh & Satyasai, K. J. S, 2024. "Can Finance Mitigate Climate Risks in Agriculture? Farm-level Evidence from India," Policy Papers 344992, ICAR National Institute of Agricultural Economics and Policy Research (NIAP).
- Tran, Minh Chau & Gan, Christopher & Hu, Baiding, 2014. "Credit Constraints and Impact on Farm Household Welfare: Evidence from Vietnam’s North Central Coast region," 2014 Conference, August 28-29, 2014, Nelson, New Zealand 187495, New Zealand Agricultural and Resource Economics Society.
- Chakraborty, Pallabi & Mahanta, Amarjyoti, 2024. "The role of financial and physical assets as substitute or complementary to land as collateral in credit market: Evidence from Indian households," Economic Systems, Elsevier, vol. 48(2).
- Paramasivam Ramasamy & Umanath Malaiarasan, 2023. "Agricultural credit in India: determinants and effects," Indian Economic Review, Springer, vol. 58(1), pages 169-195, June.
- Mishra, Aswini Kumar & Bhardwaj, Vedant, 2022. "Financial access and household’s borrowing: Policy perspectives of an emerging economy," Journal of Policy Modeling, Elsevier, vol. 44(5), pages 981-999.
- Ta Nhat Linh & Hoang Thanh Long & Le Van Chi & Le Thanh Tam & Philippe Lebailly, 2019. "Access to Rural Credit Markets in Developing Countries, the Case of Vietnam: A Literature Review," Sustainability, MDPI, vol. 11(5), pages 1-18, March.
- Menkhoff, Lukas & Rungruxsirivorn, Ornsiri, 2011. "Do Village Funds Improve Access to Finance? Evidence from Thailand," World Development, Elsevier, vol. 39(1), pages 110-122, January.
- Liqiong Lin & Weizhuo Wang & Christopher Gan & David A. Cohen & Quang T.T Nguyen, 2019. "Rural Credit Constraint and Informal Rural Credit Accessibility in China," Sustainability, MDPI, vol. 11(7), pages 1-20, April.
- Ghafoori, Arman & Gupta, Manjul & Merhi, Mohammad I. & Gupta, Samrat & Shore, Adam P., 2024. "Toward the role of organizational culture in data-driven digital transformation," International Journal of Production Economics, Elsevier, vol. 271(C).
- Menkhoff, Lukas & Rungruxsirivorn, Ornsiri, 2009. "Village Funds in the Rural Credit Market of Thailand," Proceedings of the German Development Economics Conference, Frankfurt a.M. 2009 45, Verein für Socialpolitik, Research Committee Development Economics.
- Belhadi, Amine & Venkatesh, Mani & Kamble, Sachin & Abedin, Mohammad Zoynul, 2024. "Data-driven digital transformation for supply chain carbon neutrality: Insights from cross-sector supply chain," International Journal of Production Economics, Elsevier, vol. 270(C).
- Malik, Mohsin & Andargoli, Amir & Ali, Imran & Chavez, Roberto, 2024. "A socio-cognitive theorisation of how data-driven digital transformation affects operational productivity?," International Journal of Production Economics, Elsevier, vol. 277(C).
- Kundu, Amit & DAS, SANGITA, 2021. "Accessibility of Institutional Credit among the Agricultural Labour Households and its Impact on their Livelihood," MPRA Paper 112791, University Library of Munich, Germany, revised 03 Mar 2022.
- Shijun Chai & Yang Chen & Bihong Huang & Dezhu Ye, 2019. "Social networks and informal financial inclusion in China," Asia Pacific Journal of Management, Springer, vol. 36(2), pages 529-563, June.
- Hamdiyah Alhassan & Benjamin Musah Abu & Paul Kwame Nkegbe, 2020. "Access to Credit, Farm Productivity and Market Participation in Ghana: A Conditional Mixed Process Approach," Margin: The Journal of Applied Economic Research, National Council of Applied Economic Research, vol. 14(2), pages 226-246, May.
- Yusuf Ibrahim Kofarmata & Shri Dewi Applanaidu & Sallahuddin Hassan, 2016. "Determinants of Demand for Credit: A Conceptual Review," Asian Journal of Economics and Empirical Research, Asian Online Journal Publishing Group, vol. 3(1), pages 6-10.
- Syed, Tahir Abbas & Aslam, Haris & Bhatti, Zeeshan Ahmed & Mehmood, Fahad & Pahuja, Aseem, 2024. "Dynamic pricing for perishable goods: A data-driven digital transformation approach," International Journal of Production Economics, Elsevier, vol. 277(C).
- Menkhoff, Lukas & Rungruxsirivorn, Ornsiri, 2009. "Village Funds and Access to Finance in Rural Thailand," Hannover Economic Papers (HEP) dp-417, Leibniz Universität Hannover, Wirtschaftswissenschaftliche Fakultät.
- Yuan, Yan & Xu, Lihe, 2015. "Are poor able to access the informal credit market? Evidence from rural households in China," China Economic Review, Elsevier, vol. 33(C), pages 232-246.
More about this item
Keywords
Data-driven digital transformation; Uncertainty; Social innovation; Big data analytics; Institutional crop credit; Satellite imagery; Developing nations;All these keywords.
Statistics
Access and download statisticsCorrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:proeco:v:280:y:2025:i:c:s0925527324003554. See general information about how to correct material in RePEc.
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/ijpe .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.