Decoding Creditworthiness: Leveraging Big Data Analytics for Risk Assessment in Credit Appraisals


  • Kalpana Kataria Associate Professor Bharati College, University of Delhi New Delhi
  • Divya Sharma Assistant Professor Bharati College, University of Delhi New Delhi



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The aim of the present study is to explore the role of Big Data Analytics (BDA) in assessing the risk in credit appraisals also, to discuss credit assessment and its importance. The study also explores the Credit Risk Analytics (CRA) the threats and restrictions of BDA in credit appraisal as well as opportunities for data in banks.


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How to Cite

Kataria, K., & Sharma, D. (2024). Decoding Creditworthiness: Leveraging Big Data Analytics for Risk Assessment in Credit Appraisals. The Management Accountant Journal, 59(5), 79–83.



Credit Appraisals


Alshawawreh, A., Liébana-Cabanillas, F., & Blanco-Encomienda, F. (2024). Impact of Big Data Analytics on Telecom Companies’ Competitive Advantage. Technology in Society, Available at SSRN 4554611.

Annamalah, S., Paraman, P., Ahmed, S., Dass, R., Sentosa, I., Pertheban, T., & Singh, P. (2023). The role of open innovation and a normalizing mechanism of social capital in the tourism industry. Journal of Open Innovation: Technology, Market, and Complexity, 9(2), 100056.

Aranda, J., Tsitsanis, T., Georgopoulos, G., & Longares, J. (2023). Innovative Data-Driven Energy Services and Business Models in the Domestic Building Sector. . Sustainability, 15(4), 3742.

Aspiranti, T., Ali, Q., & Amaliah, I. (2023). Big Data Analytics to Support Open Innovation Strategies in Banks. Risks, 11(6), 106.

Bejarano, J., Sossa, J., Ocampo-López, C., & Ramírez-Carmona, M. (2023). Open innovation: A technology transfer alternative from universities. A systematic literature review. Journal of Open Innovation: Technology, Market, and Complexity, 1000, 100090.

Briones de Araluze, G., & Cassinello Plaza, N. (2022). Open banking: A bibliometric analysisdriven definition. PloS one, 17(10), e0275496.

FasterCapital. (2023, November). Leveraging Technology for Credit Appraisals. Retrieved from FasterCapital: %20data%20collection%2C%20 machine%20learning%2C%20artificial%20 intelligence%2C%20digital%20 documentation,assessments%2C%20and%20 improved%20risk%20manageme

Franzò, S., Landoni, P., Colombo, G., & Verganti, R. (2023). The role of publicly funded collaborative projects in implementing open innovation. Innovation, 25(3), 236-256.

Gianiodis, P., Ettlie, J., & Urbina, J. (2014). Gianiodis, P. T., Ettlie, J. E., & Urbina, J. J. (2014). Open service innovation in the global banking industry: Inside-out versus outside-in strategies. Academy of Management Perspectives, 28(1), 76-91.

Grenier, C. M. (2023). Data-Driven Innovation: What Is It? IEEE Transactions on Engineering Management, Vol. 70, Iss: 2, pp 784-790.

Han, M., & Jeon, J. (2023). Roadmap Incorporating Data Management Perspective for Platform Business Model Innovation. . Sustainability, 15(4), 3151.

Hou, Y., & Qian, S. (2023). (2023). Bigdata Analysis Implementation in Financial Field: Evidence from China Merchants Bank & Ant Group. Highlights in Business, Economics and Management, 10, 443-448.

Jiao, M. (2023). Big Data Analytics for AntiMoney Laundering Compliance in the Banking Industry. Highlights in Science, Engineering and Technology,, 49, 302-309.

Lo, C., Wang, C., & Chen, Y. (2020). The mediating role of intellectual capital in open innovation in the service industries. Sustainability, 12(12), 5220.

Murugan, M. (2023). Large-scale data-driven financial risk management & analysis using machine learning strategies. Measurement: Sensors, 27, 100756.

Nambisan, S., Bacon, J., & Throckmorton, J. (2012). The role of the innovation capitalist in open innovation. Research-Technology Management, 55(3), 49-57.

Roldan Bravo, M., Ruiz Moreno, A., Garcia Garcia, A., & Huertas-Valdivia, I. (2022). How open innovation practices drive innovation performance: moderated-mediation in the interplay between overcoming syndromes and capabilities. Journal of Business & Industrial Marketing, 37(2), 366-384.

Shukla, J., Dhyani, S., & Pujari, P. (2023). Big data analytics, a transformative approach to long‐term restoration research for meeting global targets. Restoration Ecology, 31(4), e13814.

Slavec Gomezel, A., & Rangus, K. (2019). Open innovation: It starts with the leader’s openness. . Innovation,, 21(4), 533-551.

Tian, X., Ruan, W., & Xiang, E. (2017). Open for innovation or bribery to secure bank finance in an emerging economy: A model and some evidence. Journal of Economic Behavior & Organization, 142, 226-240.

Whelan, E., Conboy, K., Crowston, K., Morgan, L., & Rossi, M. (2014). The role of information systems in enabling open innovation. Journal of the Association for Information Systems, 15(11), 4.

Zhang, J. (2023). Big Data and Related Model Algorithms in Commercial Bank Credit Evaluation. BCP business & management , Vol. 38, pp 110-117.

Zhao, Y. (2023). Bigdata Technique Implementation in Bank Industry: Evidence from China. Highlights in Science, Engineering and Technology, 49, 272-279.

Zubenko, V. (2023, september 19). How big data changes the scope of modern banking. Retrieved from Avenga:

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