Decoding Creditworthiness: Leveraging Big Data Analytics for Risk Assessment in Credit Appraisals
DOI:
https://doi.org/10.33516/maj.v59i5.79-83pKeywords:
No Keywords.Abstract
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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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. DOI: https://doi.org/10.2139/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. DOI: https://doi.org/10.1016/j.joitmc.2023.100056
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. DOI: https://doi.org/10.3390/su15043742
Aspiranti, T., Ali, Q., & Amaliah, I. (2023). Big Data Analytics to Support Open Innovation Strategies in Banks. Risks, 11(6), 106. DOI: https://doi.org/10.3390/risks11060106
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. DOI: https://doi.org/10.1016/j.joitmc.2023.100090
Briones de Araluze, G., & Cassinello Plaza, N. (2022). Open banking: A bibliometric analysisdriven definition. PloS one, 17(10), e0275496. DOI: https://doi.org/10.1371/journal.pone.0275496
FasterCapital. (2023, November). Leveraging Technology for Credit Appraisals. Retrieved from FasterCapital: https://fastercapital.com/content/Leveraging-Technology-forCredit-Appraisals.html#:~:text=Automated %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. DOI: https://doi.org/10.1080/14479338.2022.2055040
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. DOI: https://doi.org/10.5465/amp.2012.0126
Grenier, C. M. (2023). Data-Driven Innovation: What Is It? IEEE Transactions on Engineering Management, Vol. 70, Iss: 2, pp 784-790. DOI: https://doi.org/10.1109/TEM.2022.3145231
Han, M., & Jeon, J. (2023). Roadmap Incorporating Data Management Perspective for Platform Business Model Innovation. . Sustainability, 15(4), 3151. DOI: https://doi.org/10.3390/su15043151
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. DOI: https://doi.org/10.54097/hbem.v10i.8137
Jiao, M. (2023). Big Data Analytics for AntiMoney Laundering Compliance in the Banking Industry. Highlights in Science, Engineering and Technology,, 49, 302-309. DOI: https://doi.org/10.54097/hset.v49i.8522
Lo, C., Wang, C., & Chen, Y. (2020). The mediating role of intellectual capital in open innovation in the service industries. Sustainability, 12(12), 5220. DOI: https://doi.org/10.3390/su12125220
Murugan, M. (2023). Large-scale data-driven financial risk management & analysis using machine learning strategies. Measurement: Sensors, 27, 100756. DOI: https://doi.org/10.1016/j.measen.2023.100756
Nambisan, S., Bacon, J., & Throckmorton, J. (2012). The role of the innovation capitalist in open innovation. Research-Technology Management, 55(3), 49-57. DOI: https://doi.org/10.5437/08956308X5503031
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. DOI: https://doi.org/10.1108/JBIM-02-2020-0106
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. DOI: https://doi.org/10.1111/rec.13814
Slavec Gomezel, A., & Rangus, K. (2019). Open innovation: It starts with the leader’s openness. . Innovation,, 21(4), 533-551. DOI: https://doi.org/10.1080/14479338.2019.1615376
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. DOI: https://doi.org/10.1016/j.jebo.2017.08.002
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. DOI: https://doi.org/10.17705/1jais.00381
Zhang, J. (2023). Big Data and Related Model Algorithms in Commercial Bank Credit Evaluation. BCP business & management , Vol. 38, pp 110-117. DOI: https://doi.org/10.54691/bcpbm.v38i.3676
Zhao, Y. (2023). Bigdata Technique Implementation in Bank Industry: Evidence from China. Highlights in Science, Engineering and Technology, 49, 272-279. DOI: https://doi.org/10.54097/hset.v49i.8518
Zubenko, V. (2023, september 19). How big data changes the scope of modern banking. Retrieved from Avenga: https://www.avenga.com/magazine/how-big-data-changes-banking/
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