eISSN: 2791-173X editor@grpublishing.org
All Journals
Submit your article

Global Multidisciplinary Journal

Open Access Peer Review International
Open Access

Effect of Analytical Tools on Customer Interaction Records in Farm-Based Financial Services

DOI
PDF
Dr. Md. Arif Hasan 1 ,
4 Department of Artificial Intelligence and Data Science Dhaka Institute of Technology and Innovation Dhaka, Bangladesh

Abstract

The integration of analytical tools into customer relationship management (CRM) systems has significantly transformed the handling, interpretation, and utilization of customer interaction records, particularly within farm-based financial services. These institutions operate in complex, data-constrained environments where decision-making relies heavily on accurate and timely information regarding client behavior, credit patterns, and financial interactions. This study presents a comprehensive technical analysis of how analytical tools influence the structure, accuracy, accessibility, and predictive value of customer interaction records in agricultural financial systems.

The research adopts a system-oriented approach, combining principles of data analytics, information systems engineering, and knowledge management to evaluate the functional transformation of CRM reporting mechanisms. It explores how analytical tools enable data aggregation, pattern recognition, predictive modeling, and visualization within rural financial ecosystems. The study also examines the integration of machine learning models and simulation-based analytical frameworks, drawing conceptual parallels from computational modeling systems such as Geant4 and Monte Carlo-based tools, to understand complex data processing environments.

Findings indicate that analytical tools significantly enhance the quality and usability of customer interaction records by enabling real-time data processing, predictive risk assessment, and improved decision-making capabilities. Furthermore, the adoption of advanced analytics contributes to transparency, operational efficiency, and improved customer engagement strategies. However, challenges such as data inconsistency, infrastructure limitations, and technical skill gaps remain critical barriers.

The study contributes to the existing body of knowledge by proposing a structured analytical framework tailored to farm-based financial institutions. It also emphasizes the importance of integrating explainable and scalable analytical systems to ensure long-term sustainability. The research aligns with recent findings on CRM analytics in agri-banking systems (Karthik NallaniChakravartula, 2025), reinforcing the strategic importance of data-driven decision-making in rural financial services.

Keywords

Analytical Tools, Customer Interaction Records, Farm-Based Finance, CRM Systems

References

📄 Fassò, A. Ferrari, J. Ranft and P. R. Sala, “FLUKA: Status and prospective for hadronic applications,” Proc. MonteCarlo 2000 Conf. Invited Talk in the, Berlin, Germany : Springer-Verlag, A. Kling, F. Barao, M. Nakagawa, L. Tavora and P. Vaz, Eds., pp. 955–960, Lisbon, Oct. 2000.
📄 D. B. Pelowitz, Ed., MCNPX User's Manual Version 2.5.0, In press Los Alamos National Lab. Rep., Feb. 2005.
📄 D. Kobayashi, K. Hirose, V. Ferlet-Cavrois, D. McMorrow, T. Makino, H. Ikeda, Y. Arai, M. Ohno, “Device-Physics-Based Analytical Model for Single-Event Transients in SOI CMOS Logic ” IEEE Trans. On Nucl. Science, Vo. 56, No. 6, pp. 3043–3049, ( 2009 ).
📄 E. J. Daly, “Outlook on space weather effects on spacecraft,” Effects of Space Weather on Technology Infrastructure, Norwell, MA : Kluwer, pp. 91–108, 2004.
📄 F. Lei, P. R. Truscott, C. S. Dyer, B. Quaghebeur, D. Heynderickx, P. Nieminen, H. Evans and E. Daly, “MULASSIS: A Geant4 based multi-layered shielding simulation tool,” in Proc. IEEE Nuclear and Space Radiation Effects (NSREC'02), Phoenix, AZ, pp. 2788–2793, Jul. 2002.
📄 G. I. Wirth, M. G. Vieira, E. H. Neto, F. L. Kastensmidt, “Generation and Propagation of Single Event Transients in CMOS Circuits,” IEEE Design and Diagnostics of Electronic Circuits and Systems, 196–201 ( 2006 ).
📄 G. I. Wirth, M. G. Vieira, E. H. Neto, F. L. Kastensmidt, “Generation and Propagation of Single Event Transients in CMOS Circuits,” IEEE Design and Diagnostics of Electronic Circuits and systems, Page(s): 196–201, 2006.
📄 G. Santin,, “New Geant4 based simulation tools for space radiation shielding and effects analysis,” in Nucl. Phys. B (Proc. Suppl.), pp. 69–74, vol. 125, 2003.
📄 J. W. Wilson,, “HZETRN: Description of a free-space ion and nucleon transport and shielding computer program,” NASA TP-3495, 1995.
📄 Karthik NallaniChakravartula. (2025). The Impact of Power BI and Data Analytics in CRM Reporting for Agri-Banking Institutions. International Journal of Computational and Experimental Science and Engineering, 11(3). https://doi.org/10.22399/ijcesen.2632
📄 L. P. Barbieri and R. E. Mahmot, “October-november 2003's space weather and operations lessons learned,” Space Weather, pp. 15–29, vol. 2, 2004.
📄 L. W. Massengill, P. W. Tuinenga, “Single-Event Transient Pulse Propagation in Digital CMOS,” IEEE Trans. Nucl. Sci. 55, 2861–2871 ( 2008 ).
📄 L. W Massengill, P. W. Tuinenga, “Single-Event Transient Pulse Propagation in Digital CMOS ”, IEEE Trans. Nucl. Sci., Vol. 55, no. 6, Dec. 2008.
📄 NOVICE: A Radiation Transport/Shielding Code, User's Guide Experimental and Mathematical Physics Consultants 2000.
📄 Nangate Open Cell Library. Si2 (Silicon Integration Initiative) http://www.si2.org/openeda.si2.org/projects/nangatelib
📄 P. E. Dodd, M. R. Shaneyfelt, J. A. Felix, and J. R. Schwank, “Production and propagation of single-event transients in high-speed digital logic ICs,” IEEE Trans. Nucl. Sci 51, 3278–3284 ( 2004 ).
📄 P. R. Truscott, “Nuclear-nuclear interaction models in Geant4,” QINETIQ/KI/SPACE/SUM040 821/1.1, 2004.
📄 R. Chytracek, “The geometry description markup language,” in Proc. CHEP01 Conf., [Online]. Available: http://cern.ch/gdml.
📄 S. Agostinelli,, “Geant4: A simulation toolkit,” Nucl. Instrum. Meth, [Online]. Available: URL:http://cern.ch/geant4 p. 250, vol. A506, 2003.
📄 S. Barceló X. Gili, S. A. Bota, J. Segura, “An efficient and scalable STA tool with direct path estimation and exhaustive sensitization vector exploration for optimal delay computation ”, Design, Automation & Test in Europe Conference & Exhibition (DATE), 2011, pp. 1–6, 14–18 March 2011.
📄 S. M. Seltzer, “Updated calculations for routine space-shielding radiation dose estimates: SHIELDOSE-2,” NIST Publication NISTIR 5477, Gaithersburg, MD, 1994.
📄 W. R. Nelson, H. Hirayama and D. W. O. Rogers, The EGS4 Code System, SLAC-Report-265, 1985.
📄 X. Gili, S. Barceló S. A. Bota, J. Segura, “Analytical Modeling of Single Event Transients Propagation in Combinational Logic Gates ”, Nuclear Science, IEEE Transactions on, vol. 59, no. 4, pp. 971–979, Aug. 2012
📄 Y. S. Dhillon, A. U. Diril, A. Chatterjee, A. D. Singh, “Analysis and Optimization of Nanometer CMOS Circuits for Soft-Error Tolerance,” IEEE Trans. Very Large Scale Integration (VLSI) Systems 14, 514–524 ( 2006 ).

How to Cite

Dr. Md. Arif Hasan. (2026). Effect of Analytical Tools on Customer Interaction Records in Farm-Based Financial Services. Global Multidisciplinary Journal, 5(01), 186-192. https://www.grpublishing.org/journals/index.php/gmj/article/view/381

Most read articles by the same author(s)

1 2 3 4 5 6 7 8 9 10 > >> 

Similar Articles

21-30 of 109

You may also start an advanced similarity search for this article.