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Credit rating system for small businesses using the K-S test to select an indicator system

Shanli Yu (Faculty of Management and Economics, Dalian University of Technology, Dalian, China)
Guotai Chi (Faculty of Management and Economics, Dalian University of Technology, Dalian, China)
Xin Jiang (Faculty of Management and Economics, Dalian University of Technology, Dalian, China)

Management Decision

ISSN: 0025-1747

Article publication date: 31 July 2018

Issue publication date: 8 January 2019

651

Abstract

Purpose

The purpose of this paper is to propose a system with the highest discriminatory power by selecting an indicator system based on the K–S test according to the unique circumstances of small enterprises.

Design/methodology/approach

The proposed method relies on calculating the K–S test statistical magnitude of D iteratively to reach a system with the maximum discriminatory power.

Findings

The empirical results, demonstrated using 3,045 small businesses from a Chinese bank, show that credit rating system should focus on the indicator system’s discriminatory power rather than a single indicator’s discriminatory power, because the interaction between indicators affects the discriminatory power of the system.

Practical implications

The proposed method creates a credit rating system with the highest discriminatory power, rather than its indicators, which is a more reasonable and novel approach to credit rating.

Originality/value

The approach is unique because the final system will have high discriminatory power and has excellent potential for decision support. The authors believe that this contribution is theoretically and practically relevant because credit rating for small business is especially difficult and complicated.

Keywords

Acknowledgements

The research is supported by Key Projects of National Natural Science Foundation of China (Nos 71731003 and 71431002), National Social Science Foundation of China (No. 16BTJ017), National Natural Science Foundation of China (No. 71471027), National Natural Science Foundation of China Youth Project (Nos 71503199 and 71601041), Liaoning Provincial Social Science Planning Fund Project (No. L16BJY016), and Liaoning Economic and Social Development Key Issues (No. 2015lslktzdian-05). The authors thank the organizations mentioned above. All authors contributed equally to the paper.

Citation

Yu, S., Chi, G. and Jiang, X. (2019), "Credit rating system for small businesses using the K-S test to select an indicator system", Management Decision, Vol. 57 No. 1, pp. 229-247. https://doi.org/10.1108/MD-06-2017-0553

Publisher

:

Emerald Publishing Limited

Copyright © 2018, Emerald Publishing Limited

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