A Two-Stage Discriminant Analysis and Entropy-Weighting Approach to Combining Financial and Market Performance: Evidence from Listed SMEs on India's Dedicated Exchanges
Keywords:
SME exchanges, discriminant analysis, entropy weighting, composite index, IndiaAbstract
This study constructs a Financial and Stock Market
Performance Index (FSMPI) for 142 Indian SMEs listed on
BSE SME and NSE Emerge across six fiscal years. Stepwise
Discriminant Analysis, applied separately to financial and
market variable pools using an external Profitable/Loss
Making classification, produces two sub-indices combined
through entropy weighting to avoid circularity. Financial
variables discriminate performance considerably more
strongly than market variables (R² = 0.460 versus 0.063), and
the two dimensions are related only weakly and non-linearly,
pointing to genuine pricing inefficiency in this market
segment and offering a transferable methodology for other
emerging SME exchanges.
References
Ajith, K. S., & Priya, S. (2023). The volatility and efficiency of stocks of SMEs in the Indian stock
market during covid-19 pandemic. Industrial Engineering Journal, 52(5).
Altman, E. I. (1968). Financial ratios, discriminant analysis and the prediction of corporate
bankruptcy. The Journal of Finance, 23(4), 589–609.
Beaver, W. H. (1966). Financial ratios as predictors of failure. Journal of Accounting Research,
4, 71–111.
Bensoltane, H. (2023). Price behavior of small and medium enterprises on the Saudi stock
exchange in the face of market illiquidity. International Journal of Advanced and Applied
Sciences, 10(6), 113–118.
Dhamija, S., & Arora, R. K. (2017). Initial and after-market performance of SME IPOs in India.
Global Business Review, 18(6), 1536–1551.
Kenourgios, D., Karali, C., et al. (2019). The capital structure dynamics of European listed SMEs.
Journal of Small Business & Entrepreneurship.
Kim, J., & Park, Y. J. (2019). Is low-volatility investing sustainable in the SME stock market of
Korea? A risk and return analysis. Sustainability, 11(13), 3654.
Mehta, N., & Brahmbhatt, M. (2019). An empirical study on the financial competitiveness
evaluation system of stock exchange listed SMEs of Gujarat, India. SEDME (Small Enterprises
Development, Management & Extension Journal), 46(4), 256–263.
Nguyen, T., Chaiechi, T., Eagle, L., & Low, D. (2020). Dynamic transmissions between main stock
markets and SME stock markets: Evidence from tropical economies. The Quarterly Review of
Economics and Finance, 75, 308–324.
Saini, R., Deora, A., & Gadiya, K. (2024). Assessment of the financial competitiveness of publicly
listed
Indian real estate companies using the entropy method. arXiv preprint
arXiv:2410.06772.
Thukral, S., Kushwah, S. V., & Bhatti, M. I. (2025). Stock returns and volatility spillover dynamics
between National Stock Exchange's overall index and Small and Medium Enterprises' Index.
International Journal of Economics and Financial Issues, 15(3), 364–370.

