Using the intrinsic score method to value stocks of listed banks on the Vietnamese stock market

Authors

  • Thanh Trúc Nguyễn Board of Management, Tay Nguyen University, Vietnam
  • Thanh Phương Nguyễn Faculty of Economics, Tay Nguyen University, Vietnam

DOI:

https://doi.org/10.22437/ppd.v14i3.56884

Keywords:

Intrinsic score method, Stock valuation, Vietnamese banking sector

Abstract

This study develops and applies the Intrinsic Score Method to estimate the intrinsic values of listed bank stocks in the Vietnamese stock market. The proposed framework integrates accounting-based valuation theory with panel data regression, bank fixed-effects information, and Shapley value decomposition to identify key financial factors associated with market valuation and quantify their relative importance. Quarterly data from 27 Vietnamese listed commercial banks from the second quarter of 2022 to the fourth quarter of 2024 are analyzed using a two-way fixed-effects model. The results indicate that five financial variables—net profit after tax (NPAT), book value per share (BVPS), non-performing loan ratio (NPL), credit growth (CG), and the price-to-earnings ratio (PE)—are significantly associated with banks’ price-to-book (P/B) ratios. Shapley decomposition identifies NPAT as the most important observed financial factor, accounting for 77.06% of the explanatory contribution attributable to the observed financial variables, followed by BVPS at 19.08%. Meanwhile, NPL, CG, and PE contribute comparatively less. The method combines the weighted financial factors with bank-specific fixed-effects information to construct composite Intrinsic Scores, which are subsequently used to estimate intrinsic P/B ratios, intrinsic stock values, and model-implied expected returns. The results identify several banks as potentially undervalued relative to the model-based intrinsic benchmarks. The proposed framework provides a transparent and practical valuation methodology that integrates accounting fundamentals, panel data econometrics, and Shapley decomposition, offering an interpretable decision-support tool for investors in emerging markets.

References

Azen, R., & Budescu, D. V. (2003). The dominance analysis approach. Psychological Methods, 8(2), 129–148. https://doi.org/10.1037/1082-989X.8.2.129

Ball, R., Gerakos, J., Linnainmaa, J. T., & Nikolaev, V. (2020). Earnings, retained earnings, and book-to-market. Journal of Financial Economics, 135(1), 231–252. https://doi.org/10.1016/j.jfineco.2019.05.012

Beaver, W. H. (1968). The information content of annual earnings announcements. Journal of Accounting Research, 6, 67–92. https://doi.org/10.2307/2490070

Beaver, W. H. (1998). Financial reporting: An accounting revolution (3rd ed.). Prentice Hall.

Bogdanova, B., Fender, I., & Takáts, E. (2018). The ABCs of bank PBRs: What drives bank price-to-book ratios? BIS Quarterly Review. https://www.bis.org/publ/qtrpdf/r_qt1803h.htm

Campbell, J. Y., & Shiller, R. J. (1998). Valuation ratios and the long-run stock market outlook. Journal of Portfolio Management, 24(2), 11–26. https://doi.org/10.3905/jpm.1998.409658

Damodaran, A. (2012). Investment valuation: Tools and techniques for determining the value of any asset (3rd ed.). John Wiley & Sons. https://www.wiley.com/en-us/Investment+Valuation:+Tools+and+Techniques+for+Determining+the+Value+of+Any+Asset,+3rd+Edition-p-9781118011522

Daniel, K., & Titman, S. (1997). Evidence on the characteristics of cross-sectional variation in stock returns. Journal of Finance, 52(1), 1–33. https://doi.org/10.1111/j.1540-6261.1997.tb03806.x

Dechow, P. M., Hutton, A. P., & Sloan, R. G. (1999). An empirical assessment of the residual income valuation model. Journal of Accounting and Economics, 26(1–3), 1–34. https://doi.org/10.1016/S0165-4101(98)00049-4

Demirgüç-Kunt, A., & Huizinga, H. (1999). Determinants of commercial bank interest margins and profitability. World Bank Economic Review, 13(2), 379–408. https://doi.org/10.1093/wber/13.2.379

Dietrich, A., & Wanzenried, G. (2014). The determinants of commercial banking profitability in low-, middle-, and high-income countries. Quarterly Review of Economics and Finance, 54(3), 337–354. https://doi.org/10.1016/j.qref.2014.03.001

European Central Bank. (2019). Recent developments in banks’ price-to-book ratios and their determinants. Financial Stability Review. https://www.ecb.europa.eu/press/financial-stability-publications/fsr/focus/2019/pdf/ecb~a18359e8d9.fsrbox201905_05.pdf

Fama, E. F., & French, K. R. (1992). The cross‐section of expected stock returns. Journal of Finance, 47(2), 427–465. https://doi.org/10.1111/j.1540-6261.1992.tb04398.x

Fama, E. F., & French, K. R. (1995). Size and book-to-market factors. Journal of Finance, 50(1), 131–155. https://doi.org/10.1111/j.1540-6261.1995.tb05169.x

Feltham, G. A., & Ohlson, J. A. (1995). Valuation and clean surplus accounting. Contemporary Accounting Research, 11(2), 689–731. https://doi.org/10.1111/j.1911-3846.1995.tb00462.x

Flamini, V., McDonald, C., & Schumacher, L. (2009). The determinants of commercial bank profitability in Sub-Saharan Africa. IMF Working Paper, WP/09/15. https://www.imf.org/en/Publications/WP/Issues/2016/12/31/The-Determinants-of-Commercial-Bank-Profitability-in-Sub-Saharan-Africa-22656

Frankel, R., & Lee, C. M. C. (1998). Accounting valuation and cross-sectional stock returns. Journal of Accounting and Economics, 25(3), 283–319. https://doi.org/10.1016/S0165-4101(98)00026-3

Grömping, U. (2007). Estimators of relative importance in linear regression based on variance decomposition. The American Statistician, 61(2), 139–147. https://doi.org/10.1198/000313007X188252

Grömping, U. (2015). Variable importance in regression models. WIREs Computational Statistics, 7(2), 137–152. https://doi.org/10.1002/wics.1346

Leong, K. Y., & Ariff, M. (2022). Bank stock valuation theories: Do they explain prices based on theories? International Journal of Managerial Finance, 19(2), 331–355. https://doi.org/10.1108/IJMF-06-2021-0278

Lettau, M., & Ludvigson, S. (2001). Consumption, aggregate wealth, and expected stock returns. Journal of Finance, 56(3), 815–849. https://doi.org/10.1111/0022-1082.00347

Lipovetsky, S., & Conklin, M. (2001). Analysis of regression in game theory approach. Applied Stochastic Models in Business and Industry, 17(4), 319–330. https://doi.org/10.1002/asmb.446

Lo, K., & Lys, T. (2000). The Ohlson model. Journal of Accounting, Auditing & Finance, 15(3), 337–367. https://doi.org/10.1177/0148558X0001500309

Lundberg, S. M., & Lee, S. I. (2017). A unified approach to interpreting model predictions. Advances in Neural Information Processing Systems, 30. https://proceedings.neurips.cc/paper/2017/hash/8a336316c1440fedd5071996e10697a6-Abstract.html

Lundholm, R., & O'Keefe, T. (2001). Reconciling value estimates from the discounted cash flow model and the residual income model. Contemporary Accounting Research, 18(2), 311–335. https://doi.org/10.1506/6GFT-GQB8-U7E9-NS7X

Martínez, F. G. (2024). Reevaluating bank price-to-book ratios: An in-depth analysis of equity components across economic cycles. Journal of Risk and Financial Management, 17(8), Article 363. https://doi.org/10.3390/jrfm17080363

Molnar, C. (2022). Interpretable machine learning (2nd ed.). https://christophm.github.io/interpretable-ml-book/

Ohlson, J. A. (1995). Earnings, book values, and dividends in equity valuation. Contemporary Accounting Research, 11(2), 661–687. https://doi.org/10.1111/j.1911-3846.1995.tb00461.x

Penman, S. H., & Sougiannis, T. (1998). A comparison of dividend, cash flow, and earnings approaches. Journal of Accounting Research, 36, 343–383. https://doi.org/10.2307/2491304

Piotroski, J. D. (2000). Value investing: The use of historical financial statement information. Journal of Accounting Research, 38, 1–41. https://doi.org/10.2307/2672906

Sloan, R. G. (1996). Do stock prices fully reflect information in accruals and cash flows? Accounting Review, 71(3), 289–315. https://www.jstor.org/stable/248290

Widjaja, H., & Ariefianto, Moch. D. (2022). The dynamic of bank stock price and its fundamentals: Evidence from Indonesia. Cogent Economics & Finance, 10(1). https://doi.org/10.1080/23322039.2022.2107766

Yuan, D., Gazi, M.A.I., Harymawan, I., Dhar, B.K. & Hossain, A.I. (2022) Profitability determining factors of banking sector: Panel data analysis of commercial banks in South Asian countries. Front. Psychol. 13:1000412. https://doi.org/10.3389/fpsyg.2022.1000412

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Published

2026-08-28

How to Cite

Nguyễn, T. T., & Nguyễn, T. P. (2026). Using the intrinsic score method to value stocks of listed banks on the Vietnamese stock market. Jurnal Perspektif Pembiayaan Dan Pembangunan Daerah, 14(3), 223-250. https://doi.org/10.22437/ppd.v14i3.56884