On the Financial Determinants of the Piotroski F-Score: An Analysis of Borsa İstanbul Firms
Year 2024,
Volume: 11 Issue: 4, 1457 - 1476, 31.12.2024
Nida Abdioğlu
,
Sinan Aytekin
Abstract
This study investigates the factors effective on Piotroski F-score which is a proxy for financial health of the firms. Manufacturing firms operate in Borsa İstanbul are considered in the analyses with using the time period of 2017:Q1-2024:Q3. This study contributes to the literature by identifying financial determinants of Piotroski F-Score in Türkiye. Driscoll and Kraay (1998) estimator is used with fixed effect panel regression in order to handle issues of heteroscedasticity, cross sectional dependency and autocorrelation in the model. Altman Z-score, return on invested capital, market to book ratio, Tobin’s Q ratio and Beneish M-score significantly impact Piotroski F-score. According to the regression results, companies with lower financial distress risks (higher Altman Z-score) are expected to have better financial health. Similarly, those with improved return on invested capital tend to exhibit stronger financial health. Moreover, firms with higher market-to-book ratios are generally more profitable, potentially leading to higher Piotroski F-scores, indicating better financial health. A higher Tobin’s Q value suggests greater performance expectations from the company, which correlates with higher financial health. Conversely, a negative relation between the Beneish M-score and Piotroski F-score implies that companies with a higher likelihood of earnings manipulation tend to have weaker financial health.
Ethical Statement
The study does not necessitate Ethics Committee permission.
The study has been crafted in adherence to the principles of research and publication ethics.
The authors declare that there exists no financial conflict of interest involving any institution, organization, or individual(s) associated with the article. Furthermore, there are no conflicts of interest among the authors themselves.
The authors declare that they all equally contributed to all processes of the research.
References
- Ahmed, A. S., and Safdar, I. (2018). Dissecting stock price momentum using financial statement analysis.
Accounting&Finance, 58(1), 3-43. https://doi.org/10.1111/acfi.12358
- Altman, E. I. (1968). Financial ratios, discriminant analysis and the prediction of corporate bankruptcy. The
Journal of Finance, 23(4), 583–609. http://doi.org/10.1111/j.1540-6261.1968.tb00843.x
- Anderson, K. P., Chowdhury, A., and Uddin, M. (2021). Piotroski’s fscore under varying economic conditions.
SSRN Working Paper. http://dx.doi.org/10.2139/ssrn.3875433
- Asness, C. S., Moskowitz, T. J., and Pedersen, L. H. (2013). Value and momentum everywhere. The Journal of
Finance, 68(3), 929-985. https://doi.org/10.1111/jofi
- Beneish, M. D. (1999). The detection of earnings manipulation. Financial Analysts Journal. 55(5), 24-36.
https://doi.org/10.2469/faj.v55.n5.2296
- Buren, B., Batbayar, A-E., and Lkhagvasuren, K. (2024). The determination of the "other information" variable in
the Ohlson 1995 valuation model. Journal of Accounting Theory and Practice, 8(1), 1-8.
- Choi, N. Y., and Sias, R. W. (2012). Why does financial strength forecast stock returns? Evidence from
subsequent demand by institutional investors. Review of Financial Studies, 25(5),1550-1587.
https://doi.org/10.1093/rfs/hhs001
- Damodaran, A. (2007). Return on capital (ROC), return on invested capital (ROIC) and return on equity (ROE):
Measurement and implications. Stern School of Business Working Paper.
http://dx.doi.org/10.2139/ssrn.1105499
- Driscoll, J. C., and Kraay, A. C. (1998). Consistent covariance matrix estimation with spatially dependent panel
data. The Review of Economics and Statistics, 80(4), 549-560.
- Duran-Vazquez, R., Lorenzo-Valdes, A., and Castillo-Ramirez, C. (2014). Effectiveness of corporate finance
valuation methods: Piotroski score in an Ohlson model: the case of Mexico. Journal of Economics, Finance
and Administrative Science, 19(37), 104-107. https://doi.org/10.1016/j.jefas.2014.04.003
- Fama, E. F., and French, K. R. (1992). The cross-section of expected stock returns. The Journal of Finance, 47(2),
427-465. https://doi.org/10.2307/2329112
- Finnet (2024, February). Finnet Stock Expert Database. https://finnet.com.tr
- Gökten, S., Başer, F., and Yalçın, İ. S. (2021). F-Skor göstergelerinin hisse senedi değeri üzerindeki etkisinin
defter değerinin aracılık rolü çerçevesinde incelenmesi. İşletme Araştırmaları Dergisi, 9(4), 837-857.
https://doi.org/10.20491/isarder.2017.361
- He, T., and Tan, B. (2022). The Application of Piotroski's f-score in selecting the company's stock market. 7th
International Industrial Informatics and Computer Engineering Conference (IIICEC 2022) Proceeding Book,
91-97.
- Hyde, C. E. (2016). The Piotroski f-score: Evidence from Australia. Accounting&Finance, 58(2), 423-444.
https://doi.org/10.1111/acfi.12216
- Hoechle, D. (2007). Robust standard errors for panel regressions with cross-sectional dependence. The Stata
Journal, 7(3), 281-312. https://doi.org/10.1177/1536867X0700700301
- Karadeniz, E., and İskenderoğlu, Ö. (2024a). Konaklama işletmelerinde Piotroski F skor ve hisse senedi getirisi:
Borsa İstanbul’da bir araştırma. Çatalhöyük Uluslararası Turizm ve Sosyal Araştırmalar Dergisi, 12, 31-43.
https://doi.org/10.58455/cutsad.1439193
- Karadeniz, E., and İskenderoğlu, Ö. (2024b). Financial strenght assesment of football clups: An international
- comparison. Finans Ekonomi ve Sosyal Araştırmalar Dergisi, 9(2), 145-156.
https://doi.org/10.29106/fesa.1453695
- Karadeniz, E., and İskenderoğlu, Ö. (2024c). Borsa İstanbul’da işlem gören sağlık şirketlerinde finansal
performansın Piotroski F-skor yöntemiyle analizi. Sağlık Yönetimi Dergisi, 6(1), 1-12.
- Khalilian, B. (2024). Predicting the financial distress of companies using Piotroski F-Score model. Accounting
and Auditing with Applications, 1(1), 9-16. https://doi.org/10.3390/jrfm14050199
- Krauss, C., Krüger, T., and Beerstecher, D. (2015). The Piotroski F-Score: A fundamental value strategy revisited
from an investor’s perspective. IWQW Discussion Papers, No. 13/2015. Nürnberg: Friedrich-Alexander-
Universität Erlangen-Nürnberg.
- Kukreja, G., Gupta, S.M., Sarea, A. M. and Kumaraswamy, S. (2020). Beneish M-score and Altman Z-score as a
catalyst for corporate fraud detection. Journal of Investment Compliance, 21(4), 231-241.
https://doi.org/10.1108/JOIC-09-2020-0022
- Kusowska, M. (2021). Assessment of effıciency of Piotroski F-Score strategy in the Warsaw Stock Exchange.
Research on Enterprise in Modern Economy Theory and Practice, 32(1), 47-59.
https://doi.org/10.19253/reme.2021.01.004
- Lalwani, V., and Chakraborty, M. (2018). Quality investing in the Indian stock market. Managerial Finance,
- 44(2), 127-141. https://doi.org/10.1108/MF-07-2017-0248
- Lewellen, W. G., and Badrinath, S. G. (1997). On the measurement of Tobin’s Q. Journal of Financial Economics,
44(1), 77-122. https://doi.org/doi.org/10.1016/S0304-405X(96)00013-X
- Mesarić, M. (2014). Ratio analysis and Piotroski scoring system in the automobile industry in Croatia.
Ekonomski Vjesnik, 27(1), 127-141. https://doi.org/10.51680/ev
- Mohr, J-H. M. (2012). Utility of Piotroski F-Score for predicting growth-stock returns. MFIE Capital.
- Nast, T. K. (2017). Transforming Piotroski’s (binary) F-score into a real one. University of Pretoria. Gordon
- Institute of Business Science.
- Ng, C. C. A., and Shen, J. (2016). Screen winners from losers using simple fundamental analysis in the Pacific-
Basin stock markets. Pacific-Basin Finance Journal, 39, 159-177. https://doi.org/10.1016/j.pacfin.2016.06.003
- Ng, C. C. A., and Shen, J. (2020). Quality investing in Asian stock markets. Accounting&Finance, 60(3), 3033-
3064. https://doi.org/10.1111/acfi.12446
- Pilch, B. (2021). Analysis of the F-Score indicator for listed companies from the IT and video games industries.
Sectio H-Oeconomia, 55(1), 41-50. http://dx.doi.org/10.17951/h.2021.55.1.41-50
- Pilch, B. (2023a). Building of F-Score-like models on the example of the Polish Stock Market. Sectio H-
Oeconomia, 55(1), 155-180. http://dx.doi.org/10.17951/h.2023.57.1.155-180
- Pilch, B. (2023b). Is value investing based on scoring models effective? The verification of F-Score-based
strategy in the Polish stock market. Economics and Business Review, 9(4), 121-152.
https://doi.org/10.18559/ebr.2023.4.1075
- Peseran, M. H. (2004). General diagnostic tests for cross section dependence in panels. Cambridge Working
Papers in Economics Working Paper. 435. http://dx.doi.org/10.2139/ssrn.572504
- Pesaran, M. H. (2015). Testing weak cross-sectional dependence in large panels.
- Econometric Reviews, 34(6-10), 1089-1117. https://doi.org/10.1080/07474938.2014.956623
- Piotroski, J. D. (2000). Value Investing: The use of historical financial statement information to separate
winners from losers. Journal of Accounting Research, 38, 1-41. https://doi.org/10.2307/2672906
- Piotroski, J. D. (2005). Discussion of “separating winners from losers among low book-to-market stocks using
financial statement analysis”. Review of Accounting Studies, 10(2-3), 171-184. https://doi.org/10.1007/s11142-
- 005-1527-3”
- Piotroski, J. D., and So, E. C. (2012). Identifying expectation errors in value/glamour strategies: A fundamental
analysis approach. Review of Financial Studies, 25(9), 2841-2875. https://doi.org/10.1093/rfs/hhs061
- Puspitasari, E., Sudiyatno, B., Masdjojo, G., and Meiranto, W. (2023). Profilind intellectual capital performance
and return on invested capital: evidence from industrial Indonesian banking. International Journal of
Economics, Business and Accounting Research (IJEBAR), 7(2), 810-820. https://doi.org/10.29040/ijebar.v7i2
- Rangapriya, S., and Meenakumari, J. (2021). Using Piotroski F-Score for assessing financial health: Evidence
from leading Indian private banks. Management Science, 8(1), 117-132.
https://doi.org/10.34293/management.v8iS1-Feb.3765
- Singh, J., and Kaur, K. (2015). Adding value to value stocks in Indian Stock Market: An empirical analysis.
International Journal of Law and Management, 57(6), 621-636. https://doi.org/10.1108/IJLMA-09-2014-0055
- Tepeli, Y., and Kahraman, Y. E. (2023). Firmalarda borçlanma yapısının finansal başarı üzerindeki etkisi: BIST
tüm endeksi şirketlerinde bir araştırma. Muhasebe ve Finansman Dergisi, (100), 1-18.
https://doi.org/10.25095/mufad.1313616
- Tikkanen, J., and Äijö, J. (2018). Does the F-score improve the performance of different value investment
strategies in Europe? Journal of Asset Management, 19, 495-506. https://doi.org/10.1057/s41260-018-0098-3
- Tripathy, T., and Pani, B. (2017). Effect of F Score on stock performance: Evidence from Indian equity market.
International Journal of Economics and Finance, 9(2), 89-99. https://doi.org/10.5539/ijef.v9n2p89
- Turtle, H. J., and Wang, K. (2017). The value in fundamental accounting information. The Journal of Financial
Research, 40(1), 113-140. https://doi.org/10.1111/jfir.12119
- Veeraraghavan, D. R. (2024). Financial analysis of information technology sector in India. Migration Letters,
21(S6), 1465-1475.
- Walkshäusl, C. (2017). Expectation errors in European value-growth strategies. Review of Finance, 21(2), 845-
870. https://doi.org/10.1093/rof/rfw012
- Walkshäusl, C. (2019). The fundamentals of momentum investing: European evidence on understanding
momentum through fundamentals. Accounting&Finance, 9(S1), 831-857. https://doi.org/10.1111/acfi.12462
- Walkshäusl, C. (2020). Piotroski’s Fscore: International evidence. Journal of Asset Management, 21, 106-118.
https://doi.org/10.1057/s41260-020-00157-2
- Xue, W. (2022). Piotroski’s Fscore: Evidence from Chinese stock market. Scientific Journal of Economics and
Management Research, 4(6), 929-934.
On the Financial Determinants of the Piotroski F-Score: An Analysis of Borsa İstanbul Firms
Year 2024,
Volume: 11 Issue: 4, 1457 - 1476, 31.12.2024
Nida Abdioğlu
,
Sinan Aytekin
Abstract
This study investigates the factors effective on Piotroski F-score which is a proxy for financial health of the firms. Manufacturing firms operate in Borsa İstanbul are considered in the analyses with using the time period of 2017:Q1-2024:Q3. This study contributes to the literature by identifying financial determinants of Piotroski F-Score in Türkiye. Driscoll and Kraay (1998) estimator is used with fixed effect panel regression in order to handle issues of heteroscedasticity, cross sectional dependency and autocorrelation in the model. Altman Z-score, return on invested capital, market to book ratio, Tobin’s Q ratio and Beneish M-score significantly impact Piotroski F-score. According to the regression results, companies with lower financial distress risks (higher Altman Z-score) are expected to have better financial health. Similarly, those with improved return on invested capital tend to exhibit stronger financial health. Moreover, firms with higher market-to-book ratios are generally more profitable, potentially leading to higher Piotroski F-scores, indicating better financial health. A higher Tobin’s Q value suggests greater performance expectations from the company, which correlates with higher financial health. Conversely, a negative relation between the Beneish M-score and Piotroski F-score implies that companies with a higher likelihood of earnings manipulation tend to have weaker financial health.
References
- Ahmed, A. S., and Safdar, I. (2018). Dissecting stock price momentum using financial statement analysis.
Accounting&Finance, 58(1), 3-43. https://doi.org/10.1111/acfi.12358
- Altman, E. I. (1968). Financial ratios, discriminant analysis and the prediction of corporate bankruptcy. The
Journal of Finance, 23(4), 583–609. http://doi.org/10.1111/j.1540-6261.1968.tb00843.x
- Anderson, K. P., Chowdhury, A., and Uddin, M. (2021). Piotroski’s fscore under varying economic conditions.
SSRN Working Paper. http://dx.doi.org/10.2139/ssrn.3875433
- Asness, C. S., Moskowitz, T. J., and Pedersen, L. H. (2013). Value and momentum everywhere. The Journal of
Finance, 68(3), 929-985. https://doi.org/10.1111/jofi
- Beneish, M. D. (1999). The detection of earnings manipulation. Financial Analysts Journal. 55(5), 24-36.
https://doi.org/10.2469/faj.v55.n5.2296
- Buren, B., Batbayar, A-E., and Lkhagvasuren, K. (2024). The determination of the "other information" variable in
the Ohlson 1995 valuation model. Journal of Accounting Theory and Practice, 8(1), 1-8.
- Choi, N. Y., and Sias, R. W. (2012). Why does financial strength forecast stock returns? Evidence from
subsequent demand by institutional investors. Review of Financial Studies, 25(5),1550-1587.
https://doi.org/10.1093/rfs/hhs001
- Damodaran, A. (2007). Return on capital (ROC), return on invested capital (ROIC) and return on equity (ROE):
Measurement and implications. Stern School of Business Working Paper.
http://dx.doi.org/10.2139/ssrn.1105499
- Driscoll, J. C., and Kraay, A. C. (1998). Consistent covariance matrix estimation with spatially dependent panel
data. The Review of Economics and Statistics, 80(4), 549-560.
- Duran-Vazquez, R., Lorenzo-Valdes, A., and Castillo-Ramirez, C. (2014). Effectiveness of corporate finance
valuation methods: Piotroski score in an Ohlson model: the case of Mexico. Journal of Economics, Finance
and Administrative Science, 19(37), 104-107. https://doi.org/10.1016/j.jefas.2014.04.003
- Fama, E. F., and French, K. R. (1992). The cross-section of expected stock returns. The Journal of Finance, 47(2),
427-465. https://doi.org/10.2307/2329112
- Finnet (2024, February). Finnet Stock Expert Database. https://finnet.com.tr
- Gökten, S., Başer, F., and Yalçın, İ. S. (2021). F-Skor göstergelerinin hisse senedi değeri üzerindeki etkisinin
defter değerinin aracılık rolü çerçevesinde incelenmesi. İşletme Araştırmaları Dergisi, 9(4), 837-857.
https://doi.org/10.20491/isarder.2017.361
- He, T., and Tan, B. (2022). The Application of Piotroski's f-score in selecting the company's stock market. 7th
International Industrial Informatics and Computer Engineering Conference (IIICEC 2022) Proceeding Book,
91-97.
- Hyde, C. E. (2016). The Piotroski f-score: Evidence from Australia. Accounting&Finance, 58(2), 423-444.
https://doi.org/10.1111/acfi.12216
- Hoechle, D. (2007). Robust standard errors for panel regressions with cross-sectional dependence. The Stata
Journal, 7(3), 281-312. https://doi.org/10.1177/1536867X0700700301
- Karadeniz, E., and İskenderoğlu, Ö. (2024a). Konaklama işletmelerinde Piotroski F skor ve hisse senedi getirisi:
Borsa İstanbul’da bir araştırma. Çatalhöyük Uluslararası Turizm ve Sosyal Araştırmalar Dergisi, 12, 31-43.
https://doi.org/10.58455/cutsad.1439193
- Karadeniz, E., and İskenderoğlu, Ö. (2024b). Financial strenght assesment of football clups: An international
- comparison. Finans Ekonomi ve Sosyal Araştırmalar Dergisi, 9(2), 145-156.
https://doi.org/10.29106/fesa.1453695
- Karadeniz, E., and İskenderoğlu, Ö. (2024c). Borsa İstanbul’da işlem gören sağlık şirketlerinde finansal
performansın Piotroski F-skor yöntemiyle analizi. Sağlık Yönetimi Dergisi, 6(1), 1-12.
- Khalilian, B. (2024). Predicting the financial distress of companies using Piotroski F-Score model. Accounting
and Auditing with Applications, 1(1), 9-16. https://doi.org/10.3390/jrfm14050199
- Krauss, C., Krüger, T., and Beerstecher, D. (2015). The Piotroski F-Score: A fundamental value strategy revisited
from an investor’s perspective. IWQW Discussion Papers, No. 13/2015. Nürnberg: Friedrich-Alexander-
Universität Erlangen-Nürnberg.
- Kukreja, G., Gupta, S.M., Sarea, A. M. and Kumaraswamy, S. (2020). Beneish M-score and Altman Z-score as a
catalyst for corporate fraud detection. Journal of Investment Compliance, 21(4), 231-241.
https://doi.org/10.1108/JOIC-09-2020-0022
- Kusowska, M. (2021). Assessment of effıciency of Piotroski F-Score strategy in the Warsaw Stock Exchange.
Research on Enterprise in Modern Economy Theory and Practice, 32(1), 47-59.
https://doi.org/10.19253/reme.2021.01.004
- Lalwani, V., and Chakraborty, M. (2018). Quality investing in the Indian stock market. Managerial Finance,
- 44(2), 127-141. https://doi.org/10.1108/MF-07-2017-0248
- Lewellen, W. G., and Badrinath, S. G. (1997). On the measurement of Tobin’s Q. Journal of Financial Economics,
44(1), 77-122. https://doi.org/doi.org/10.1016/S0304-405X(96)00013-X
- Mesarić, M. (2014). Ratio analysis and Piotroski scoring system in the automobile industry in Croatia.
Ekonomski Vjesnik, 27(1), 127-141. https://doi.org/10.51680/ev
- Mohr, J-H. M. (2012). Utility of Piotroski F-Score for predicting growth-stock returns. MFIE Capital.
- Nast, T. K. (2017). Transforming Piotroski’s (binary) F-score into a real one. University of Pretoria. Gordon
- Institute of Business Science.
- Ng, C. C. A., and Shen, J. (2016). Screen winners from losers using simple fundamental analysis in the Pacific-
Basin stock markets. Pacific-Basin Finance Journal, 39, 159-177. https://doi.org/10.1016/j.pacfin.2016.06.003
- Ng, C. C. A., and Shen, J. (2020). Quality investing in Asian stock markets. Accounting&Finance, 60(3), 3033-
3064. https://doi.org/10.1111/acfi.12446
- Pilch, B. (2021). Analysis of the F-Score indicator for listed companies from the IT and video games industries.
Sectio H-Oeconomia, 55(1), 41-50. http://dx.doi.org/10.17951/h.2021.55.1.41-50
- Pilch, B. (2023a). Building of F-Score-like models on the example of the Polish Stock Market. Sectio H-
Oeconomia, 55(1), 155-180. http://dx.doi.org/10.17951/h.2023.57.1.155-180
- Pilch, B. (2023b). Is value investing based on scoring models effective? The verification of F-Score-based
strategy in the Polish stock market. Economics and Business Review, 9(4), 121-152.
https://doi.org/10.18559/ebr.2023.4.1075
- Peseran, M. H. (2004). General diagnostic tests for cross section dependence in panels. Cambridge Working
Papers in Economics Working Paper. 435. http://dx.doi.org/10.2139/ssrn.572504
- Pesaran, M. H. (2015). Testing weak cross-sectional dependence in large panels.
- Econometric Reviews, 34(6-10), 1089-1117. https://doi.org/10.1080/07474938.2014.956623
- Piotroski, J. D. (2000). Value Investing: The use of historical financial statement information to separate
winners from losers. Journal of Accounting Research, 38, 1-41. https://doi.org/10.2307/2672906
- Piotroski, J. D. (2005). Discussion of “separating winners from losers among low book-to-market stocks using
financial statement analysis”. Review of Accounting Studies, 10(2-3), 171-184. https://doi.org/10.1007/s11142-
- 005-1527-3”
- Piotroski, J. D., and So, E. C. (2012). Identifying expectation errors in value/glamour strategies: A fundamental
analysis approach. Review of Financial Studies, 25(9), 2841-2875. https://doi.org/10.1093/rfs/hhs061
- Puspitasari, E., Sudiyatno, B., Masdjojo, G., and Meiranto, W. (2023). Profilind intellectual capital performance
and return on invested capital: evidence from industrial Indonesian banking. International Journal of
Economics, Business and Accounting Research (IJEBAR), 7(2), 810-820. https://doi.org/10.29040/ijebar.v7i2
- Rangapriya, S., and Meenakumari, J. (2021). Using Piotroski F-Score for assessing financial health: Evidence
from leading Indian private banks. Management Science, 8(1), 117-132.
https://doi.org/10.34293/management.v8iS1-Feb.3765
- Singh, J., and Kaur, K. (2015). Adding value to value stocks in Indian Stock Market: An empirical analysis.
International Journal of Law and Management, 57(6), 621-636. https://doi.org/10.1108/IJLMA-09-2014-0055
- Tepeli, Y., and Kahraman, Y. E. (2023). Firmalarda borçlanma yapısının finansal başarı üzerindeki etkisi: BIST
tüm endeksi şirketlerinde bir araştırma. Muhasebe ve Finansman Dergisi, (100), 1-18.
https://doi.org/10.25095/mufad.1313616
- Tikkanen, J., and Äijö, J. (2018). Does the F-score improve the performance of different value investment
strategies in Europe? Journal of Asset Management, 19, 495-506. https://doi.org/10.1057/s41260-018-0098-3
- Tripathy, T., and Pani, B. (2017). Effect of F Score on stock performance: Evidence from Indian equity market.
International Journal of Economics and Finance, 9(2), 89-99. https://doi.org/10.5539/ijef.v9n2p89
- Turtle, H. J., and Wang, K. (2017). The value in fundamental accounting information. The Journal of Financial
Research, 40(1), 113-140. https://doi.org/10.1111/jfir.12119
- Veeraraghavan, D. R. (2024). Financial analysis of information technology sector in India. Migration Letters,
21(S6), 1465-1475.
- Walkshäusl, C. (2017). Expectation errors in European value-growth strategies. Review of Finance, 21(2), 845-
870. https://doi.org/10.1093/rof/rfw012
- Walkshäusl, C. (2019). The fundamentals of momentum investing: European evidence on understanding
momentum through fundamentals. Accounting&Finance, 9(S1), 831-857. https://doi.org/10.1111/acfi.12462
- Walkshäusl, C. (2020). Piotroski’s Fscore: International evidence. Journal of Asset Management, 21, 106-118.
https://doi.org/10.1057/s41260-020-00157-2
- Xue, W. (2022). Piotroski’s Fscore: Evidence from Chinese stock market. Scientific Journal of Economics and
Management Research, 4(6), 929-934.