ANALISIS BIBLIOMETRIK INTEGRASI FAKTOR KEBERLANJUTAN DALAM MODEL FAMA-FRENCH

Yasir Maulana

Abstract


The Fama-French model has long served as a fundamental framework for explaining variations in stock returns through market risk, firm size, and book-to-market ratio factors, later expanded to include profitability and investment components. However, the growing urgency of sustainability issues in the global financial system calls for the adaptation of asset pricing models to reflect environmental, social, and governance (ESG) dimensions. This study aims to map the scientific development of sustainability integration within the Fama–French model using a bibliometric approach. Data were collected from the Scopus database using the keywords “Fama–French” and “Sustainability/ESG” for the 2000–2024 publication period. The analysis was conducted using VOSviewer and Biblioshiny to identify publication trends, author collaboration, influential journals, and thematic clusters. The findings indicate a significant increase in publications since 2016, with dominant themes including sustainable asset pricing, ESG performance, and risk-adjusted returns. Integrating ESG factors enhances the multifactor model by incorporating non-financial risk dimensions that influence long-term returns. This study contributes to strengthening the body of knowledge in sustainable finance and provides direction for future research on developing asset pricing models that are more inclusive, resilient, and responsive to global sustainability challenges.


Keywords


Fama-French, Sustainability, ESG, Asset Pricing, Analisis Bibliometrik

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References


Abdoh, H., & Varela, O. (2021). What lies behind the asset growth effect? Global Finance Journal, 48. https://doi.org/10.1016/j.gfj.2020.100541

Abraham, R., El-Chaarani, H., & Tao, Z. (2022). Predictors of Excess Return in a Green Energy Equity Portfolio: Market Risk, Market Return, Value-at-Risk and or Expected Shortfall? Journal of Risk and Financial Management, 15(2). https://doi.org/10.3390/jrfm15020080

Akhtar, S., Tian, H., Alsedrah, I. T., Anwar, A., & Bashir, S. (2024). Green mining in China: Fintech’s contribution to enhancing innovation performance aimed at sustainable and digital transformation in the mining sector. Resources Policy, 92. https://doi.org/10.1016/j.resourpol.2024.104968

Álamos, E. S., & Mac-Kay, C. M. (2022). A time-varying application of Fama & French five-factor model to measure the performance of developed stock markets during the Covid-19 crisis. Journal Globalization, Competitiveness and Governability, 16(2), 70–84. https://doi.org/10.3232/GCG.2022.V16.N2.03

Almudhaf, F. (2018). Multifactor asset pricing model evidence from hotel stocks and lodging real estate investment trusts. Journal of Hospitality Financial Management, 26(1), 15–24. https://doi.org/10.7275/R5GT5KDG

Altinay, A. T., Dogan, M., Ergun, B. L. D., & Alshiqi, S. (2023). THE FAMA-FRENCH FIVE-FACTOR ASSET PRICING MODEL: A RESEARCH ON BORSA ISTANBUL. Ikonomicheski Izsledvania, 32(4), 3–21. https://www.scopus.com/inward/record.uri?eid=2-s2.0-85160932551&partnerID=40&md5=e0e6bbe6166d93e0c20e155f7ef10536

Amon, J., Rammerstorfer, M., & Weinmayer, K. (2021a). Environmental portfolios—evidence from screening and passive portfolio management. Sustainability (Switzerland), 13(22). https://doi.org/10.3390/su132212647

Amon, J., Rammerstorfer, M., & Weinmayer, K. (2021b). Passive esg portfolio management—the benchmark strategy for socially responsible investors. Sustainability (Switzerland), 13(16). https://doi.org/10.3390/su13169388

Anuno, F., Madaleno, M., & Vieira, E. (2023). Using the Capital Asset Pricing Model and the Fama–French Three-Factor and Five-Factor Models to Manage Stock and Bond Portfolios: Evidence from Timor-Leste. Journal of Risk and Financial Management, 16(11). https://doi.org/10.3390/jrfm16110480

Arbaa, O., & Varon, E. (2019). Turkish currency crisis – Spillover effects on European banks. Borsa Istanbul Review, 19(4), 372–378. https://doi.org/10.1016/j.bir.2019.07.003

Arora, D., & Gakhar, D. V. (2019). Asset pricing models: A study of cnx nifty 500 index companies. Indian Journal of Finance, 13(4), 20–35. https://doi.org/10.17010/ijf/2019/v13i4/143125

Azizi, H. R., Pakmaram, A., Rezaei, N., & Abdi, R. (2020). Presenting a model for portfolio risk premium assessment: Evidence from the Tehran stock exchange. International Journal of Nonlinear Analysis and Applications, 11(Special Issue), 21–30. https://doi.org/10.22075/ijnaa.2020.4443

Balakrishnan, A., Maiti, M., & Panda, P. (2018). Test of Five-factor Asset Pricing Model in India. Vision, 22(2), 153–162. https://doi.org/10.1177/0972262918766133

Bask, M., Forsberg, L., & Östling, A. (2024). Media sentiment and stock returns. Quarterly Review of Economics and Finance, 94, 303–311. https://doi.org/10.1016/j.qref.2024.02.008

Bateh, J., & Sofianopoulou, S. (2019). Organisational growth through operational change. International Journal of Business Performance Management, 20(3), 278–296. https://doi.org/10.1504/IJBPM.2019.102026

Ben Mrad Douagi, F. W., Chaouachi, O., & Sow, M. (2021). The portfolio management: Investigation of the fama-french five-and six-factor asset pricing models. Polish Journal of Management Studies, 23(1), 106–118. https://doi.org/10.17512/pjms.2021.23.1.07

Bissoondoyal-Bheenick, E., Brooks, R., & Do, H. X. (2023). Risk Analysis of Pension Fund Investment Choices. Abacus, 59(3), 872–898. https://doi.org/10.1111/abac.12264

Blitz, D., & Vidojevic, M. (2017). The profitability of low-volatility. Journal of Empirical Finance, 43, 33–42. https://doi.org/10.1016/j.jempfin.2017.05.001

Boussaidi, R., & AlSaggaf, M. I. (2023). Post-Earnings Announcement Drift, Momentum, and Contrarian Strategies in the Saudi Stock Market: Risk Explanation vs. Behavioral Explanation. Journal of the Knowledge Economy. https://doi.org/10.1007/s13132-023-01648-4

Bradrania, R., Veron, J. F., & Wu, W. (2023). The beta anomaly and the quality effect in international stock markets. Journal of Behavioral and Experimental Finance, 38. https://doi.org/10.1016/j.jbef.2023.100808

Bril, H., Kell, G., & Rasche, A. (2022). Sustainability, technology, and finance: Rethinking how markets integrate ESG. In Sustainability, Technology, and Finance: Rethinking How Markets Integrate ESG. Taylor and Francis. https://doi.org/10.4324/9781003262039

Bueno, G., Marcon, R., Pruner-da-Silva, A. L., & Ribeirete, F. (2018). The role of the board in voluntary disclosure. Corporate Governance (Bingley), 18(5), 886–910. https://doi.org/10.1108/CG-09-2017-0205

Cagdas Artantas, O. (2023). Comparison of Models and Proposals. In European Yearbook of International Economic Law (Vol. 33, pp. 189–203). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-3-031-44760-0_8

Câmara, P., & Morais, F. (2022). The Palgrave Handbook of ESG and Corporate Governance. In The Palgrave Handbook of ESG and Corporate Governance. Springer International Publishing. https://doi.org/10.1007/978-3-030-99468-6

Chai, D., Chiah, M., & Zhong, A. (2019). Choosing factors: Australian evidence. Pacific Basin Finance Journal, 58. https://doi.org/10.1016/j.pacfin.2019.101223

Chancharat, N., & Sinlapates, P. (2021). Is value premium driven by risk in the stock exchange of Thailand? A comparison of the Fama/French three-factor model and Fama/French five-factor model. International Journal of Monetary Economics and Finance, 14(4), 314–322. https://doi.org/10.1504/IJMEF.2021.116985

Chava, S., Hsu, A., & Zeng, L. (2020). Does history repeat itself? Business cycle and industry returns. Journal of Monetary Economics, 116, 201–218. https://doi.org/10.1016/j.jmoneco.2019.10.005

Chiah, M., Chai, D., Zhong, A., & Li, S. (2016). A Better Model? An Empirical Investigation of the Fama–French Five-factor Model in Australia. International Review of Finance, 16(4), 595–638. https://doi.org/10.1111/irfi.12099

Chong, J. (2022). A trading strategy with dual-beta estimates. Managerial Finance, 48(5), 720–732. https://doi.org/10.1108/MF-07-2021-0310

Choudhary, K., Kumar, P., & Mehta, S. (2022). Asset pricing models: evidence from the Indian equity market. Afro-Asian Journal of Finance and Accounting, 12(5), 607–625. https://doi.org/10.1504/aajfa.2022.126963

Cox, S., & Britten, J. (2019). The Fama-French five-factor model: Evidence from the Johannesburg Stock Exchange. Investment Analysts Journal, 48(3), 240–261. https://doi.org/10.1080/10293523.2019.1647982

Dal Maso, G., Tripathy, A., & Brightman, M. (2022). A moral turn in finance? Labeling, purpose, and the morality of markets. Focaal, 2022(93), 1–17. https://doi.org/10.3167/fcl.2022.930101

de Carvalho, G. A., Amaral, H. F., Pinheiro, J. L., & Correia, L. F. (2022). Pricing of Liquidity Risk: New Evidence from the Latin American Emerging Stock Markets. Emerging Markets Finance and Trade, 58(2), 398–416. https://doi.org/10.1080/1540496X.2021.1991184

Demetrescu, M., Hanck, C., & Kruse-Becher, R. (2023). Robust Fixed-b Inference in the Presence of Time-Varying Volatility. Econometrics and Statistics. https://doi.org/10.1016/j.ecosta.2023.05.003

Dhaoui, A., & Bensalah, N. (2017). Asset valuation impact of investor sentiment: A revised Fama-French five-factor model. Journal of Asset Management, 18(1), 16–28. https://doi.org/10.1057/s41260-016-0027-2

Do Lago Quinteiro, L. G., De Medeiros, O. R., & Niyama, J. K. (2020). Modelo de Cinco-Fatores de Fama e French e o Risco de Incerteza Econômica no Mercado Acionário Brasileiro. Journal Globalization, Competitiveness and Governability, 14(1), 116–134. https://doi.org/10.3232/GCG.2020.V14.N1.06

Dutta, A. (2019). Does the Five-Factor Asset Pricing Model Have Sufficient Power? Global Business Review, 20(3), 684–691. https://doi.org/10.1177/0972150919837060

Ekaputra, I. A., & Sutrisno, B. (2020). Empirical tests of the Fama-French five-factor model in Indonesia and Singapore. Afro-Asian Journal of Finance and Accounting, 10(1), 85–111. https://doi.org/10.1504/AAJFA.2020.104408

Elgammal, M. M., Ahmed, F. E., & McMillan, D. G. (2022). The predictive ability of stock market factors. Studies in Economics and Finance, 39(1), 111–124. https://doi.org/10.1108/SEF-01-2021-0010

Fabozzi, F. J., Huang, D., Jiang, F., & Wang, J. (2024). What difference do new factor models make in portfolio allocation? Journal of International Money and Finance, 140. https://doi.org/10.1016/j.jimonfin.2023.102997

Foye, J. (2018a). A comprehensive test of the Fama-French five-factor model in emerging markets. Emerging Markets Review, 37, 199–222. https://doi.org/10.1016/j.ememar.2018.09.002

Foye, J. (2018b). Testing alternative versions of the Fama-French five-factor model in the UK. Risk Management, 20(2), 167–183. https://doi.org/10.1057/s41283-018-0034-3

Foye, J., & Valentinčič, A. (2020). Testing factor models in Indonesia. Emerging Markets Review, 42. https://doi.org/10.1016/j.ememar.2019.100628

Gharaibeh, O. K., Kharabsheh, B., & Al-Quran, A. Z. (2022). Momentum strategies and market state in Moroccan industries. Cogent Business and Management, 9(1). https://doi.org/10.1080/23311975.2022.2135217

Halim, A. A. (2023). A Five-Factor Asset Pricing Model of Shariah Compliant Firms in the United States. Institutions and Economies, 15(3), 59–80. https://doi.org/10.22452/IJIE.vol15no3.3

He, A., Huang, D., Li, J., & Zhou, G. (2023). Shrinking Factor Dimension: A Reduced-Rank Approach. Management Science, 69(9), 5501–5522. https://doi.org/10.1287/mnsc.2022.4563

Hoque, H., & Mu, S. (2019). Partial private sector oversight in China’s A-share IPO market: An empirical study of the sponsorship system. Journal of Corporate Finance, 56, 15–37. https://doi.org/10.1016/j.jcorpfin.2019.01.002

Hu, J., Ding, H., & Liu, X. (2023). Arbitrage Pricing with Heterogeneous Spatial Effects and Heteroscedastic Disturbances. Journal of Financial Econometrics, 21(4), 1169–1195. https://doi.org/10.1093/jjfinec/nbab032

Huang, J., & Liu, H. (2019). Examination and Modification of Multi-Factor Model in Explaining Stock Excess Return with Hybrid Approach in Empirical Study of Chinese Stock Market. Journal of Risk and Financial Management, 12(2). https://doi.org/10.3390/jrfm12020091

Huang, T.-L. (2018). The puzzling media effect in the Chinese stock market. Pacific Basin Finance Journal, 49, 129–146. https://doi.org/10.1016/j.pacfin.2018.04.005

Hundt, S. (2023). Corporate power purchase agreements and the value of decarbonization. International Journal of Energy Sector Management. https://doi.org/10.1108/IJESM-03-2023-0008

Hung, C., & Lai, H.-N. (2022). Information asymmetry and the profitability of technical analysis. Journal of Banking and Finance, 134. https://doi.org/10.1016/j.jbankfin.2021.106347

Jareño, F., González, M. D. L. O., Tolentino, M., & Rodríguez, S. (2018). Interest rate sensitivity of Spanish companies. An extension of the Fama-French five-factor model. Acta Oeconomica, 68(4), 617–638. https://doi.org/10.1556/032.2018.68.4.7

Jiao, W., & Lilti, J.-J. (2017). Whether profitability and investment factors have additional explanatory power comparing with Fama-French Three-Factor Model: empirical evidence on Chinese A-share stock market. China Finance and Economic Review, 5(1). https://doi.org/10.1186/s40589-017-0051-5

Kanuri, S., & McLeod, R. W. (2016). Sustainable competitive advantage and stock performance: the case for wide moat stocks. Applied Economics, 48(52), 5117–5127. https://doi.org/10.1080/00036846.2016.1170938

Karima, L., Mimoun, B., & El bouhadi, A. (2023). FAMA AND FRENCH FIVE-FACTOR ASSET PRICING MODEL: EVIDENCE FROM MOROCCAN STOCK MARKET. International Journal of Economics and Finance Studies, 15(1), 466–489. https://doi.org/10.34109/ijefs.202315122

Kaya, E. (2021). Relative performances of asset pricing models for BIST 100 index. Revista Espanola de Financiacion y Contabilidad, 50(3), 280–301. ttps://doi.org/10.1080/02102412.2020.1801169

Khamis, M. S., & Aysan, A. F. (2022). Bibliometric Analysis of Green Bonds. In Eurasian Studies in Business and Economics (Vol. 23, pp. 219–236). Springer Science and Business Media B.V. https://doi.org/10.1007/978-3-031-14395-3_12

Khan, U. E., & Iqbal, J. (2021). The Relationship between Default Risk and Asset Pricing: Empirical Evidence from Pakistan. Journal of Asian Finance, Economics and Business, 8(3), 717–729. https://doi.org/10.13106/jafeb.2021.vol8.no3.0717

Khoa, B. T., Son, P. T., & Huynh, T. T. (2021). The Relationship Between the Rate of Return and Risk in Fama-French Five-Factor Model: A Machine Learning Algorithms Approach. Journal of System and Management Sciences, 11(4), 47–64. https://doi.org/10.33168/JSMS.2021.0403

Khudoykulov, K. (2020). Asset-pricing models: A case of Indian capital market. Cogent Economics and Finance, 8(1). https://doi.org/10.1080/23322039.2020.1832732

Kirby, C. (2019). Estimating the Cost-of-Equity Capital Using Empirical Asset Pricing Models. International Review of Finance, 19(1), 105–154. https://doi.org/10.1111/irfi.12179

Kiymaz, H. (2019). Factors influencing SRI fund performance. Journal of Capital Markets Studies, 3(1), 68–81. https://doi.org/10.1108/JCMS-04-2019-0016

Kohls, T., & Mager, F. (2023). Profitability and low-risk anomalies reexamined. Global Finance Journal, 56. https://doi.org/10.1016/j.gfj.2022.100776

Kolko, J. (2011). Exposing the Magic of Design: A Practitioner’s Guide to the Methods and Theory of Synthesis. In Exposing the Magic of Design: A Practitioner’s Guide to the Methods and Theory of Synthesis. Oxford University Press. https://doi.org/10.1093/acprof:oso/9780199744336.001.0001

Kostin, K. B., Runge, P., & Charifzadeh, M. (2022). An Analysis and Comparison of Multi-Factor Asset Pricing Model Performance during Pandemic Situations in Developed and Emerging Markets. Mathematics, 10(1). https://doi.org/10.3390/math10010142

Kostin, K. B., Runge, P., & Mamedova, L. E. (2023). Validity of the Fama-French Three- and Five-Factor Models in Crisis Settings at the Example of Select Energy-Sector Companies during the COVID-19 Pandemic. Mathematics, 11(1). https://doi.org/10.3390/math11010049

Kuo, Y.-S., & Huang, J.-T. (2022). Factor-Based Investing in Market Cycles: Fama–French Five-Factor Model of Market Interest Rate and Market Sentiment. Journal of Risk and Financial Management, 15(10). https://doi.org/10.3390/jrfm15100460

Lalwani, V., & Chakraborty, M. (2020). Multi-factor asset pricing models in emerging and developed markets. Managerial Finance, 46(3), 360–380. https://doi.org/10.1108/MF-12-2018-0607

Lazzati, N., & Menichini, A. A. (2018). A Dynamic Model of Firm Valuation. Financial Review, 53(3), 499–531. https://doi.org/10.1111/fire.12164

Lean, H. H., & Pizzutilo, F. (2021). Performances and risk of socially responsible investments across regions during crisis. International Journal of Finance and Economics, 26(3), 3556–3568. https://doi.org/10.1002/ijfe.1975

Leite, A. L., Klotzle, M. C., Pinto, A. C. F., & da Silveira Barbedo, C. H. (2020). The Fama-French’s five-factor model relation with interest rates and macro variables. North American Journal of Economics and Finance, 53. https://doi.org/10.1016/j.najef.2020.101197

Leite, P., & Cortez, M. C. (2020). Investment and profitability factors in mutual fund performance evaluation: a conditional approach. Applied Economics Letters, 27(16), 1312–1315. https://doi.org/10.1080/13504851.2019.1678723

Li, C., Hu, Z., & Tang, L. (2019). Re-examining the Chinese A-share herding behaviour with a Fama-French augmented seven-factor model. Applied Economics, 51(5), 488–508. https://doi.org/10.1080/00036846.2018.1494809

Li, S., Hao, Q., Liu, Y., & Meng, J. (2023). The Applicability of Fama-French Multifactoral Model in the Stock Investment of China’s New Energy Industry. In H. J.C., C. J., & P. Y. (Eds.), Lecture Notes in Electrical Engineering: Vol. 1045 LNEE (pp. 470–476). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-981-99-2287-1_67

Li, T., & Lin, H. (2021). Credit risk and equity returns in China. International Review of Economics and Finance, 76, 588–613. https://doi.org/10.1016/j.iref.2021.07.002

Li, Y., & Teng, Y. (2023). The Fama–French Five-Factor Model with Hurst Exponents Compared with Machine Learning Methods. Mathematics, 11(13). https://doi.org/10.3390/math11132988

LIAMMUKDA, A., KHAMKONG, M., SAENCHAN, L., & HONGSAKULVASU, N. (2020). The Time-Varying Coefficient Fama - French Five Factor Model: A Case Study in the Return of Japan Portfolios. Journal of Asian Finance, Economics and Business, 7(10), 513–521. https://doi.org/10.13106/jafeb.2020.vol7.no10.513

Liu, D., Lu, Z., Wang, G., & Meng, Q. (2024). A two-dimensional innovation activity factor and stock pricing: Evidence from the Chinese stock market. International Review of Economics and Finance, 90, 102–114. https://doi.org/10.1016/j.iref.2023.11.012

Liu, J., Zheng, W., Liu, Z., & Jiang, X. (2023). Impact of H1N1, H7N9, ASFV, dengue virus and COVID-19 on pharmaceutical manufacturing firms’ R&D investments and economic consequences: Evidence from China. Asian Pacific Journal of Tropical Medicine, 16(10), 453–462. https://doi.org/10.4103/1995-7645.386256

Liu, S., Kong, A., Gu, R., & Guo, W. (2019). Does idiosyncratic volatility matter? — Evidence from Chinese stock market. Physica A: Statistical Mechanics and Its Applications, 516, 393–401. https://doi.org/10.1016/j.physa.2018.09.184

Macchiavello, E., & Siri, M. (2022). Sustainable Finance and Fintech: Can Technology Contribute to Achieving Environmental Goals? A Preliminary Assessment of “Green Fintech” and “Sustainable Digital Finance.” European Company and Financial Law Review, 19(1), 128–174. https://doi.org/10.1515/ecfr-2022-0005

Martinez-Blasco, M., Serrano, V., Prior, F., & Cuadros, J. (2023). Analysis of an event study using the Fama–French five-factor model: teaching approaches including spreadsheets and the R programming language. Financial Innovation, 9(1). https://doi.org/10.1186/s40854-023-00477-3

Meng, J., & Zhang, Z. (2022). Corporate environmental information disclosure and investor response: Evidence from China’s capital market. Energy Economics, 108. https://doi.org/10.1016/j.eneco.2022.105886

Mills, E. (2023). Green Remittances: A novel form of sustainability finance. Energy Policy, 176. https://doi.org/10.1016/j.enpol.2023.113501

Miralles-Quirós, J. L., & Miralles-Quirós, M. M. (2020). Who knocks on the door of portfolio performance heaven: Sinner or saint investors? Mathematics, 8(11), 1–18. https://doi.org/10.3390/math8111951

Miralles-Quirós, J. L., Miralles-Quirós, M. M., & Nogueira, J. M. (2020). Sustainable development goals and investment strategies: The profitability of using five-factor fama-french alphas. Sustainability (Switzerland), 12(5), 1–16. https://doi.org/10.3390/su12051842

Moghadam, Z., Mansourfar, G., & Didar, H. (2021). The Effect of Manager Forecast of Future Sales on Company Risk During Sales Decline Using the Fama-French Five-Factor Model. Iranian Journal of Management Studies, 14(3), 509–525. https://doi.org/10.22059/IJMS.2021.296411.673936

Mohanasundaram, S., & Kasilingam, R. (2024). The sustainability factor in asset pricing: Empirical evidence from the Indian market. Quarterly Review of Economics and Finance, 94, 206–213. https://doi.org/10.1016/j.qref.2024.01.004

Molele, M. H., & Mukuddem-Petersen, J. (2020). Emerging market currency risk exposure: evidence from South Africa. Journal of Risk Finance, 21(2), 159–179. https://doi.org/10.1108/JRF-07-2019-0123

Monasterolo, I., & de Angelis, L. (2020). Blind to carbon risk? An analysis of stock market reaction to the Paris Agreement. Ecological Economics, 170. https://doi.org/10.1016/j.ecolecon.2019.106571

Mosoeu, S., & Kodongo, O. (2022). The Fama-French five-factor model and emerging market equity returns. Quarterly Review of Economics and Finance, 85, 55–76. https://doi.org/10.1016/j.qref.2020.10.023

Naqvi, B., Rizvi, S. K. A., Mirza, N., & Reddy, K. (2018). Religion based investing and illusion of Islamic Alpha and Beta. Pacific Basin Finance Journal, 52, 82–106. https://doi.org/10.1016/j.pacfin.2018.02.003

Nsibande, L. M. Q., & Sebastian, A. (2023). Is the environmental, social and corporate governance score the missing factor in the Fama-French five-factor model? South African Journal of Economic and Management Sciences, 26(1). https://doi.org/10.4102/sajems.v26i1.4835

Paliienko, O., Naumenkova, S., & Mishchenko, S. (2020). An empirical investigation of the Fama-French five-factor model. Investment Management and Financial Innovations, 17(1), 143–155. https://doi.org/10.21511/imfi.17(1).2020.13

Pan, S., Long, S., Wang, Y., & Xie, Y. (2023). Nonlinear asset pricing in Chinese stock market: A deep learning approach. International Review of Financial Analysis, 87. https://doi.org/10.1016/j.irfa.2023.102627

Pandey, A., Sehgal, S., Mohapatra, A. K., & Samanta, P. K. (2021). “Equity market anomalies in major European economies.” Investment Management and Financial Innovations, 18(2), 245–260. https://doi.org/10.21511/imfi.18(2).2021.20

Papenkov, M. (2019). An Empirical Asset Pricing Model Accommodating the Sector-Heterogeneity of Risk. Atlantic Economic Journal, 47(4), 499–520. https://doi.org/10.1007/s11293-019-09637-2

Peterburgsky, S. (2021). Is aggregate volatility a priced risk factor? International Review of Finance, 21(3), 843–864. https://doi.org/10.1111/irfi.12299

Pham, H., Nguyen, V., Ramiah, V., Mudalige, P., & Moosa, I. (2019). The Effects of Environmental Regulation on the Singapore Stock Market. Journal of Risk and Financial Management, 12(4). https://doi.org/10.3390/jrfm12040175

Pham, H., Ramiah, V., Le, H., Moosa, N., & Al-Hares, O. (2022). The effect of the royal wedding on the UK stock market. Cogent Economics and Finance, 10(1). https://doi.org/10.1080/23322039.2022.2122179

Racicot, F.-E., & Rentz, W. F. (2016). Testing Fama–French’s new five-factor asset pricing model: evidence from robust instruments. Applied Economics Letters, 23(6), 444–448. https://doi.org/10.1080/13504851.2015.1080798

Racicot, F.-E., Rentz, W. F., Kahl, A., & Mesly, O. (2019). Examining the dynamics of illiquidity risks within the phases of the business cycle. Borsa Istanbul Review, 19(2), 117–131. https://doi.org/10.1016/j.bir.2018.12.001

Racicot, F., & Rentz, W. F. (2017). A panel data robust instrumental variable approach: a test of the new Fama-French five-factor model. Applied Economics Letters, 24(6), 410–416. https://doi.org/10.1080/13504851.2016.1197361

Richey, G. (2017). Fewer reasons to sin: a five-factor investigation of vice stock returns. Managerial Finance, 43(9), 1016–1033. https://doi.org/10.1108/MF-09-2016-0268

Ringel, M., & Mjekic, S. (2023). Analyzing the Role of Banks in Providing Green Finance for Retail Customers: The Case of Germany. Sustainability (Switzerland), 15(11). https://doi.org/10.3390/su15118745

Rojo Suárez, J., Alonso Conde, A. B., & Ferrero Pozo, R. (2020). European equity markets: Who is the truly representative investor? Quarterly Review of Economics and Finance, 75, 325–346. https://doi.org/10.1016/j.qref.2019.02.003

Roszkowska, P., & Langer, L. K. (2019). (Ab)Normal Returns in an Emerging Stock Market: International Investor Perspective. Emerging Markets Finance and Trade, 55(12), 2809–2833. https://doi.org/10.1080/1540496X.2018.1531241

Roy, R. (2021). A six-factor asset pricing model: The Japanese evidence. Financial Planning Review, 4(1). https://doi.org/10.1002/cfp2.1109

Roy, R. (2023). Is the six-factor asset pricing model discounting the global returns? Macroeconomics and Finance in Emerging Market Economies, 16(1), 95–136. https://doi.org/10.1080/17520843.2021.1936110

Rui, X. (2023). Influencing factors of stock returns based on Fama–French model and intelligent algorithm. Soft Computing, 27(14), 10359–10368. https://doi.org/10.1007/s00500-023-08305-7

Safiee, L. S., Baharum, Z. A., Ibrahim, M. N., Ramli, R. R., Hasim, M. S., & Abdullah, A. S. (2020). Defining the conceptual competencies framework for physical facilities management of higher education institution. Malaysian Construction Research Journal, Specialiss(1), 148–159. https://www.scopus.com/inward/record.uri?eid=2-s2.0-85101938010&partnerID=40&md5=d027642be465c19180ca2ad923fe1dc4

Safiullah, M., & Shamsuddin, A. (2021). Asset pricing factors in Islamic equity returns. International Review of Finance, 21(2), 523–554. https://doi.org/10.1111/irfi.12290

San-Jose, L., Beraza, A., & Retolaza, J. L. (2019). Understanding cash sharing: A sustainability model. International Journal of Financial Studies, 7(1). https://doi.org/10.3390/ijfs7010017

Sandoval Álamos, E., Lastra Piña, C., & Llantén Figueroa, S. (2021). Developed and emerging stock markets performance one year before and one year after the first Covid-19 outbreak with origin in Wuhan, China. Journal Globalization, Competitiveness and Governability, 15(3), 94–108. https://doi.org/10.3232/GCG.2021.V15.N3.05

Sarwar, G., Mateus, C., & Todorovic, N. (2018). US sector rotation with five-factor Fama-French alphas. Journal of Asset Management, 19(2), 116–132. https://doi.org/10.1057/s41260-017-0067-2

Sehgal, S., Vasishth, V., & Deisting, F. (2024). Lottery factor and stock returns: Evidence from India. Borsa Istanbul Review. https://doi.org/10.1016/j.bir.2024.02.006

Senarathne, C. W. (2019). Do Fama–French common risk-factor portfolio investors herd on a daily basis? Implications for common risk-factor regressions. Journal of Capital Markets Studies, 3(2), 137–156. https://doi.org/10.1108/JCMS-06-2019-0034

Shaeri, K., Adaoglu, C., & Katircioglu, S. T. (2016). Oil price risk exposure: A comparison of financial and non-financial subsectors. Energy, 109, 712–723. https://doi.org/10.1016/j.energy.2016.05.028

Shaikh, S. A., Ismail, M. A., Ismail, A. G., Shahimi, S., & Mohd. Shafiai, M. H. (2019). Cross section of stock returns on Shari’ah-compliant stocks: evidence from Pakistan. International Journal of Islamic and Middle Eastern Finance and Management, 12(2), 282–302. https://doi.org/10.1108/IMEFM-04-2017-0100

Sharma, A., & Bajaj, S. (2023). Impact of sustainability and green finance on SMEs to promote green growth. In Sustainability, Green Management, and Performance of SMEs (pp. 187–198). De Gruyter. https://doi.org/10.1515/9783111170022-010

Shi, Q., & li, B. (2023). The evaluation and comparison of three benchmark asset pricing models with daily data: supplementary evidence. Asia-Pacific Journal of Accounting and Economics, 30(2), 514–530. https://doi.org/10.1080/16081625.2020.1787851

Shukla, A. K., & Shaw, T. S. (2023). Long-run Stock Return of IPO Firms in India: Examining Investment and Profitability Hypothesis. Vikalpa, 48(1), 21–38. https://doi.org/10.1177/02560909231157976

Singh, K., Singh, A., & Prakash, P. (2023). Testing factor models in an emerging market: evidence from India. International Journal of Managerial Finance, 19(1), 203–232. https://doi.org/10.1108/IJMF-05-2021-0245

Su, L. (2023). Investor gambling preferences and stock returns: evidence from the Shanghai A-share markets. Kybernetes. https://doi.org/10.1108/K-05-2023-0802

Teti, E., Dallocchio, M., & L’Erario, G. (2023). The impact of ESG tilting on the performance of stock portfolios in times of crisis. Finance Research Letters, 52, 103522. https://doi.org/https://doi.org/10.1016/j.frl.2022.103522

Thylstrup, N. B., Archer, M., & Ravn, L. (2022). Traceability. Internet Policy Review, 11(1). https://doi.org/10.14763/2022.1.1646

Tripathi, V., & Singh, P. (2021). Fama-French five-factor asset pricing model: Empirical evidence from Indian stock market. International Journal of Business and Globalisation, 27(1), 70–91. https://doi.org/10.1504/IJBG.2021.111959

Ülkü, N. (2017). Monday effect in Fama–French’s RMW factor. Economics Letters, 150, 44–47. https://doi.org/10.1016/j.econlet.2016.10.031

Vaupel, M., Bendig, D., Fischer-Kreer, D., & Brettel, M. (2023). The Role of Share Repurchases for Firms’ Social and Environmental Sustainability. Journal of Business Ethics, 183(2), 401–428. https://doi.org/10.1007/s10551-022-05076-3

Wang, K., & Wu, X. (2024). Industry momentum and trading volume: evidence from China. Managerial Finance, 50(6), 1139–1152. https://doi.org/10.1108/MF-08-2022-0397

Wang, S., Yu, L., & Zhao, Q. (2021). Do factor models explain stock returns when prices behave explosively? Evidence from China. Pacific Basin Finance Journal, 67. https://doi.org/10.1016/j.pacfin.2021.101535

Wardle, M., & Mills, S. (2018). Transparency and disclosure–do policy frameworks enhance financial centre reputation? Journal of Sustainable Finance and Investment, 8(4), 323–328. https://doi.org/10.1080/20430795.2018.1485380

Wenting, J., & Lilti, J.-J. (2017). Whether profitability and investment factors have additional explanatory power compared with Fama-French three-factor model: Empirical evidence on Chinese A-share stock market. China Finance and Economic Review, 6(2), 3–22. https://doi.org/10.1515/cfer-2017-060203

Xi, B., & Jing, H. (2022). Research on the impact of green bond issuance on the stock price of listed companies. Kybernetes, 51(4), 1478–1497. https://doi.org/10.1108/K-12-2020-0900

Yang, Z., Naeem, M., Ji, H., Liu, G., Zhu, Y., & Xu, J. (2023). Does China’s stock market react to COVID-19 differently at industry level? Evidence from China. Economic Research-Ekonomska Istrazivanja , 36(2). https://doi.org/10.1080/1331677X.2022.2143844

Yiu, C.-Y., Xiong, C., & Cheung, K.-S. (2022). An Extended Fama-French Multi-Factor Model in Direct Real Estate Investing. Journal of Risk and Financial Management, 15(9). https://doi.org/10.3390/jrfm15090390

Yu, X., Xiao, K., & Xu, T. (2023). Does ESG profile depicted in CSR reports affect stock returns? Evidence from China. Physica A: Statistical Mechanics and Its Applications, 627. https://doi.org/10.1016/j.physa.2023.129118

Zhang, H., Wang, N., Li, Y., & Zhan, Y. (2019). Bayesian asset pricing testing under multivariate t-distribution. Applied Economics Letters, 26(11), 898–901. https://doi.org/10.1080/13504851.2018.1512740

Zhang, W., Li, B., & Roca, E. (2023). Moments and momentum in the returns of securitized real estate: A cross-country study of risk factors driving real estate investment trusts before and during COVID-19. Heliyon, 9(8). https://doi.org/10.1016/j.heliyon.2023.e18476




DOI: https://doi.org/10.46576/wjs.v5i1.7725

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