Value and Size Premiums in the Philippine Equity Market: Evidence from an Extended Dataset with Volatility Analysis

Authors

  • Ramon George O. Atento, PhD First Asia Institute of Technology and the Humanities Author https://orcid.org/0009-0001-7598-1443
  • Andrea Gwyneth Atento SLSI Press Author
  • Cherry Ann Marie H. Espelita, MBA University of Cabuyao Author
  • Faye Del Mundo First Asia Institute of Technology and the Humanities Author
  • Ryza Gaile Nona First Asia Institute of Technology and the Humanities Author https://orcid.org/0009-0008-6162-5545
  • Margareth M. Mangubat First Asia Institute of Technology and the Humanities Author https://orcid.org/0009-0002-4665-4758
  • Veronica Grace Dela Costa First Asia Institute of Technology and the Humanities Author https://orcid.org/0009-0005-1872-0123
  • Paul Manzana First Asia Institute of Technology and the Humanities Author
  • Amor Espina First Asia Institute of Technology and the Humanities Author

DOI:

https://doi.org/10.65166/nbsg0j88

Keywords:

Philippine Stock Exchange, size premium, volatility clustering, GARCH, emerging equity markets , asset pricing anomalies, temporal aggregation

Abstract

This study provides an updated and extended empirical assessment of the size premium and return volatility clustering in the Philippine Stock Exchange (PSE), covering the period from July 2018 to June 2025. The analysis extends and updates the foundational work of Perez (2018) — the only prior published study examining size and value anomalies in the PSE using firm-level return data — across a sample period that encompasses the COVID-19 market disruption, the post-pandemic recovery, and the Bangko Sentral ng Pilipinas monetary tightening cycle of 2022 to 2023. Annual tercile portfolios are constructed using price per share as a proxy for firm size, and equal-weighted portfolio returns are computed at weekly and monthly frequencies. The value premium is excluded from the empirical scope due to the unavailability of structured historical fundamental data through publicly accessible sources for PSE-listed firms, a constraint that is acknowledged as a study limitation. Full-sample tests find no statistically significant size premium at either weekly (SML = 0.030%, p = 0.793) or monthly (SML = 0.145%, p = 0.758) frequency. This null result is consistent across all seven individual portfolio years examined and across three structurally distinct sub-periods — pre-COVID, COVID-recovery, and post-COVID tightening — confirming that the absence of a size premium in the Philippine market is a durable structural feature rather than a sample-specific artifact. Volatility clustering tests using the GARCH(1,1) framework reveal strong and uniform evidence of conditional heteroskedasticity at weekly frequency across all three size portfolios, with ARCH Lagrange Multiplier p-values < 0.001 and volatility persistence measures ranging from 0.863 to 0.936, while no clustering is detected at monthly frequency for any portfolio. This frequency-dependent pattern is consistent with the temporal aggregation theory of volatility and directly replicates the Perez (2018) volatility findings over an extended and more turbulent sample horizon. The findings have implications for asset pricing model application, portfolio risk management, and the development of Philippine equity market data infrastructure.

Downloads

Download data is not yet available.

References

Ahelegbey, D. F., & Giudici, P. (2020). Market risk, connectedness and turbulence: A comparison of 21st century financial crises. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.3584510

Ahn, D., Min, B., & Yoon, B.-H. (2019). Why has the size effect disappeared? Journal of Banking & Finance, 102, 256. https://doi.org/10.1016/j.jbankfin.2019.02.005

Alfonso, G. (2018). Value and size effects in the stock market of the Philippines. International Journal of Financial Research, 9(2), 191. https://doi.org/10.5430/ijfr.v9n2p191

Ammann, M., & Steiner, M. (2008). Risk factors for the Swiss stock market. Swiss Journal of Economics and Statistics, 144(1), 1. https://doi.org/10.1007/bf03399247

Anchev, S., & Lapanan, N. (2023). Investor base size and underreaction-consistent stock return anomalies. European Accounting Review, 1. https://doi.org/10.1080/09638180.2023.2265975

Andersen, T. G., & Bollerslev, T. (1997). Heterogeneous information arrivals and return volatility dynamics: Uncovering the long-run in high frequency returns. The Journal of Finance, 52(3), 975. https://doi.org/10.1111/j.1540-6261.1997.tb02722.x

Arnott, R. D., Harvey, C. R., Kalesnik, V., & Pontiff, J. (2019). Alice's adventures in factorland: Three blunders that plague factor investing. The Journal of Portfolio Management, 45(4), 18-36.

Asian Development Outlook 2020. (2020). Asian Development Outlook. https://doi.org/10.22617/fls200119-3

Asness, C. S., Frazzini, A., Israel, R., Moskowitz, T. J., & Pedersen, L. H. (2015). Size matters, if you control your junk. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.2553889

Asness, C. S., Frazzini, A., Israel, R., Moskowitz, T. J., & Pedersen, L. H. (2018). Size matters, if you control your junk. Journal of Financial Economics, 129(3), 479. https://doi.org/10.1016/j.jfineco.2018.05.006

Asness, C. S., Moskowitz, T. J., & Pedersen, L. H. (2013). Value and momentum everywhere. The Journal of Finance, 68(3), 929. https://doi.org/10.1111/jofi.12021

Atento, R. G. (2025). Valuation metrics, market efficiency, and investor sentiment: A descriptive analysis of Philippine Stock Exchange-listed firms. International Journal of Health & Business Analytics, 1(1). https://doi.org/10.65166/6kbeat87

Atento, R. G., & Atento, A. G. (2025a). Global equity valuation dispersion: Evidence from P/E benchmarks, percentile positioning, and trend margins. International Journal of Health & Business Analytics, 1(2). https://doi.org/10.65166/2pd5k207

Atento, R. G., & Atento, A. G. (2025b). Which fundamentals differentiate Philippine stock winners from laggards? A rank-based multinomial analysis of 2025 price appreciation. International Journal of Health & Business Analytics, 1(2). https://doi.org/10.65166/n7t3ew73

Banz, R. W. (1981). The relationship between return and market value of common stocks. Journal of Financial Economics, 9(1), 3. https://doi.org/10.1016/0304-405x(81)90018-0

Bartram, S. M., & Grinblatt, M. (2017). Agnostic fundamental analysis works. Journal of Financial Economics, 128(1), 125. https://doi.org/10.1016/j.jfineco.2016.11.008

Bautista, C. C. (2003). Stock market volatility in the Philippines. Applied Economics Letters, 10(5), 315-318.

Bekaert, G., & Harvey, C. R. (2000). Capital flows and the behavior of emerging market equity returns. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.103120

Bessler, W., Taushanov, G., & Wolff, D. (2021). Factor investing and asset allocation strategies: A comparison of factor versus sector optimization. Journal of Asset Management, 22(6), 488. https://doi.org/10.1057/s41260-021-00225-1

Bollerslev, T. (1986). Generalized autoregressive conditional heteroskedasticity. Journal of Econometrics, 31(3), 307-327.

Brown, S. J., Lajbcygier, P., & Li, B. T. (2008). Going negative: What to do with negative book equity stocks. The Journal of Portfolio Management, 35(1), 95. https://doi.org/10.3905/jpm.2008.35.1.95

Buszko, M., Orzeszko, W., & Stawarz, M. (2021). COVID-19 pandemic and stability of stock market — a sectoral approach. PLoS ONE, 16(5). https://doi.org/10.1371/journal.pone.0250938

Candemir, I. (2023). Understanding cross-sectional variability in equity returns using a conditional asset pricing model. Optimum Ekonomi ve Yonetim Bilimleri Dergisi, 10(2), 395. https://doi.org/10.17541/optimum.1285716

Caporale, G. M., Catik, A. N., Helmi, M. H., Akdeniz, C., & Ilhan, A. (2024). Time-varying effects of the COVID-19 pandemic on stock markets and economic activity: Evidence from the US and Europe. Empirica, 51(2), 529. https://doi.org/10.1007/s10663-024-09608-0

Carhart, M. M. (1997). On persistence in mutual fund performance. The Journal of Finance, 52(1), 57-82.

Chan, L. K. C., Hamao, Y., & Lakonishok, J. (1991). Fundamentals and stock returns in Japan. The Journal of Finance, 46(5), 1739. https://doi.org/10.1111/j.1540-6261.1991.tb04642.x

Claessens, S., Djankov, S., & Lang, L. H. P. (2000). The separation of ownership and control in East Asian corporations. Journal of Financial Economics, 58, 81. https://doi.org/10.1016/s0304-405x(00)00067-2

Cochrane, J. H. (2008). Financial markets and the real economy. In Elsevier eBooks (p. 237). Elsevier BV. https://doi.org/10.1016/b978-044450899-7.50014-2

Cohen, D., Dey, A., Lys, T. Z., & Sunder, S. V. (2007). Earnings announcement premia and the limits to arbitrage. Journal of Accounting and Economics, 43, 153. https://doi.org/10.1016/j.jacceco.2007.01.008

Daniel, K., & Titman, S. (1997). Evidence on the characteristics of cross-sectional variation in stock returns. The Journal of Finance, 52(1), 1-33.

DeBondt, W. F. M., & Thaler, R. (1985). Does the stock market overreact? The Journal of Finance, 40(3), 793-805.

Diebold, F. X. (1988). Empirical modeling of exchange rate dynamics. Springer.

Dietzenbacher, E., & Temurshoev, U. (2008). Ownership relations in the presence of cross-shareholding. Journal of Economics, 95(3), 189. https://doi.org/10.1007/s00712-008-0018-y

Drew, M. E., Naughton, T., & Veeraraghavan, M. (2003). Firm size, book-to-market equity and security returns: Evidence from the Shanghai Stock Exchange. Australian Journal of Management, 28(2), 119-139.

Duong, L. Q. (2024). The value premium in the Vietnamese equity market. Journal of Eastern European and Central Asian Research, 11(1), 42. https://doi.org/10.15549/jeecar.v11i1.1549

Engle, R. F. (1982). Autoregressive conditional heteroscedasticity with estimates of the variance of United Kingdom inflation. Econometrica, 50(4), 987-1007.

Engle, R. F., & Patton, A. J. (2001). What good is a volatility model? Quantitative Finance, 1(2), 237. https://doi.org/10.1088/1469-7688/1/2/305

Espelita, C. A. M., Atento, R. G., Rao, L. J., & Tian, Y. (2025). Understanding monetary policy: Student awareness, perceptions, and financial behaviors in the Philippine context. International Journal of Health & Business Analytics, 1(1). https://doi.org/10.65166/f7eayj47

Etac, N. A. M., & Ceballos, R. F. (2018). Forecasting the volatilities of Philippine Stock Exchange Composite Index using the generalized autoregressive conditional heteroskedasticity modeling. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.3339641

Fama, E. F., & French, K. R. (1992). The cross-section of expected stock returns. The Journal of Finance, 47(2), 427-465.

Fama, E. F., & French, K. R. (1993). Common risk factors in the returns on stocks and bonds. Journal of Financial Economics, 33(1), 3-56.

Fama, E. F., & French, K. R. (1998). Value versus growth: The international evidence. The Journal of Finance, 53(6), 1975-1999.

Fama, E. F., & French, K. R. (2004). The capital asset pricing model: Theory and evidence. The Journal of Economic Perspectives, 18(3), 25. https://doi.org/10.1257/0895330042162430

Fama, E. F., & French, K. R. (2015). A five-factor asset pricing model. Journal of Financial Economics, 116(1), 1-22.

Fidanza, B., & Morresi, O. (2021). Size and value anomalies in European bank stocks. International Journal of Business and Management, 13(12), 227-227.

Freyberger, J., Neuhierl, A., & Weber, M. (2017). Dissecting characteristics nonparametrically. https://doi.org/10.3386/w23227

Fujita, K. S. (2016). Commercial discount rate estimation for efficiency standards analysis. https://doi.org/10.2172/1249499

Gagliolo, F., & Cardullo, G. (2020). Value stocks and growth stocks: A study of the Italian market. International Journal of Economics and Financial Issues, 10(3), 7. https://doi.org/10.32479/ijefi.9382

Gonçalves, A. S., & Leonard, G. K. (2022). The fundamental-to-market ratio and the value premium decline. Journal of Financial Economics, 147(2), 382. https://doi.org/10.1016/j.jfineco.2022.11.001

Grammig, J., & Wellner, M. (2002). Modeling the interdependence of volatility and inter-transaction duration processes. Journal of Econometrics, 106(2), 369. https://doi.org/10.1016/s0304-4076(01)00105-1

Griffin, J. M., & Lemmon, M. L. (2002). Book-to-market equity, distress risk, and stock returns. The Journal of Finance, 57(5), 2317-2336.

Groot, W. de, & Huij, J. (2018). Are the Fama-French factors really compensation for distress risk? Journal of International Money and Finance, 86, 50. https://doi.org/10.1016/j.jimonfin.2018.03.002

Hasler, M. (2021). Is the value premium smaller than we thought? SSRN Electronic Journal. https://doi.org/10.2139/ssrn.3886984

Ho, S., & Odhiambo, N. M. (2016). Stock market development in the Philippines: Past and present. Philippine Journal of Development, 41-42(1-2).

Hoepner, A. G. F., & Schopohl, L. (2016). On the price of morals in markets: An empirical study of the Swedish AP-Funds and the Norwegian Government Pension Fund. Journal of Business Ethics, 151(3), 665. https://doi.org/10.1007/s10551-016-3261-0

Horowitz, J. L., Loughran, T., & Savin, N. E. (2000). The disappearing size effect. Research in Economics, 54(1), 83-100.

Hou, K., Chen, X., & Lu, Z. (2017). Replicating anomalies. https://doi.org/10.3386/w23394

Hu, Y., & Izumida, S. (2008). Ownership concentration and corporate performance: A causal analysis with Japanese panel data. Corporate Governance: An International Review, 16(4), 342. https://doi.org/10.1111/j.1467-8683.2008.00690.x

Ippolito, F., Ozdagli, A. K., & Perez-Orive, A. (2018). The transmission of monetary policy through bank lending: The floating rate channel. Journal of Monetary Economics, 95, 49. https://doi.org/10.1016/j.jmoneco.2018.02.001

Israel, R., & Moskowitz, T. J. (2013). The role of shorting, firm size, and time on market anomalies. Journal of Financial Economics, 108(2), 275-301.

Jacobsen, B., & Dannenburg, D. (2003). Volatility clustering in monthly stock returns. Journal of Empirical Finance, 10(4), 479. https://doi.org/10.1016/s0927-5398(02)00071-3

Jiao, W. (2017). Exploring risk factors on Chinese A share stock market: In the frame of Fama-French factor model [Doctoral thesis]. HAL.

Kabir, Md. A., Yu, L., Sarker, S. K., Nahiduzzaman, Md., & Borman, T. (2023). Portfolio optimization and valuation capability of multi-factor models. Frontiers in Applied Mathematics and Statistics, 9. https://doi.org/10.3389/fams.2023.1271485

Lam, F. Y. E. C., Li, Y., Prombutr, W., & Wei, K. C. J. (2019). Limits-to-arbitrage, investment frictions, and the investment effect: New evidence. European Financial Management, 26(1), 3. https://doi.org/10.1111/eufm.12216

Lambert, M., Fays, B., & Hubner, G. (2020). Factoring characteristics into returns: A clinical study on the SMB and HML portfolio construction methods. Journal of Banking & Finance, 114, 105811. https://doi.org/10.1016/j.jbankfin.2020.105811

Lakonishok, J., Shleifer, A., & Vishny, R. W. (1994). Contrarian investment, extrapolation, and risk. The Journal of Finance, 49(5), 1541-1578.

Lintner, J. (1965). The valuation of risk assets and the selection of risky investments in stock portfolios and capital budgets. The Review of Economics and Statistics, 47(1), 13-37.

Lischewski, J., & Voronkova, S. (2011). Size, value and liquidity. Do they really matter on an emerging stock market? Emerging Markets Review, 13(1), 8. https://doi.org/10.1016/j.ememar.2011.09.002

Liu, D., & Yadohisa, H. (2018). Capturing profitability in asset pricing models for Japanese equities 1994-2016. International Journal of Economics and Finance, 10(5), 254. https://doi.org/10.5539/ijef.v10n5p254

Liu, J., Stambaugh, R. F., & Yuan, Y. (2019). Size and value in China. Journal of Financial Economics, 134(1), 48. https://doi.org/10.1016/j.jfineco.2019.03.008

Maeda, B. A. (2017). Application of the q-factor model to the Japanese share market. International Journal of Economics and Finance, 9(6), 15. https://doi.org/10.5539/ijef.v9n6p15

Malini, H. (2020). Behaviour of stock returns during COVID-19 pandemic: Evidence from six selected stock markets in the world. Jurnal Ekonomi Indonesia, 9(3), 247. https://doi.org/10.52813/jei.v9i3.70

Mandelbrot, B. (1963). The variation of certain speculative prices. The Journal of Business, 36(4), 394-419.

Maran, R. (2022). Reaction of the Philippine stock market to domestic monetary policy surprises: An event study approach. Journal of Applied Economic Sciences, 17(16), 289. https://doi.org/10.57017/jaes.v17.4(78).01

Markowitz, H. (1952). Portfolio selection. The Journal of Finance, 7(1), 77-91.

Mossin, J. (1966). Equilibrium in a capital asset market. Econometrica, 34(4), 768-783.

Mubaroq, A. C., Styorini, C. T., Rafinda, A., Ramdhani, P. F., Alhendi, O., & Ikhsanudin, M. A. (2025). Market anomalies and investor behavior: The January effect in ASEAN countries. ETIKONOMI, 24(2). https://doi.org/10.15408/etk.v24i2.41491

Muller, F. M., & Righi, M. B. (2022). Comparison of value at risk (VaR) multivariate forecast models. Computational Economics, 63(1), 75. https://doi.org/10.1007/s10614-022-10330-x

Munir, A. F., Sukor, M. E. A., & Shaharuddin, S. S. (2022). Adaptive market hypothesis and time-varying contrarian effect: Evidence from emerging stock markets of South Asia. SAGE Open, 12(1). https://doi.org/10.1177/21582440211068490

Muramiya, K., & Takada, T. (2020). How cross-shareholding influences financial reporting: Evidence from Japan. Corporate Governance: An International Review, 28(5), 309. https://doi.org/10.1111/corg.12333

Najmudin, N., Syarif, D. H., Wahyudi, S., & Muharam, H. (2017). Applying an international CAPM to herding behaviour model for integrated stock markets. Journal of International Studies, 10(4), 47. https://doi.org/10.14254/2071-8330.2017/10-4/3

Navarro, M. M., Young, M. N., Prasetyo, Y. T., & Taylar, J. V. (2023). Stock market optimization amidst the COVID-19 pandemic: Technical analysis, K-means algorithm, and mean-variance model (TAKMV) approach. Heliyon, 9(7). https://doi.org/10.1016/j.heliyon.2023.e17577

Novy-Marx, R. (2013). The other side of value: The gross profitability premium. Journal of Financial Economics, 108(1), 1-28.

Nugroho, D. B., Mahatma, T., & Pratomo, Y. (2021). GARCH models under power transformed returns: Empirical evidence from international stock indices. Austrian Journal of Statistics, 50(4), 1. https://doi.org/10.17713/ajs.v50i4.1075

OECD. (2024). OECD Capital Market Review of the Philippines 2024. Organization for Economic Cooperation and Development. https://doi.org/10.1787/80afb228-en

Otaify, M. (2020). Modeling volatility of size, value and financial leverage-sorted portfolios: Evidence from Egyptian stock exchange. Journal of Public Affairs. https://doi.org/10.1002/pa.2369

Perez, G. A. (2018). Value and size effects in the stock market of the Philippines. International Journal of Financial Research, 9(2), 191-202. https://doi.org/10.5430/ijfr.v9n2p191

Pinili, C. P. R., & Murcia, J. V. (2023). COVID-19 pandemic events and Philippine stock market performance: Testing for multiple breakpoints. European Journal of Economic and Financial Research, 7(3). https://doi.org/10.46827/ejefr.v7i3.1543

Prommin, P., Jumreornvong, S., Jiraporn, P., & Tong, S. (2016). Liquidity, ownership concentration, corporate governance, and firm value: Evidence from Thailand. Global Finance Journal, 31, 73. https://doi.org/10.1016/j.gfj.2016.06.006

Quach, H., Nguyen, H., & Nguyen, L. (2018). How do investors price stocks? — Evidence with real-time data from Vietnam. International Journal of Finance & Economics, 24(2), 828. https://doi.org/10.1002/ijfe.1693

Rahman, A. (2021). Comparative analysis of performance: Indonesia with the Philippines banking stock using the Sharpe, Treynor, and Jensen index. International Journal of Scientific Research in Science and Technology, 553. https://doi.org/10.32628/ijsrst218298

Rashid, S. H., Sadaqat, M., Jebran, K., & Ali, Z. (2018). Size premium, value premium and market timing: Evidence from an emerging economy. Journal of Economics Finance and Administrative Science, 23(46), 266. https://doi.org/10.1108/jefas-09-2017-0090

Ritter, J. R. (1991). The long-run performance of initial public offerings. The Journal of Finance, 46(1), 3. https://doi.org/10.1111/j.1540-6261.1991.tb03743.x

Rosenberg, B., Reid, K., & Lanstein, R. (1985). Persuasive evidence of market inefficiency. The Journal of Portfolio Management, 11(3), 9-16.

Rouwenhorst, K. G. (1999). Local return factors and turnover in emerging stock markets. The Journal of Finance, 54(4), 1439-1464.

Sahiner, M. (2022). Forecasting volatility in Asian financial markets: Evidence from recursive and rolling window methods. SN Business & Economics, 2(10), 157. https://doi.org/10.1007/s43546-022-00329-9

Sarsale, M. S. (2025). The Philippines in ASEAN financial literacy research: Insights from a bibliometric review. Future Business Journal, 11(1). https://doi.org/10.1186/s43093-025-00549-z

Sarwar, S., Mateus, C., & Todorovic, N. (2015). Macroeconomic determinants of cyclical variations in value, size and momentum premiums in the UK. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.2581728

Schwert, G. W. (2003). Anomalies and market efficiency. In G. M. Constantinides, M. Harris, & R. M. Stulz (Eds.), Handbook of the Economics of Finance (Vol. 1, pp. 939-974). Elsevier.

Sedeek, D. S., & Elgiziry, K. (2020). Flight to quality existence in the Egyptian stock market. Accounting and Finance Research, 9(2), 1. https://doi.org/10.5430/afr.v9n2p1

Sembiring, F. M. (2024). Firm size, market risk, and return reversal anomalies during the COVID-19 pandemic. Jurnal Manajemen, 28(1), 45. https://doi.org/10.24912/jm.v28i1.1488

Sharpe, W. F. (1964). Capital asset prices: A theory of market equilibrium under conditions of risk. The Journal of Finance, 19(3), 425-442.

Stattman, D. (1980). Book values and stock returns. The Chicago MBA: A Journal of Selected Papers, 4, 25-45.

Sucuahi, W. T. (2023). Predicting long-run and short-run movement of sectoral index: Evidence from Philippine stock market. International Journal of Financial Research, 14(2), 18. https://doi.org/10.5430/ijfr.v14n2p18

Sudhakar, R. (2018). Wavelet theory and its applications. In InTech eBooks. https://doi.org/10.5772/intechopen.71240

Szczygielski, J. J., & Chipeta, C. (2023). Properties of returns and variance and the implications for time series modelling: Evidence from South Africa. Modern Finance, 1(1), 35. https://doi.org/10.61351/mf.v1i1.8

Taylor, S. J. (1986). Modelling financial time series. John Wiley & Sons.

Thampanya, N., Wu, J., Nasir, M. A., & Liu, J. (2020). Fundamental and behavioural determinants of stock return volatility in ASEAN-5 countries. Journal of International Financial Markets, Institutions and Money, 65, 101193. https://doi.org/10.1016/j.intfin.2020.101193

Todeva, E. (2005). Governance, control and coordination in network context: The cases of Japanese Keiretsu and Sogo Shosha. Journal of International Management, 11(1), 87. https://doi.org/10.1016/j.intman.2004.11.008

Tsuji, C. (2023). Size, value, and beta in Japan — a panoramic view. Theoretical Economics Letters, 13(2), 351. https://doi.org/10.4236/tel.2023.132022

Utami, P., & Prasetyo, M. B. (2021). Idiosyncratic risk and firm characteristics on Islamic stocks of four ASEAN countries 2005-2017. International Journal of Business and Society, 21(3), 1226. https://doi.org/10.33736/ijbs.3346.2020

Vayanos, D. (2004). Flight to quality, flight to liquidity, and the pricing of risk. https://doi.org/10.3386/w10327

Velip, S., & Raju, G. A. (2020). Does volatility traverse between emerging and frontier stock markets of Asia? Investment Management and Financial Innovations, 17(3), 82. https://doi.org/10.21511/imfi.17(3).2020.07

Wang, K. T., & Shailer, G. (2013). Ownership concentration and firm performance in emerging markets: A meta-analysis. Journal of Economic Surveys, 29(2), 199. https://doi.org/10.1111/joes.12048

Wang, Y., Xiang, Y., & Zhang, H. (2022). Comparison and forecasting of VaR models for measuring financial risk: Evidence from China. Discrete Dynamics in Nature and Society, 2022(1). https://doi.org/10.1155/2022/5510721

Widodo, P., & Faizi, F. (2023). Does COVID-19 affect the share market volatility in Indonesia? Jurnal Manajemen, 27(2), 233. https://doi.org/10.24912/jm.v27i2.1064

Wilcox, D., & Gebbie, T. (2013). On pricing kernels, information and risk. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.2340465

Zaremba, A. (2014). Country value premiums and financial crises. International Journal of Finance & Banking Studies, 3(1), 12. https://doi.org/10.20525/ijfbs.v3i1.167

Zhang, Z., Gao, Y., & others. (2015). Emerging market heterogeneity: Insights from cluster and taxonomy analysis. IMF Working Papers, 15(155). https://doi.org/10.2139/ssrn.2653608

Zhao, X., Zhang, N., Zhang, Y., Xu, C., & Shang, P. (2024). Equity markets volatility clustering: A multiscale analysis of intraday and overnight returns. Journal of Empirical Finance, 77, 101487. https://doi.org/10.1016/j.jempfin.2024.101487

Ziane, M., Sara, C., Fatima, B., Chillali, A., & Moutaouakil, K. E. (2024). Portfolio selection problem: Main knowledge and models (A systematic review). Statistics Optimization & Information Computing, 12(3), 799. https://doi.org/10.19139/soic-2310-5070-1961

Downloads

Published

2026-04-30