EFFECTS OF CALENDAR VARIATIONS ON THE INDONESIA STOCK EXCHANGE: AN EMPIRICAL STUDY OF POTENTIAL STOCKS
DOI:
https://doi.org/10.32493/sm.v4i1.14921Keywords:
calendar variations, ARIMAX, stock returnsAbstract
This study examines the effect of calendar variations on potential stocks on the Indonesia Stock Exchange. Calendar variations are observed in telecommunications, retail, food and cigarettes sub-sectors. The observed calendar variations are divided into two: the holiday effect, namely the effect of the month of Ramadan, the effect of the Eid al-Fitr holiday, and the effect of changes in the month of the Eid holidays; and the trading day effect, namely the effect of the day of the week and month of the year effects. ARIMA and ARIMAX model is used to see the effect of previous return data and the calendar variations on predicting stock returns. Descriptively, there is the effect of calendar variations due to Ramadan and Eid holidays and the influence of Monday and January effect. The existence of calendar variations does not apply equally to all types of stocks and to all observation time periods. The calendar variation tends to vary, does not form a clear pattern, does not consistently affect stock returns on the Indonesia Stock Exchange and is not statistically significant. Based on the analysis, it was found that the Monday effect and January effect are the most common phenomena in the Indonesian stock exchange.
References
Alagidede, P. (2013). Month of the year and pre-holiday effects in African stock markets.
South African Journal of Economic and Management Sciences, 16(1), 64-74.
Al-Khazali, O.M., Koumanakos, E.P. dan Pyun, C.S. (2008). Calendar anomaly in the Greek
stock market: Stochastic dominance analysis. International Review of Financial
Analysis, 17(3), 461-474.
Alrabadi, D. W. H., dan AL-Qudah, K. A. (2012). Calendar Anomalies: The Case of Amman
Stock Exchange. International Journal of Business and Management, 7(24), 120.
Ariel, R.A. (1990). High stock returns before holidays: Existence and evidence on possible
causes. The Journal of Finance, 45(5), 1611-1626.
Azlina, N. (2009). Pengaruh the Monday effect terhadap return saham JII di Bursa Efek
Indonesia. PEKBIS (Jurnal Pendidikan Ekonomi Dan Bisnis), 1(01), 26-35.
Balaban, E. (1995). Day of the week effects: new evidence from an emerging stock market.
Applied Economics Letters, 2(5), 139-143.
Bell, W.R. & Hillmer, S.C. (1983). Modelling time series with calendar variation. Journal
of the American Statistical Association, 78(383), 526-534.
Box, G.E., Jenkins, G.M., Reinsel, G.C., dan Ljung, G.M. (2015). Time Series Analysis:
Forecasting and Control. John Wiley & Sons.
Brockman, P. dan Michayluk, D. (1998). The persistent holiday effect: Additional evidence.
Applied Economics Letters, 5(4), 205-209.
Brooks, C. dan Persand, G. (2001). Seasonality in Southeast Asian stock markets: some new evidence on day-of-the-week effects. Applied Economics Letters, 8(3), 155-158.
Brusa, J., Liu, P., & Schulman, C. (2000). The weekend effect, 'reverse' weekend effect, and
firm size. Journal of Business Finance & Accounting, 27(5â€6), 555-574.
Cahyaningdyah, D., dan Witiastuti, R. S. (2010). Analisis Monday Effect dan Rogalski
Effect di Bursa Efek Jakarta. JDM (Jurnal Dinamika Manajemen), 1(2), 154-168.
Damodaran, A. (1989). The weekend effect in information releases: A study of earnings and
dividend announcements. The Review of Financial Studies, 2(4), 607-623.
Evans, K.P. dan Speight, A.E. (2010). Intraday periodicity, calendar and announcement
effects in Euro exchange rate volatility. Research in International Business and
Finance, 24(1), 82-101.
Gharaibeh, O. (2017). The January Effect: Evidence from Four Arabic Market Indices.
International Journal of Academic Research in Accounting, Finance and Management
Sciences, 7(1), 144-150.
Gharaibeh, O., & Jaradat, M. A. (2018). Five Calendar Effects in the Amman Stock
Exchange. Academy of Accounting and Financial Studies Journal, 22(4).
Hendikawati, P., Subanar, Abdurakhman, and Tarno. (2021). Hybrid ARIMAX-ANFIS based on LM Test for Prediction of Time Series with Holiday Effect. Journal of
Physics: Conference Series, 1863(1), 012061, IOP Publishing.
Hillmer, S.C. (1982). Forecasting Time Series with Trading Day Variation. Journal of
Forecasting, 1(4), 385-395.
Holden, K., Thompson, J. dan Ruangrit, Y. (2005). The Asian crisis and calendar effects on
stock returns in Thailand. European Journal of Operational Research, 163(1), 242-252.
Kling, G. dan Gao, L. (2005). Calendar Effects in Chinese Stock Market. Annals of
Economics and Finance, 6(1), 75-88.
Lee, M.H., Suhartono, and Hamzah, N. (2010). Calendar Variation Model Based on
ARIMAX for Forecasting Sales Data with Ramadhan Effect. Proceedings of the
Regional Conference on Statistical Sciences, 349-361.
Liu, L.M. (1986). Identification of Time Series Models in The Presence of Calendar
Variation. International Journal of Forecasting, 2(3), 357-372.
Makridakis, S., Wheelwright, S.C., Hyndman, R.J. (1997). Forecasting: Methods and Applications (3rd Ed). Wiley.
Mills, T.C. dan Andrew Coutts, J. (1995). Calendar effects in the London Stock Exchange
FT–SE indices. The European Journal of Finance, 1(1), 79-93.
Seyyed, F.J., Abraham, A. dan Al-Hajji, M. (2005). Seasonality in stock returns and
volatility: The Ramadan effect. Research in International Business and Finance, 19(3),
-383.
Sullivan, R., Timmermann, A. dan White, H. (2001). Dangers of data mining: The case of
calendar effects in stock returns. Journal of Econometrics, 105(1), 249-286.
Tempo.co. 14 Mei 2017. Saham-Saham ini Diproyeksi Melesat Setiap Ramadan.
https://bisnis.tempo.co/read/875209/saham-saham-ini-diproyeksi-melesat-setiapramadan/full&view=ok.
Wei, W. W. (2006). Time series analysis. In The Oxford Handbook of Quantitative Methods
in Psychology: Vol. 2.
Wulandari, F., dan Diana, N. (2018). Analisis Monday Effect dan Friday Effect pada Indeks
Likuiditas 45 di Bursa Efek Indonesia. Jurnal Ilmiah Riset Akuntansi, 7(03).
Downloads
Published
Issue
Section
License
As an Author, you have the right to a variety of uses for your article, including institutions or companies. The author's rights might do without the need for special permission.
Authors who publish in the Jurnal Jurnal Statistika dan Matematika (Statmat) have broad rights to use their works for education and scientific purposes without permission, including:
Used to discuss in a class by the author or the author's body and presentations at meetings or conferences and participant approval;
Used for internal training by the author's company;
Distribution to colleagues for the use of their research;
Used in preparation for further author's works;
Included in a thesis or dissertation;
Partial or extra reuse of articles in other works (with full acknowledgment of the last item);
Prepare derivatives (other than for commercial purposes);
Post voluntarily on a website opened by the author or approve the author for scientific purposes (follow CC with a SA License).