IPO Performance Prediction During Covid-19 Pandemic in Indonesia Using Decision Tree Algorithm
Abstract
The purpose of this study was to explain the IPO underpricing phenomenon and to find out whether the decision tree algorithm model was able to predict the IPO performance during the Covid-19 pandemic in the Indonesian capital market. The model developed uses the IPO performance classification target variables, namely overpricing, zero, underpricing level-1 or underpricing level-2. Through the modeling of the decision tree algorithm using 149 IPO action data for 2017-2019 and tested on 45 IPO action data in 2020, the results of the study found that the decision tree algorithm was able to explain IPO performance based on the specified classification range. The use of the decision tree algorithm model to explain the IPO performance can be an alternative to the linear regression econometric model that has been widely used in previous studies to provide input for investors in making investment decisions.
DOI: https://doi.org/10.26905/jkdp.v25i1.5137Keywords
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Astuti, T. (2020). Faktor-Faktor Yang Mempengaruhi Underpricing Saham Saat IPO (Initial Public Offering). Universitas Lampung.
Baba, B., & Sevil, G. (2020). Predicting IPO initial returns using random forest. Borsa Istanbul Review, 20(1), 13–23. https://doi.org/10.1016/j.bir.2019.08.001
Basti, E., Kuzey, C., & Delen, D. (2015). Analyzing initial public offerings’ short-term performance using decision trees and SVMs. Decision Support Systems, 73, 15–27. https://doi.org/10.1016/j.dss.2015.02.011
BEI. (2020). Bursa Efek Jakarta & Indonesia | Pasar Keuangan Indonesia. Retrieved October 11, 2020, from https://www.idnfinancials.com/id/
Chen, Y. S., Chen, J. S., & Cheng, C. H. (2010). An alternate method of examining ipo returns. Intelligent Automation and Soft Computing, 16(2), 151–161. https://doi.org/10.1080/10798587.2010.10643071
Chen, Y. S., & Cheng, C. H. (2012). A soft-computing based rough sets classifier for classifying IPO returns in the financial markets. Applied Soft Computing Journal, 12(1), 462–475. https://doi.org/10.1016/j.asoc.2011.08.023
Han, T. (2016). The Application of Data Mining in the Analysis of High Underpricing Rate of IPO. International Conference on Logistics, Informatics and Service Sciences (LISS).
https://doi.org/10.4028/www.scientific.net/AMR.267.658
Herawati, (Aty), Achsani, (Noer), Hartoyo, (Sri), & Sembel, (Roy). (2016). Model Penetapan Harga Ipo Berdasarkan Valuation. MIX: Jurnal Ilmiah Manajemen, 6(3), 154333. https://doi.org/10.22441/jurnal_mix
IDX. (2019). Papan Akselerasi – Pusat Informasi Go Public. Retrieved December 7, 2020, from Pusat Informasi Go Public - Bursa Efek Indonesia website: https://gopublic.idx.co.id/papan-akselerasi/
Indriani, S., & Marlia, S. (2014). The Evidence of IPO Underpricing in Indonesia 2009-2013. Review of Integrative Business and Economics, 4(1), 299–316.
Inkasari, F. Y. (2019). Pengaruh Informasi Keuangan dan Non Keuangan Terhadap Initial Return Setelah Perusahaan Melakukan Penawaran Umum Saham Perdana (Studi Kasus Pada Perusahaan Sektor Jasa Yang Terdaftar Di Bursa Efek Indonesia Periode 2014-2018). STIE YKPN Yogyakarta.
Iryma Maygista, T., Indah Mustikowati, R., & Mardiana Firdaus, R. (2020). Pengaruh Umur Perusahaan, Inflasi, dan Suku Bunga terhadap Underpricing (Pada Perusahaan Property dan Real Estate yang Melakukan IPO Di Bursa Efek Indonesia Periode 2012 - 2019). Jurnal Riset Mahasiswa Manajemen, 6(1). https://doi.org/10.21067/jrmm.v6i1.4468
Joshi, P. (2017). When to Use Linear Regression, Clustering, or Decision Trees. Retrieved from Dzone website: https://dzone.com/articles/decision-trees-vs-clustering-algorithms-vs-linear
Lestari, A. H., Hidayat, R. R., & Sulasmiyati, S. (2015). Analisis Faktor-Faktor Yang Mempengaruhi Underpricing Saham pada Penawaran Umum Perdana di BEI Periode 2012-2014 (Studi pada Perusahaan yang Melaksanakan IPO di Bursa Efek Indonesia Periode 2012-2014). Jurnal Administrasi Bisnis, 25(1), 1–9.
Luque, C., Quintana, D., & Isasi, P. (2012). Predicting IPO underpricing with genetic algorithms. International Journal of Artificial Intelligence, 8(12 S), 133–146.
Manurung, A. H., Juwono, E., & Siswanti, I. (2019). Behavior of Initial Return in Indonesia Market. Journal of Applied Finance & Banking, 9(4), 37–45.
Manurung, S. T. A., & Nuzula, N. F. (2019). Pengaruh Variabel Non Keuangan terhadap Underpricing pada saat Initial Publi Offering ( IPO ) ( Studi pada Perusahaan yang Listing di Bursa Efek Indonesia Periode 2015-2018 ). Jurnal Administrasi Bisnis (JAB), 69(1), 58–66. Retrieved from administrasibisnis.studentjournal.ub.ac.id%0A58
Munawaroh. (2019). Pengaruh Umur Perusahaan, Ukuran perusahaan, Persentase Saham Yang Ditawarkan dan Earning Per Share Terhadap Underpricing Saham Pada Saat Initial Public Offering Saham di Bursa Efek Indonesia 2014-2018. Universitas Ahmad Dahlan.
Nathan, A. J., & Scobell, A. (2012). How China sees America (Universitas Lampung; Vol. 91). https://doi.org/10.1017/CBO9781107415324.004
Perera, K. L. W. (2014). Evaluation of Market Performance of Initial Public Offerings ( IPOs ) and Its Determinants : Evidence from Australian IPOs. College of Business Victoria University, (March).
Perera, W., & Kulendran, N. (2016). Short-run underpricing and its determinants: Evidence from Australian IPOS. Corporate Ownership and Control, 13(3), 502–517. https://doi.org/10.22495/cocv13i3c3p9
Quintana, D., Luque, C., Valls, J. M., & Isasi, P. (2012). Evolution strategies for IPO underpricing prediction. Springer Optimization and Its Applications, 70, 189–208. https://doi.org/10.1007/978-1-4614-3773-4_7
Quintana, D., Sáez, Y., & Isasi, P. (2017). Random forest prediction of IPO underpricing. Applied Sciences (Switzerland), 7(6). https://doi.org/10.3390/app7060636
Sari, A. D. K. (2020). Jumlah IPO di Indonesia Terbanyak di Bursa Asia Tenggara 2020 - Market Bisnis.com. Bisnis Indonesia (Bisnis.Com). Retrieved from https://market.bisnis.com/read/20201104/192/1313629/jumlah-ipo-di-indonesia-terbanyak-di-bursa-asia-tenggara-2020
Satriyo, B. (2018). Penilaian Kewajaran Harga Saham Sebagai Pengambilan Keputusan Pada Saat Initial Public Offering. Universitas Jember.
Sembiring, E. F., Rahmawati, G., & Kusumawati, F. W. (2018). Analisis Faktor Yang Mempengaruhi Underpricing Pada Perusahaan Yang Terdaftar di Bursa Efek Indonesia Tahun 2010-2016. Jurnal Inspirasi Bisnis Dan Manajemen, 2(2), 167. https://doi.org/10.33603/jibm.v2i2.1721
Solida, A., Luthan, E., & Sofriyeni, N. (2020). Pengaruh Pengungkapan Intellectual Capital, Reputasi Underwriter, Financial Leverage, Umur dan Size Perusahaan terhadap Underpricing Saham IPO di Bursa Efek Indonesia Periode 2014-2018. Ekonomis: Journal of Economics and Business, 4(1), 135. https://doi.org/10.33087/ekonomis.v4i1.113
Sopiyan. (2019). Sharia-Compliance Status Dan Ipo Underpricing : Bukti Empiris Di Indonesia. Institut Agama Islam Negeri Surakarta.
TICMI. (2020). The Indonesia Capital Market Institute | Pusat Edukasi dan Data Pasar Modal Indonesia. Retrieved December 5, 2020, from https://ticmi.co.id/
DOI: https://doi.org/10.26905/jkdp.v25i1.5137
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Jurnal Keuangan dan Perbankan (Journal of Finance and Banking)
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