Predicting Year-End Financial Performance: Can Quarterly Earnings Be Used as an Indicator?
Main Article Content
Abstract
The main objective of this study is to analyze the ability of quarterly net income performance to make a prediction of year-end (Q4) net income growth in Indonesia’s banking sector. By adopting the adaptive expectations theory, this study examines the influence of net income growth in the first quarter (NIQ1), second quarter (NIQ2), and third quarter (NIQ3) on the fourth quarter (NIQ4). The data includes 57 banking companies listed on the Indonesia Stock Exchange (IDX) from 2022 to 2023. Multiple linear regression was implemented to conduct the analysis, and is also supported by several classical assumption tests, such as normality, heteroscedasticity, and multicollinearity tests. The outcomes demonstrate that both NIQ1 and NIQ3 have a significant positive impact on NIQ4, while NIQ2, by contrast, does not show a significant relationship. The findings of this research confirm that quarterly growth patterns of banks’ net income is able to be effectively estimated based on previous quarterly performances, particularly from Q1 and Q3. Thus, the findings provide broader insights for investors and company executives in making more informed decisions using available yet accountable historical information.
Article Details

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
References
Ahmad, R. (2021). Analisis Laporan Keuangan. Retrieved 28 May, 2025, from: https://www.scribd.com/document/715370437/Analisis-Laporan-Keuangan-1
Badan Pusat Statistik. (2025, February 5). Ekonomi Indonesia Tahun 2024 Tumbuh 5,03 Persen (C-to-C). Ekonomi Indonesia Triwulan IV-2024 Tumbuh 5,02 Persen (Y-on-Y). Ekonomi Indonesia Triwulan IV-2024 Tumbuh 0,53 Persen (Q-to-Q). Retrieved 28 May 2025, from:https://www.bps.go.id/id/pressrelease/2025/02/05/2408/ekonomi-indonesia-tahun-2024-tumbuh-5-03-persen--c-to-c---ekonomi-indonesia-triwulan-iv-2024-tumbuh-5-02-persen--y-on-y---ekonomi-indonesia-triwulan-iv-2024-tumbuh-0-53-persen--q-to-q--.html
Ball, R., & Nikolaev, V. V. (2022). On Earnings and Cash Flows as Predictors of Future Cash Flows. Journal of Accounting and Economics, 73(1), 1-20. https://doi.org/10.1016/j.jacceco.2021.101430
Blessing, A., & Onoja, E. E. (2015). The Role of Financial Statements on Investment Decision Making: A Case of United Bank for Africa Plc (2004-2013). European Journal of Business, Economics and Accountancy, 3(2), 12–37.
Broby, D. (2022). The Use of Predictive Analytics in Finance. Journal of Finance and Data Science, 8, 145–161. https://doi.org/10.1016/j.jfds.2022.05.003
Colasante, A., Palestrini, A., Russo, A., & Gallegati, M. (2017). Adaptive Expectations Versus Rational Expectations: Evidence from the Lab. International Journal of Forecasting, 33(4), 988–1006. https://doi.org/10.1016/j.ijforecast.2017.06.003
Fuertes-Callén, Y., Cuellar-Fernández, B., & Serrano-Cinca, C. (2022). Predicting Startup Survival Using First Years Financial Statements. Journal of Small Business Management, 60(6), 1314–1350. https://doi.org/10.1080/00472778.2020.1750302
Gertchev, N. (2007). A Critique of Adaptive and Rational Expectations. Quarterly Journal of Austrian Economics, 10(4), 313–329. https://doi.org/10.1007/s12113-007-9023-1
Kayakus, M., Tutcu, B., Terzioglu, M., Talaş, H., & Uyar, G. F. Ü. (2023). ROA and ROE Forecasting in Iron and Steel Industry Using Machine Learning Techniques for Sustainable Profitability. Sustainability (Switzerland), 15(9), 1–14. https://doi.org/10.3390/su15097389
Kohardinata, C., & Aurelia, K. (2024). Sinyal Pertumbuhan Laba Bersih: Apakah Triwulan-Triwulan Sebelumnya Menentukan Kinerja Akhir Tahun? EKOMA: Jurnal Ekonomi, Manajemen, Akuntansi, 4(1), 289-294. https://doi.org/10.56799/ekoma.v4i1.5573
Kureljusic, M., & Karger, E. (2024). Forecasting in Financial Accounting with Artificial Intelligence – A Systematic Literature Review and Future Research Agenda. Journal of Applied Accounting Research, 25(1), 81–104. https://doi.org/10.1108/JAAR-06-2022-0146
Kustodian Sentral Efek Indonesia (2025). Statistik Pasar Modal Indonesia Januari 2025. Retrieved 28 May, 2025, from: https://www.ksei.co.id/files/Statistik_Publik_Januari_2025_final.pdf
Lovell, M. (1986). Tests of the Rational Expectations Hypothesis. The American Economic Review, 76(1), 110–124. http://www.jstor.org/stable/10.2307/1804130
Meythi, En, T. K., & Rusli, L.. (2011). Pengaruh Likuiditas dan Profitabilitas Terhadap Harga Saham Perusahaan Manufaktur yang Terdaftar di Bursa Efek Indonesia. Jurnal Bisnis Manajemen Dan Ekonomi, 10(2), 2671-2684.
Muhidin, M., & Situngkir, T. L. (2022). Pengaruh Rasio Profitabilitas Terhadap Harga Saham Perusahaan Perbankan yang Terdaftar di Bursa Efek Indonesia pada Tahun 2015-2021. Transformasi Manageria: Journal of Islamic Education Management, 3(1), 15–27. https://doi.org/10.47467/manageria.v3i1.2093
Noviar, H. (2016). Ekspektasi Rasional: Past, Present And Future. Jurnal Perspektif Ekonomi Darussalam, 2(1), 80-90. http://dx.doi.org/10.24815/jped.v2i1.6649
Otoritas Jasa Keuangan (2025). Indonesia Banking Statistics. Retrieved 28 May, 2025, from: https://ojk.go.id/en/kanal/perbankan/data-dan-statistik/statistik-perbankan-indonesia/default.aspx
Safrizal, S., Masril, M., & Istiqomah, N. (2024). Factors Influencing Investment Decisions in Property and Real Estate Sub-Sector Companies Listed on the Indonesian Stock Exchange. Journal of Accounting, Entrepreneurship, and Financial Technology, 5(2), 67–80. https://doi.org/10.37715/jaef.v5i2.4342
Sambelay, J. J., Rate, P. V., & Baramuli, D. N. (2017). Analisis Pengaruh Profitabilitas terhadap Harga Saham pada Perusahaan yang Terdaftar di LQ45 Periode 2012-2016. Jurnal Riset Ekonomi, Manajemen, Bisnis dan Akuntansi (EMBA), 5(2), 753–761. https://doi.org/10.35794/emba.5.2.2017.15959
Sargent, T. J. (1995). Adaptation of Macro Theory to Rational Expectations. Retrieved 28 May, 2025, from: https://www.minneapolisfed.org/economic-research/conferences/~/media/files/research/events/1995_05-19/Sargent_MacroTheory.pdf
Susilawati, C. D. K. (2013). Analisis Perbandingan Pengaruh Likuiditas , Solvabilitas , dan Profitabilitas terhadap Harga Saham pada Perusahaan LQ 45. Jurnal Akuntansi, 4(2), 165–174. https://doi.org/10.28932/jam.v4i2.348
Trading Economics (2025). Indonesia Money Supply M2. Retrieved 28 May, 2025, from: https://tradingeconomics.com/indonesia/money-supply-m2
Wardani, D. K., & Supiati (2020). Pengaruh Sosialisasi Pasar Modal dan Persepsi atas Risiko terhadap Minat Investasi Mahasiswa di Pasar Modal. Jurnal Akuntansi, 12(1), 13–22. https://doi.org/10.28932/jam.v12i1.2044
Wu, D., Ma, X., & Olson, D. L. (2022). Financial Distress Prediction Using Integrated Z-Score and Multilayer Perceptron Neural Networks. Decision Support Systems, 159, 1-8. https://doi.org/10.1016/j.dss.2022.113814
Yohn, T. L. (2020). Research on the Use of Financial Statement Information for Forecasting Profitability. Accounting and Finance, 60(3), 3163–3181. https://doi.org/10.1111/acfi.12394
Zhou, H., Maneesoonthorn, W. O., & Chen, X. B. (2021). The Predictive Ability of Quarterly Financial Statements. International Journal of Financial Studies, 9(3), 1–17. https://doi.org/10.3390/ijfs9030050
Zumaidah, L. N., & Soelistyo, A. (2018). Pengaruh Total Aset, Dana Pihak Ketiga, dan Kredit pada Bank Umum terhadap Pertumbuhan Ekonomi Provinsi-Provinsi di Indonesia pada Tahun 2013-2016. Jurnal Ilmu Ekonomi, 2(2), 251-263. https://doi.org/10.22219/jie.v2i2.7028
Zelalem, B. A., & Abebe, A. A. (2022). Balance Sheet and Income Statement Effect on Dividend Policy of Private Commercial Banks in Ethiopia. Cogent Economics & Finance, 10(1), 1-16. https://doi.org/10.1080/23322039.2022.2035917

