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The Role of Financial Ratios in Predicting Stock Returns: An Application of Generalized Method of Moments in Borsa Istanbul

Yıl 2024, Cilt: 9 Sayı: 2, 338 - 347

Öz

One of the main factors shaping the investment decisions of savers is the financial ratios of companies. Indeed, the efficiency of financial markets and the effect of financial data related to companies on their stock performance have always been subjects of interest in the financial literature. This study investigates the effects of the financial ratios of the top ten companies listed on Borsa Istanbul that operate in the industrial sector on their stock performance. The recent ten quarters of data from the companies were included in the research, and the Generalized Method of Moments (GMM)-based Dynamic Panel Approach was applied as the research method. In the research model, Return on Assets (ROA), Return on Equity (ROE), Return on Invested Capital (ROIC), Debt/Equity Ratio (D/E), and Quick Ratio (QR) were defined as independent variables, while stock return was defined as the dependent variable. As a result of the study, it was determined that the ROA and D/E ratios have a negative effect on stock returns, while the ROE ratio has a positive effect.

Kaynakça

  • Acaravcı, S. K. (2016). Finansal Oranlar ve Hisse Senedi Getirisi İlişkisi: Borsa İstanbul Üzerine Bir Uygulama/Financial Ratios-Stock Return Nexus: An Applicaton on BIST. Mustafa Kemal Üniversitesi Sosyal Bilimler Enstitüsü Dergisi, 13(35), 263-275.
  • Adıgüzel, İ. (2023). Enerji Sektöründe Faaliyet Gösteren İşletmelerin Finansal Rasyolarının Pay Senedi Üzerinde Etkisi: Panel Veri Analizi. Doğuş Üniversitesi Dergisi, 24(2), 305-322. https://doi.org/10.31671/doujournal.1250512
  • Ahsan, A. M. (2012). Can ROE be used to predict portfolio performance?. Economics, Management, and Financial Markets, 7(2), 132-148.
  • Aktaş, M. (2008). İstanbul Menkul Kıymetler Borsasında hisse senedi getirileri ile ilişkili olan finansal oranların araştırılması. Istanbul University Journal of the School of Business Administration, 37(2), 137-150.
  • Anderson, T. W., & Hsiao, C. (1982). Formulation and Estimation of Dynamic Models using Panel Data. Journal of Econometrics, 18(1), 47–82. https://doi.org/10.1016/0304-4076(82)90095-1
  • Anwaar, M. (2016). Impact of Firms’ Performance on Stock Returns (Evidence from Listed Companies of Ftse-100 Index London, UK). Global Journal of Management and Business Research, 16(1), 31-39.
  • Arellano, M., & Bond, S. (1991). Some tests of specification for panel data:monte carlo evidence and an application to employment equations. Review of Economic Studies, 58(2), 277–297. https://doi.org/10.2307/2297968
  • Atidhira, A. T., & Yustina, A. I. (2017). The influence of return on asset, debt to equity ratio, earnings per share, and company size on share return in property and real estate companies. JAAF (Journal of Applied Accounting and Finance), 1(2), 128-146.
  • Awalakki, M. M., & Hn, A. (2021). Impact of Financial Performance Ratios on Stock Returns – A Study With Reference to National Stock Exchange. International Journal of Aquatic Sciences, 12(03), 2151-2167.
  • Aydemir, O., Ögel, S., & Demirtaş, G. (2012). Hisse senetleri fiyatlarının belirlenmesinde finansal oranların rolü. Yönetim ve Ekonomi Dergisi, 19(2), 277-288.
  • Banerjee, A. (2019). Predicting Stock Return of UAE Listed Companies Using Financial Ratios. Accounting and Finance Research, 8(2), 214. https://doi.org/10.5430/afr.v8n2p214
  • Bukit, I. N. H. (2013). The Effect of Price to Book Value (PBV), Dividend Payout Ratio (DPR), Return on Equity (ROE), Return on Asset (ROA), and Earning Per Share (EPS) Toward Stock Return of LQ 45 for the Period of 2006-2011. Review of Integrative Business and Economics Research, 2(2), 22.
  • Cemile, Ö. (2019). Hisse Senedi Getirileri İle Finansal Oranlar Arasındaki İlişkinin Araştırılmasında Bir Panel ARDL Uygulaması. Istanbul Management Journal, 86, 97-112. https://doi.org/10.26650/imj.2019.86.0005
  • Cengiz, H., & Püskül, A. S. Ö. (2016). Hisse Senedi Getirileri ve Karlılık Arasındaki İlişki: Borsa İstanbul Endeksinde İşlem Gören İşletmelerin Analizi. Yalova Sosyal Bilimler Dergisi, 6(12), 295-306. https://doi.org/10.17828/yalovasosbil.289021
  • Danendra, G., , C., Heti, C., Rahmawati, T., & Purwoto, L. (2023). Stock Returns: Effect of Return on Assets, Return on Equity, Debt to Equity Ratio, and Dividend Payout Ratio. Manajemen Dewantara, 7(3), https://doi.org/10.30738/md.v7i3.16254.
  • Emamgholipour, M., Pouraghajan, A., Ail, N., & Tabari, Y. (2013). The effects of performance evaluation market ratios on the stock return: Evidence from the Tehran stock exchange. International Reasearch Journal of Applied and Basic Sciences, 4(3), 696–703.
  • Fama, E. F. (1970). Efficient capital markets. Journal of Finance, 25(2), 383-417. https://doi.org/10.7208/9780226426983-007
  • Fama, E. F., & French, K. (1992). The cross-section of expected stock returns. Journal of Finance, 47(2), 427-465. https://doi.org/10.1111/j.1540-6261.1992.tb04398.x
  • Friedman, M. (1962), Capitalism and Freedom, University of Chicago Press, Chicago, IL.
  • Güngör, B., & Kaygin, C. Y. (2015). Dinamik panel veri analizi ile hisse senedi fiyatini etkileyen faktörlerin belirlenmesi. Kafkas Üniversitesi İİBF Dergisi, 6(9), 149.
  • Güriş, S., & Pala, A. (2016). Hisse Senedi Getirisi ve Firma Karakteristikleri Arasındaki İlişkinin Borsa İstanbul Üzerinde Test Edilmesi: Panel Veri Modeli Uygulaması. Finansal Araştırmalar ve Çalışmalar Dergisi, 8(15), 413-421.
  • Hansen, L. P. (1982). Large sample properties of generalized method of moments estimators. Econometrica, 50(4), 1029-1054. https://doi.org/10.2307/1912775
  • Hertina, D., & Saudi, M. H. M. (2019). Stock return: Impact of return on asset, return on equity, debt to equity ratio and earning per share. International Journal of Innovation, Creativity and Change, 6(12), 93-104.
  • Işık, Ö. (2019). Finansal Oranların Pay Getirileri Üzerindeki Etkisinin Panel Veri Analizi: BİST 100 Firmalarından Kanıtlar. Journal of Mehmet Akif Ersoy University Social Science Institute, 11(27). https://doi.org/10.20875/makusobed.523361
  • Jais, M., Jakpar, S., Doris, T. K. P., & Shaikh, J. M. (2012). The financial ratio usage towards predicting stock returns in Malaysia. International Journal of Managerial and Financial Accounting, 4(4), 377-401. https://doi.org/10.1504/IJMFA.2012.049677
  • Karaca, S. S., & Başcı, E. S. (2011). Hisse senedi performansini etkileyen rasyolar ve İMKB 30 endeksinde 2001-2009 dönemi panel veri analizi. Süleyman Demirel Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi, 16(3), 337-347.
  • Karcıoğlu, R., & Özer, A. (2014). Bist’de hisse senedi getirilerini etkileyen faktörlerin belirlenmesi: statik ve dinamik panel veri analizi. Uludağ Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi, 33(1), 43-70.
  • Katchova, A. L., & Enlow, S. J. (2013). Financial performance of publicly‐traded agribusinesses. Agricultural Finance Review, 73(1), 58–73. https://doi.org/10.1108/00021461311321311
  • Kheradyar, S., Ibrahim, I., & Nor, F. M. (2011). Stock Return Predictability with Financial Ratios. International Journal of Trade, Economics and Finance, 391–396. https://doi.org/10.7763/IJTEF.2011.V2.137
  • Kripfganz, S., & Schwarz, C. (2019). Estimation of linear dynamic panel data models with time‐invariant regressors. Journal of Applied Econometrics, 34(4), 526-546. https://doi.org/10.1002/jae.2681
  • Kurt, G., & Köse, A. (2017). Türkiye’de bankalarin finansal oranlari ile hisse senedi getirisi arasindaki panel nedensellik ilişkisi. Çukurova Üniversitesi Sosyal Bilimler Enstitüsü Dergisi, 26(3), 302-312.
  • Lev, B., & Thiagarajan, S. R. (1993). Fundamental information analysis. Journal of Accounting Research, 31(2), 190-215. https://doi.org/10.2307/2491270
  • Lucas, R. E. (1976). Econometric Policy Evaluation: A Critique. CarnegieRochester Conference Series on Public Policy, 1, 19-46.
  • Lusiana, H. (2020). The Effect of Return on Equity (ROE) and Earning per Share (EPS) on Stock Prices In Indonesia Stock Exchange 2015-2018. Ilomata International Journal of Tax and Accounting, 1(3), 132-138. https://doi.org/10.52728/ijtc.v1i3.92
  • Mukhtar, S., , S., & , U. (2022). The Effect of Return on Investment, Debt to Equity Ratio, and Earning Per Share on Stock Price. International Economic and Finance Review. 1(2), 66-91. https://doi.org/10.56897/iefr.v1i2.22.
  • Muktiadji, N., & Pamungkas, B. (2022). The Effect of Financial Ratio on Stock Price of Banks Listed on the Indonesia Stock Exchange (IDX). Asian Journal of Economics, Business and Accounting, 22(24), 232–240. https://doi.org/10.9734/ajeba/2022/v22i24910
  • Musallam, S. (2018). Exploring the Relationship between Financial Ratios and Market Stock Returns. Eurasian Journal of Business and Economics, 11(21), 101–116. https://doi.org/10.17015/ejbe.2018.021.06
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Hisse Senedi Getirilerinin Tahmininde Finansal Oranların Rolü: Borsa İstanbul’da Genelleştirilmiş Momentler Yöntemi Uygulaması

Yıl 2024, Cilt: 9 Sayı: 2, 338 - 347

Öz

Tasarruf sahiplerinin yatırım kararlarına şekil veren başlıca unsurlardan biri şirketlerin finansal rasyolarıdır. Nitekim finansal piyasaların etkinliği ve şirketlere ilişkin mali verilerin şirketlerin hisse performansları üzerindeki etkileri finansal literatürde her daim ilgi gören araştırma konularından biri olmuştur. Bu çalışmada Borsa İstanbul’da listelenen ve sanayi sektöründe faaliyet gösteren, piyasa değeri bakımından başlıca on şirketin finansal rasyolarının hisse senedi performansları üzerindeki etkileri araştırılmıştır. Şirketlerin son on çeyreklik verileri araştırmaya dahil edilmiş ve araştırma yöntemi olarak Genelleştirilmiş Momentler Metodu (GMM) tabanlı Dinamik Panel Yaklaşımı uygulanmıştır. Araştırma modelinde Aktif Karlılık Oranı (ROA), Özsermaye Karlılık Oranı (ROE), Yatırım Yapılan Sermaye Getirisi (ROIC), Borç/Özsermaye Oranı (D/E) ve Likit Oran (QR) bağımsız değişkenler olarak; hisse senedi getirisi ise bağımlı değişken olarak tanımlanmıştır. Çalışma sonucunda ROA ve D/E rasyolarının hisse senedi getirisi üzerinde negatif yönlü, ROE rasyosunun ise pozitif yönlü bir etkisi olduğu tespit edilmiştir.

Kaynakça

  • Acaravcı, S. K. (2016). Finansal Oranlar ve Hisse Senedi Getirisi İlişkisi: Borsa İstanbul Üzerine Bir Uygulama/Financial Ratios-Stock Return Nexus: An Applicaton on BIST. Mustafa Kemal Üniversitesi Sosyal Bilimler Enstitüsü Dergisi, 13(35), 263-275.
  • Adıgüzel, İ. (2023). Enerji Sektöründe Faaliyet Gösteren İşletmelerin Finansal Rasyolarının Pay Senedi Üzerinde Etkisi: Panel Veri Analizi. Doğuş Üniversitesi Dergisi, 24(2), 305-322. https://doi.org/10.31671/doujournal.1250512
  • Ahsan, A. M. (2012). Can ROE be used to predict portfolio performance?. Economics, Management, and Financial Markets, 7(2), 132-148.
  • Aktaş, M. (2008). İstanbul Menkul Kıymetler Borsasında hisse senedi getirileri ile ilişkili olan finansal oranların araştırılması. Istanbul University Journal of the School of Business Administration, 37(2), 137-150.
  • Anderson, T. W., & Hsiao, C. (1982). Formulation and Estimation of Dynamic Models using Panel Data. Journal of Econometrics, 18(1), 47–82. https://doi.org/10.1016/0304-4076(82)90095-1
  • Anwaar, M. (2016). Impact of Firms’ Performance on Stock Returns (Evidence from Listed Companies of Ftse-100 Index London, UK). Global Journal of Management and Business Research, 16(1), 31-39.
  • Arellano, M., & Bond, S. (1991). Some tests of specification for panel data:monte carlo evidence and an application to employment equations. Review of Economic Studies, 58(2), 277–297. https://doi.org/10.2307/2297968
  • Atidhira, A. T., & Yustina, A. I. (2017). The influence of return on asset, debt to equity ratio, earnings per share, and company size on share return in property and real estate companies. JAAF (Journal of Applied Accounting and Finance), 1(2), 128-146.
  • Awalakki, M. M., & Hn, A. (2021). Impact of Financial Performance Ratios on Stock Returns – A Study With Reference to National Stock Exchange. International Journal of Aquatic Sciences, 12(03), 2151-2167.
  • Aydemir, O., Ögel, S., & Demirtaş, G. (2012). Hisse senetleri fiyatlarının belirlenmesinde finansal oranların rolü. Yönetim ve Ekonomi Dergisi, 19(2), 277-288.
  • Banerjee, A. (2019). Predicting Stock Return of UAE Listed Companies Using Financial Ratios. Accounting and Finance Research, 8(2), 214. https://doi.org/10.5430/afr.v8n2p214
  • Bukit, I. N. H. (2013). The Effect of Price to Book Value (PBV), Dividend Payout Ratio (DPR), Return on Equity (ROE), Return on Asset (ROA), and Earning Per Share (EPS) Toward Stock Return of LQ 45 for the Period of 2006-2011. Review of Integrative Business and Economics Research, 2(2), 22.
  • Cemile, Ö. (2019). Hisse Senedi Getirileri İle Finansal Oranlar Arasındaki İlişkinin Araştırılmasında Bir Panel ARDL Uygulaması. Istanbul Management Journal, 86, 97-112. https://doi.org/10.26650/imj.2019.86.0005
  • Cengiz, H., & Püskül, A. S. Ö. (2016). Hisse Senedi Getirileri ve Karlılık Arasındaki İlişki: Borsa İstanbul Endeksinde İşlem Gören İşletmelerin Analizi. Yalova Sosyal Bilimler Dergisi, 6(12), 295-306. https://doi.org/10.17828/yalovasosbil.289021
  • Danendra, G., , C., Heti, C., Rahmawati, T., & Purwoto, L. (2023). Stock Returns: Effect of Return on Assets, Return on Equity, Debt to Equity Ratio, and Dividend Payout Ratio. Manajemen Dewantara, 7(3), https://doi.org/10.30738/md.v7i3.16254.
  • Emamgholipour, M., Pouraghajan, A., Ail, N., & Tabari, Y. (2013). The effects of performance evaluation market ratios on the stock return: Evidence from the Tehran stock exchange. International Reasearch Journal of Applied and Basic Sciences, 4(3), 696–703.
  • Fama, E. F. (1970). Efficient capital markets. Journal of Finance, 25(2), 383-417. https://doi.org/10.7208/9780226426983-007
  • Fama, E. F., & French, K. (1992). The cross-section of expected stock returns. Journal of Finance, 47(2), 427-465. https://doi.org/10.1111/j.1540-6261.1992.tb04398.x
  • Friedman, M. (1962), Capitalism and Freedom, University of Chicago Press, Chicago, IL.
  • Güngör, B., & Kaygin, C. Y. (2015). Dinamik panel veri analizi ile hisse senedi fiyatini etkileyen faktörlerin belirlenmesi. Kafkas Üniversitesi İİBF Dergisi, 6(9), 149.
  • Güriş, S., & Pala, A. (2016). Hisse Senedi Getirisi ve Firma Karakteristikleri Arasındaki İlişkinin Borsa İstanbul Üzerinde Test Edilmesi: Panel Veri Modeli Uygulaması. Finansal Araştırmalar ve Çalışmalar Dergisi, 8(15), 413-421.
  • Hansen, L. P. (1982). Large sample properties of generalized method of moments estimators. Econometrica, 50(4), 1029-1054. https://doi.org/10.2307/1912775
  • Hertina, D., & Saudi, M. H. M. (2019). Stock return: Impact of return on asset, return on equity, debt to equity ratio and earning per share. International Journal of Innovation, Creativity and Change, 6(12), 93-104.
  • Işık, Ö. (2019). Finansal Oranların Pay Getirileri Üzerindeki Etkisinin Panel Veri Analizi: BİST 100 Firmalarından Kanıtlar. Journal of Mehmet Akif Ersoy University Social Science Institute, 11(27). https://doi.org/10.20875/makusobed.523361
  • Jais, M., Jakpar, S., Doris, T. K. P., & Shaikh, J. M. (2012). The financial ratio usage towards predicting stock returns in Malaysia. International Journal of Managerial and Financial Accounting, 4(4), 377-401. https://doi.org/10.1504/IJMFA.2012.049677
  • Karaca, S. S., & Başcı, E. S. (2011). Hisse senedi performansini etkileyen rasyolar ve İMKB 30 endeksinde 2001-2009 dönemi panel veri analizi. Süleyman Demirel Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi, 16(3), 337-347.
  • Karcıoğlu, R., & Özer, A. (2014). Bist’de hisse senedi getirilerini etkileyen faktörlerin belirlenmesi: statik ve dinamik panel veri analizi. Uludağ Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi, 33(1), 43-70.
  • Katchova, A. L., & Enlow, S. J. (2013). Financial performance of publicly‐traded agribusinesses. Agricultural Finance Review, 73(1), 58–73. https://doi.org/10.1108/00021461311321311
  • Kheradyar, S., Ibrahim, I., & Nor, F. M. (2011). Stock Return Predictability with Financial Ratios. International Journal of Trade, Economics and Finance, 391–396. https://doi.org/10.7763/IJTEF.2011.V2.137
  • Kripfganz, S., & Schwarz, C. (2019). Estimation of linear dynamic panel data models with time‐invariant regressors. Journal of Applied Econometrics, 34(4), 526-546. https://doi.org/10.1002/jae.2681
  • Kurt, G., & Köse, A. (2017). Türkiye’de bankalarin finansal oranlari ile hisse senedi getirisi arasindaki panel nedensellik ilişkisi. Çukurova Üniversitesi Sosyal Bilimler Enstitüsü Dergisi, 26(3), 302-312.
  • Lev, B., & Thiagarajan, S. R. (1993). Fundamental information analysis. Journal of Accounting Research, 31(2), 190-215. https://doi.org/10.2307/2491270
  • Lucas, R. E. (1976). Econometric Policy Evaluation: A Critique. CarnegieRochester Conference Series on Public Policy, 1, 19-46.
  • Lusiana, H. (2020). The Effect of Return on Equity (ROE) and Earning per Share (EPS) on Stock Prices In Indonesia Stock Exchange 2015-2018. Ilomata International Journal of Tax and Accounting, 1(3), 132-138. https://doi.org/10.52728/ijtc.v1i3.92
  • Mukhtar, S., , S., & , U. (2022). The Effect of Return on Investment, Debt to Equity Ratio, and Earning Per Share on Stock Price. International Economic and Finance Review. 1(2), 66-91. https://doi.org/10.56897/iefr.v1i2.22.
  • Muktiadji, N., & Pamungkas, B. (2022). The Effect of Financial Ratio on Stock Price of Banks Listed on the Indonesia Stock Exchange (IDX). Asian Journal of Economics, Business and Accounting, 22(24), 232–240. https://doi.org/10.9734/ajeba/2022/v22i24910
  • Musallam, S. (2018). Exploring the Relationship between Financial Ratios and Market Stock Returns. Eurasian Journal of Business and Economics, 11(21), 101–116. https://doi.org/10.17015/ejbe.2018.021.06
  • Muth, J. F. (1961). Rational expectations and the theory of price movements. Econometrica, 29(3), 315-335. https://doi.org/10.2307/1909635
  • Ngadiman, S., & Widjaja, I. (2023). Pengaruh return on asset (ROA), return on equity (ROE), debt to equity ratio (DER), dan price earning ratio (PER) terhadap return saham pada perusahaan makanan dan minuman yang terdaftar di Bursa Efek Indonesia pada tahun 2017-2020. Jurnal Manajemen Bisnis dan Kewirausahaan, 7(5), 981-994. https://doi.org/10.24912/jmbk.v7i5.26500.
  • Noegroho, N., Ariefiantoro, T., & Suryawardana, E. (2022). Effect of Return on Asset, Debt Equity Ratio and Current Ratio on Company Value (Study on Manufacturing Companies Listed on Indonesia Stock Exchange for the Period 2017-2020). Economics and Business Solutions Journal, 6(2), 73-88.
  • Östermark, R., & Aaltonen, J. (1995). The structural relationship between financial ratios and capital asset pricing. International Journal of Systems Science, 26(5), 1129–1152. ttps://doi.org/10.1080/00207729508929091
  • Öztürk, H., & A. Karabulut, T. (2020). Impact of financial ratios on technology and telecommunication stock returns: Evidence from an emerging market. Investment Management and Financial Innovations, 17(2), 76–87. https://doi.org/10.21511/imfi.17(2).2020.07
  • Panggabean, M. S., Clara, C., Natalie, V., Fanny, F., & Titania, V. (2021). The effect of EPS, ROA, Dividend and inflation on stock prices in financial sector companies listed on IDX for the 2015-2019 periods. Jurnal RAK (Riset Akuntansi Keuangan), 6(1), 83-98.
  • Penman, S., & Reggiani, F. (2013). Returns to buying earnings and book value: Accounting for growth and risk. Review of Accounting Studies, 18, 1021-1049. https://doi.org/10.1007/s11142-013-9226-y
  • Piotroski, J. D. (2000). Value investing: The use of historical financial statement information to separate winners from losers. Journal of Accounting Research, 38, 1-41. https://doi.org/10.2307/2672906
  • Rialdy, N. (2019). Influence of Return on Equity (ROE), The Price Earnings Ratio (PER) and the Capital Structure of The Company's Share Price Against the Sub Sectors of Transport Registered in Bursaefek Indonesia (BEI) the Period of 2015-2018. International Journal of Accounting & Finance in Asia Pasific (IJAFAP), 2(3), 46-53.
  • Romantica, K. P., & Jalaludin, P. (2024). The Influence of Financial Ratios and Firm Size on Stock Return. Assets : Jurnal Ilmiah Ilmu Akuntansi, Keuangan Dan Pajak, 8(1), 31–39. https://doi.org/10.30741/assets.v8i1.1212
  • Roodman, D. (2009a). A note on the theme of too many instruments. Oxford Bulletin of Economics and Statistics, 71(1), 135-158. https://doi.org/10.1111/j.1468-0084.2008.00542.x
  • Roodman, D. (2009b). How to do xtabond2: An introduction to difference and system GMM in Stata. The Stata Journal, 9(1), 86-136. https://doi.org/10.1177/1536867X0900900106
  • Say, S. (2022). Finansal oranlar ve hisse senedi getirileri arasındaki ilişkinin incelenmesi: Gıda sektöründe bir araştırma. Third Sector Social Economic Review, 57(1), 34-46.
  • Sevim, U. (2016). İşletme Finansal Oranlarının Hisse Senedi Getirileri Üzerine Etkisi: BİST 100 İmalat İşletmeleri Örneği. Eskişehir Osmangazi Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi, 11(2), 221-235.
  • Sitorus, J. S., Siburian, E., Simbolon, Y., & br Naibaho, R. E. (2021). The Effect Of Operating Cash Flow, Net Profit, ROA And ROE On Stock Return Of IDX. Jurnal Akuntansi, 11(2), 189-196. https://doi.org/10.33369/j.akuntansi.11.2.189-196
  • Sunaryo, D., Lestari, E., Puryandani, S., & Manajemen, J. (2023). Testing The Effect Of Debt To Equity Ratio And Dividend Payout Ratio On Stock Return In The Food Industry And Beverages. Jurnal Manajemen. 13(1), 40-60. https://doi.org/10.30656/jm.v13i1.6916.
  • Şenel, C. (2022). Mevduat Bankalarının Hisse Senedi Getirilerine Etki Eden Finansal Faktörler. İşletme Araştırmaları Dergisi, 14(3), 1880-1889.
  • Şenol, Z., Koç, S., & Şenol, S. (2018). Hisse senetleri fiyatlarini etkileyen faktörlerin dinamik panel veri analiziyle incelenmesi. Gümüşhane Üniversitesi Sosyal Bilimler Dergisi, 9(25), 119-135.
  • Tarsono, O. (2021). The Effect of Debt Equity Ratio, Return on Equity, Net Profit Margin on Stock Prices. International Journal of Social Science. 1(4), 393-398. https://doi.org/10.53625/ijss.v1i4.716.
  • Wahyono, T., Nugroho, L., & Imron, M. (2019). Determinants factors of stock price in oil and gas sector (Indonesia stock exchange 2011-2016). Eurasian Journal of Business and Management, 7(2), 12-22.
  • Wijesundera, A. A. V. I., Weerasinghe, D. A. S., Krishna, T. P. C. R., Gunawardena, M. M. D., & Peiris, H. R. I. (2016). Predictability of stock returns using financial ratios: Empirical evidence from Colombo stock exchange. Kelaniya Journal of Management, 4(2), 44–55. https://doi.org/10.4038/kjm.v4i2.7500
  • Yuninda, Y., & Kusumawardhani, R. (2021). The Effect Of Roa, Capital, Growth Assets, Ldr And Der On Share Prices In Registered Banking Sectors In Indonesia Stock Exchange Period 2010-2018. International Journal of Economics, Business and Accounting Research (IJEBAR), 5(3), 1698-1711.
Toplam 59 adet kaynakça vardır.

Ayrıntılar

Birincil Dil İngilizce
Konular Finansal Öngörü ve Modelleme
Bölüm Araştırma Makalesi
Yazarlar

Gökhan Berk Özbek 0000-0003-0288-069X

Ümit Hasan Gözkonan 0000-0002-7187-6304

Erken Görünüm Tarihi 15 Aralık 2024
Yayımlanma Tarihi
Gönderilme Tarihi 1 Ekim 2024
Kabul Tarihi 2 Aralık 2024
Yayımlandığı Sayı Yıl 2024 Cilt: 9 Sayı: 2

Kaynak Göster

APA Özbek, G. B., & Gözkonan, Ü. H. (2024). The Role of Financial Ratios in Predicting Stock Returns: An Application of Generalized Method of Moments in Borsa Istanbul. JOEEP: Journal of Emerging Economies and Policy, 9(2), 338-347.

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