Main Article Content
Abstract
Purpose – This study analyzes the efficiency of companies listed on the Jakarta Islamic Index (JII) during the 2020–2023 period.
Method – This study applies data envelopment analysis (DEA) using total assets, equity, and operational expenses as input variables, with market capitalization and earnings per share (EPS) as output variables. Market capitalization is employed to capture a firm’s ability to convert internal resources into market-recognized value as shaped by investor perception.
Findings – The results indicate that most JII companies operate inefficiently, with efficiency scores below 0.2. Several benchmark firms form the efficiency frontier: Adaro Energy Indonesia (2022), Indo Tambangraya Megah (2022), Bumi Resources Minerals (2021), Unilever Indonesia (2021), and Aspirasi Hidup Indonesia (2021). The sector-wise analysis indicates that the financial sector exhibits the highest and most consistent scale efficiency. In contrast, from an industrial perspective, the transportation and energy sectors demonstrate the most optimal efficiency performance. Regarding ownership structure, state-owned enterprises consistently achieve higher scale efficiency than privately owned companies. Further analysis suggests that efficiency improvements are primarily driven by output performance, particularly market capitalization, highlighting the relevance of an output-oriented approach to long-term efficiency strategies.
Implications – This perspective suggests that efficiency in Sharia Stock Listed Companies depends not only on internal management performance, but also on external market perceptions that determine their market value.
Originality – This study offers originality by employing DEA approach to assess the efficiency of Sharia stock-listed companies in the JII, integrating sectoral, industrial, and ownership perspectives that have received limited attention in prior research.
Keywords
Article Details
Copyright (c) 2026 Wiku Suryomurti, Miftakhus Surur, Nashr Akbar, Syahdatul Maulida

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References
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- Charnes, A., Cooper, W. W., & Rhodes, E. (1978). Measuring the efficiency of decision making units. European Journal of Operational Research, 2(6), 429–444. https://doi.org/10.1016/0377-2217(78)90138-8
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- Seiford, L. M., & Zhu, J. (1999). Profitability and marketability of the top 55 U.S. commercial banks. Management Science, 45(9), 1270–1288. https://doi.org/10.1287/mnsc.45.9.1270
- Shear, F., & Ashraf, B. N. (2022). The performance of Islamic versus conventional stocks during the COVID-19 shock: Evidence from firm-level data. Research in International Business and Finance, 60, 101622. https://doi.org/10.1016/j.ribaf.2022.101622
- Sohail, M. K., & Anjum, M. S. (2016). Efficiency dynamics of Initial Public Offerings using Data Envelopment Analysis and Malmquist Productivity Index approach. Engineering Economics, 27(2), 175–184. https://doi.org/10.5755/j01.ee.27.2.10062
- Tanin, T. I., Ahmad, A. U. F., & Muneeza, A. (2023). Shariah-compliant equities and Shariah screening: Need for convergence of ethical screening of stocks with Shariah screening. International Journal of Emerging Markets, 18(2), 296–315. https://doi.org/10.1108/IJOEM-09-2020-1041
- Wahyuni, K. T. (2024). Measurement of stock portfolio performance based on risk adjusted return on Jakarta Islamic Index (JII) stock. The International Conference on Education, Social, Sciences and Technology (ICESST), 3(1), 75–93. https://doi.org/10.55606/icesst.v3i1.371
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References
Al-Awadhi, A. M., Alsaifi, K., Al-Awadhi, A., & Alhammadi, S. (2020). Death and contagious infectious diseases: Impact of the Covid-19 virus on stock market returns. Journal of Behavioral and Experimental Finance, 27, 100326. https://doi.org/10.1016/j.jbef.2020.100326
Amanda, P., & Sudrajad, O. Y. (2023). Evaluation of digital banking efficiency in Indonesian banking sector using Data Envelopment Analysis (DEA) approach. International Journal of Current Science Research and Review, 6(8). https://doi.org/10.47191/ijcsrr/V6-i8-01
Aparicio, J., & Santín, D. (2025). Global scale efficiency in data envelopment analysis. International Transactions in Operational Research, 32(5), 2474–2496. https://doi.org/10.1111/itor.13501
Arifin, M. R., Fauzi, A. S., Runtiningsih, S., Aligarh, F., & Nugroho, A. (2024). The performance of Islamic stocks and conventional stocks during the Covid-19 shock: Evidence from Indonesian stock market. IQTISHODUNA: Jurnal Ekonomi Islam, 13(1), 265–284. https://doi.org/10.54471/iqtishoduna.v13i1.2340
Azmi, A., Non, N., & Ab Aziz, N. (2017). Challenges to Shariah equity screening, from Shariah scholars’ perspective. International Journal of Islamic and Middle Eastern Finance and Management, 10(2), 229–242. https://doi.org/10.1108/IMEFM-11-2016-0165
Banker, R. D., Charnes, A., & Cooper, W. W. (1984). Some models for estimating technical and scale inefficiencies in data envelopment analysis. Management Science, 30(9), 1078–1092. https://doi.org/10.1287/mnsc.30.9.1078
Bitar, M., Kabir Hassan, M., & Hippler, W. J. (2018). The determinants of Islamic bank capital decisions. Emerging Markets Review, 35, 48–68. https://doi.org/10.1016/j.ememar.2017.12.002
Bossman, A., Owusu Junior, P., & Tiwari, A. K. (2022). Dynamic connectedness and spillovers between Islamic and conventional stock markets: Time- and frequency-domain approach in Covid-19 era. Heliyon, 8(4), e09215. https://doi.org/10.1016/j.heliyon.2022.e09215
Badan Pusat Statistik. (2019). Analisis efisiensi industri manufaktur. https://www.bps.go.id/id/publication/2019/04/10/45e7d7e12840e3a0128c702a/analisis-efisiensi-industri-manufaktur.html
Charnes, A., Cooper, W. W., & Rhodes, E. (1978). Measuring the efficiency of decision making units. European Journal of Operational Research, 2(6), 429–444. https://doi.org/10.1016/0377-2217(78)90138-8
Cooper, W. W., Pastor, J. T., Borras, F, Aparicio, J, & Pastor, D. (2011). BAM: A Bounded Adjusted Measure of Efficiency for Use with Bounded Additive Models. Journal of Productivity Analysis 35 (2), 85–94. https://doi.org/10.1007/s11123-010-0190-2
Dirtjen EBTKE. (2023). Laporan kinerja Ditjen EBTKE tahun 2023. Kementerian Energi dan Sumber Daya Mineral. https://www.esdm.go.id/assets/media/content/content-laporan-kinerja-ditjen-ebtke-tahun-2023.pdf
Dwijayantie, R., & Mulyadi, J. (2022). Efisiensi perusahaan manufaktur dengan Data Envelopment Analysis. JIAFE (Jurnal Ilmiah Akuntansi Fakultas Ekonomi), 8(2). https://doi.org/10.34204/jiafe.v8i2.5763
Elgin, C., Basbug, G., & Yalaman, A. (2020). Economic policy responses to a pandemic: Developing the Covid-19 economic stimulus index. Covid Economics, 3(10), 20–53.
Farrell, M. J. (1957). The measurement of productive efficiency. Journal of the Royal Statistical Society: Series A (General), 120(3), 253–290. https://doi.org/10.2307/2343100
DSN MUI (2020). Fatwa DSN MUI No. 135/DSN-MUI/V/2020 tentang saham. https://www.idx.co.id/media/4lamitpn/135-saham.pdf
Fitrah, A., Apriyanto, G., & Respati, H. (2022). Determinants of market capitalization and its effect on Sharia stock returns in Jakarta Islamic Index. International Journal, 6(4), 1827–1842. https://jurnal.stie-aas.ac.id/index.php/IJEBAR/article/view/6944
Hibatullah, I., & Nurcahyani, A. (2022). Analysis efficiency of Islamic bank in Indonesia and Saudi Arabia with Data Envelopment Analysis approach. ISLAMICONOMIC: Jurnal Ekonomi Islam, 12(2). https://doi.org/10.32678/ijei.v12i2.306
IDX Islamic. (2019). Saham syariah. https://idxislamic.idx.co.id/edukasi-pasar-modal-syariah/saham-syariah/
International Monetary Fund. (2020). State-owned enterprises: The other government. In Fiscal monitor. https://www.elibrary.imf.org/display/book/9781513537511/ch03.xml
International Institute for Management Development. (2024). World competitiveness ranking 2024. https://www.imd.org/entity-profile/indonesia-wcr/#_factor_Business%20Efficiency
Islamic Finance Development Report (2023). ICD-LSEG Islamic finance development report 2023. https://solutions.lseg.com/IslamicFinance_ICD_LSEG
Jalaludin, E., & Sari, M. (2024). Efficiency analysis of financing companies listed on the Indonesia Stock Exchange (IDX) during Covid-19. Wiga: Jurnal Penelitian Ilmu Ekonomi, 14(1), 13–21. https://doi.org/10.30741/wiga.v14i1.1158
Kementerian ESDM. (2024, Juni 5). Satu dekade terakhir, rerata perbaikan intensitas energi Indonesia capai 3% [Siaran pers]. https://www.esdm.go.id/id/media-center/arsip-berita/satu-dekade-terakhir-rerata-perbaikan-intensitas-energi-indonesia-capai-3
Kementerian Perhubungan Republik Indonesia. (2024, Maret 12). Satu dekade pembangunan infrastruktur transportasi, fokus pada dampak positif ke masyarakat [Siaran pers]. https://dephub.go.id/post/read/satu-dekade-pembangunan-infrastruktur-transportasi,-fokus-pada-dampak-positif-ke-masyarakat
Kementerian Perindustrian. (2018). Making Indonesia 4.0 [Makalah seminar]. Seminar Nasional Standardisasi Badan Standardisasi Nasional (BSN), Surabaya, Indonesia. https://bsn.go.id/uploads/download/making_indonesia_4.0_-_kementerian_perindustrian.pdf
Le, T.-H., Chuc, A. T., & Taghizadeh-Hesary, F. (2019). Financial inclusion and its impact on financial efficiency and sustainability: Empirical evidence from Asia. Borsa Istanbul Review, 19(4), 310–322. https://doi.org/10.1016/j.bir.2019.07.002
Le, T.-H., Park, D., & Castillejos-Petalcorin, C. (2023). Performance comparison of state-owned enterprises versus private firms in selected emerging Asian countries. Journal of Asian Business and Economic Studies, 30(1), 26–48. https://doi.org/10.1108/JABES-08-2021-0116
Mumin, A. T., Wybawa, E. P., & Reinaldilas, R. (2024). Tourism industry transformation and its impact on IDX sectors 2018-2022: A DEA and CSF study. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.4660141
Organisation for Economic Co-operation and Development. (2016). State-owned enterprises as global competitors: A challenge or an opportunity? OECD Publishing. https://doi.org/10.1787/9789264262096-en
Otoritas Jasa Keuangan. (2023). Laporan perkembangan keuangan syariah Indonesia 2023. https://ojk.go.id/id/berita-dan-kegiatan/info-terkini/Pages/Laporan-Perkembangan-Keuangan-Syariah-Indonesia-2023.aspx
Otoritas Jasa Keuangan. (2024, Maret 26). OJK dorong daya saing keuangan syariah “OJK gelar pertemuan tahunan (Ijtima’ Sanawi) Dewan Pengawas Syariah 2024” [Siaran pers]. https://ojk.go.id/id/berita-dan-kegiatan/siaran-pers/Pages/OJK-Gelar-Pertemuan-Tahunan-Ijtima-Sanawi-Dewan-Pengawas-Syariah-2024.aspx
POJK No. 17/POJK.04/2015 tentang penerbitan dan persyaratan efek syariah berupa saham oleh emiten syariah atau perusahaan publik syariah. https://ojk.go.id/id/kanal/syariah/regulasi/peraturan-ojk-terkait-syariah/Documents/Pages/POJK-Nomor-17POJK042015-Penerbitan-Persyaratan-Efek-Syariah-Berupa-Saham-oleh-Emiten-Syariah/pojk17042015-penerbitan-persyaratan-efek-syariah-berupa-saham-emiten-syariah.pdf
POJK No. 35/POJK.04/2017 tentang kriteria dan penerbitan daftar efek syariah. https://ojk.go.id/id/kanal/pasar-modal/regulasi/peraturan-ojk/Documents/Pages/Peraturan-Otoritas-Jasa-Keuangan-Nomor-35-POJK.04-2017-/SAL%20POJK%2035%20-%20DES.pdf
Rizaldy, M. R., & Ahmed, H. (2019). Islamic legal methodologies and Shariah screening standards: Application in the Indonesian stock market. Thunderbird International Business Review, 61(5), 793–805. https://doi.org/10.1002/tie.22042
Rizvi, S. K. A., Mirza, N., Naqvi, B., & Rahat, B. (2020). Covid-19 and asset management in EU: A preliminary assessment of performance and investment styles. Journal of Asset Management, 21(4), 281–291. https://doi.org/10.1057/s41260-020-00172-3
Rusydiana, A. S., & Firmansyah, I. (2022). Shariah stock emitent efficiency strategy in digital era: Application of DEA super-efficiency and interpretive structural modeling. Review on Islamic Accounting, 2(1). https://doi.org/10.58968/ria.v2i1.107
Seiford, L. M., & Zhu, J. (1999). Profitability and marketability of the top 55 U.S. commercial banks. Management Science, 45(9), 1270–1288. https://doi.org/10.1287/mnsc.45.9.1270
Shear, F., & Ashraf, B. N. (2022). The performance of Islamic versus conventional stocks during the COVID-19 shock: Evidence from firm-level data. Research in International Business and Finance, 60, 101622. https://doi.org/10.1016/j.ribaf.2022.101622
Sohail, M. K., & Anjum, M. S. (2016). Efficiency dynamics of Initial Public Offerings using Data Envelopment Analysis and Malmquist Productivity Index approach. Engineering Economics, 27(2), 175–184. https://doi.org/10.5755/j01.ee.27.2.10062
Tanin, T. I., Ahmad, A. U. F., & Muneeza, A. (2023). Shariah-compliant equities and Shariah screening: Need for convergence of ethical screening of stocks with Shariah screening. International Journal of Emerging Markets, 18(2), 296–315. https://doi.org/10.1108/IJOEM-09-2020-1041
Wahyuni, K. T. (2024). Measurement of stock portfolio performance based on risk adjusted return on Jakarta Islamic Index (JII) stock. The International Conference on Education, Social, Sciences and Technology (ICESST), 3(1), 75–93. https://doi.org/10.55606/icesst.v3i1.371
Yusgiantoro, I., Wirdiyanti, R., Falianty, T. A., Satria, D., & Ichwan, I. (2018). Digital banking technology adoption and bank efficiency: The Indonesian case (Working Paper No. 1). Otoritas Jasa Keuangan. https://ojk.go.id/id/data-dan-statistik/research/working-paper/Documents/WP-18-01r.pdf
Zhao, W., Qiu, Y., Lu, W., & Yuan, P. (2022). Input-output efficiency of Chinese power generation enterprises and its improvement direction—Based on three-stage DEA model. Sustainability, 14(12), 7421. https://doi.org/10.3390/su14127421