Technical Efficiency and Intellectual Capital Islamic Banks in Indonesia
Abstract
This study explores the impact of intellectual capital on the technical efficiency of Islamic banks in Indonesia, emphasizing the shift from traditional physical assets to intellectual resources like digital systems, technologies, and brand value. It analyzes nine Islamic banks out of fourteen in Indonesia from 2013 to 2022 using a two-stage data analysis method. The first stage involves the Data Envelopment Analysis (DEA) model to measure technical efficiency, while the second stage uses the fractional regression model (FRM) instead of the traditional Ordinary Least Squares (OLS) method. The research introduces the iB-VAIC coefficient as a new intellectual capital metric. DEA results show that the average efficiency score for Indonesian Islamic banks is 0.945, with only two banks achieving a perfect score. The FRM analysis indicates a significant link between intellectual capital (iB-VAIC) and technical efficiency, with different components of intellectual capital having varied impacts. The study finds a negative correlation between bank size and technical efficiency and provides insights for bank management and policy development in Islamic banking.
Keywords: data envelopment analysis, intellectual capital, technical efficiency
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References
Abdulaali, A. R. (2018). The Impact of Intellectual Capital on Business Organization. Academy of Accounting and Financial Studies Journal, 22(6).
ABDULLA, A., & KUMAR, S. (2021). Technical efficiency and its determinants in the Indian meat processing industry. The Indian Journal of Animal Sciences, 91(3). https://doi.org/10.56093/ijans.v91i3.114149
Adesina, K. S. (2019). Bank technical, allocative and cost efficiencies in Africa: The influence of intellectual capital. The North American Journal of Economics and Finance, 48, 419–433. https://doi.org/10.1016/j.najef.2019.03.009
Agustia, D., Asyik, N. F., & Midiantari, N. (2021). Intellectual Capital Terhadap Financial Performance Dan Sustainable Growth. EKUITAS (Jurnal Ekonomi Dan Keuangan), 5(2). https://doi.org/10.24034/j25485024.y2021.v5.i2.4744
Al Parisi, S., Fahmi, I., & Andati, T. (2021). Efficiency VS the Maqasid Shariah Index: A Comparatif Study of Conventional and Islamic Banks in Indonesia. Jurnal Aplikasi Bisnis Dan Manajemen (JABM), 7(2), 255.
Allameh, S. M. (2018). Antecedents and consequences of intellectual capital. Journal of Intellectual Capital, 19(5), 858–874. https://doi.org/10.1108/JIC-05-2017-0068
Andreeva, T., & Garanina, T. (2017). Intellectual Capital and Its Impact on the Financial Performance of Russian Manufacturing Companies. Форсайт, 11(1), 31–40. https://doi.org/doi: 10.17323/2500-2597.2017.1.31.40
Anwar, M., Nidar, S. R., Komara, R., & Layyinaturrobaniyah, L. (2019). Rural bank efficiency and loans for micro and small businesses: evidence from West Java Indonesia. International Journal of Emerging Markets, 15(3), 587–610. https://doi.org/10.1108/IJOEM-11-2017-0494
Bandyopadhyay, S. (2019). Production and Operations Analysis. CRC Press. https://doi.org/10.1201/9781351113670
Banker, R., Natarajan, R., & Zhang, D. (2019). Two-stage estimation of the impact of contextual variables in stochastic frontier production function models using Data Envelopment Analysis: Second stage OLS versus bootstrap approaches. European Journal of Operational Research, 278(2), 368–384. https://doi.org/10.1016/j.ejor.2018.10.050
Bataineh, H., Abbadi, S. S., Alabood, E., & Alkurdi, A. (2022). The effect of intellectual capital on firm performance: the mediating role of family management. Journal of Islamic Accounting and Business Research, 13(5), 845–863. https://doi.org/10.1108/JIABR-02-2022-0032
Bontis, N. (1999). Managing organisational knowledge by diagnosing intellectual capital: framing and advancing the state of the field. International Journal of Technology Management, 18(5/6/7/8), 433. https://doi.org/10.1504/IJTM.1999.002780
Chowdhury, M. A. M., & Haron, R. (2021). The efficiency of Islamic Banks in the Southeast Asia (SEA) Region. Future Business Journal, 7(1), 16. https://doi.org/10.1186/s43093-021-00062-z
D’Amato, A. (2021). Does intellectual capital impact firms’ capital structure? Exploring the role of firm risk and profitability. Managerial Finance, 47(9), 1337–1356. https://doi.org/10.1108/MF-02-2020-0089
Dang-Thanh, N. (2010). Evaluating the Efficiency of Vietnamese Banking System: An Application Using Data Envelopment Analysis. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.1626009
Dastranj, N., Ghazinoory, S., & Gholami, A. A. (2018). Technology roadmap for social banking. Journal of Science and Technology Policy Management, 9(1), 102–122. https://doi.org/10.1108/JSTPM-07-2017-0029
Diallo, B. (2018). Bank efficiency and industry growth during financial crises. Economic Modelling, 68, 11–22. https://doi.org/10.1016/j.econmod.2017.03.011
Dong, Y., Hamilton, R., & Tippett, M. (2014). Cost efficiency of the Chinese banking sector: A comparison of stochastic frontier analysis and data envelopment analysis. Economic Modelling, 36, 298–308. https://doi.org/10.1016/j.econmod.2013.09.042
Duho, K. C. T. (2020). Intellectual capital and technical efficiency of banks in an emerging market: a slack-based measure. Journal of Economic Studies, 47(7), 1711–1732. https://doi.org/10.1108/JES-06-2019-0295
Duho, K. C. T., & Onumah, J. M. (2020). Impact of intellectual capital on bank efficiency in emerging markets: evidence from Ghana. International Journal of Banking, Accounting and Finance, 11(4), 435. https://doi.org/10.1504/IJBAAF.2020.10028856
Festa, G., Rossi, M., Kolte, A., & Marinelli, L. (2021). The contribution of intellectual capital to financial stability in Indian pharmaceutical companies. Journal of Intellectual Capital, 22(2), 337–359. https://doi.org/10.1108/JIC-03-2020-0091
Gareeva, Y., Dranev, Y., & Kucherov, A. (2018). The Impact of Innovation Capital on Firm Values. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.3110483
Gogan, L. M., Draghici, A., & Ivascu, L. (2016). Technological Implications in the Development and Modelling of the Intellectual Capital (pp. 1047–1058). https://doi.org/10.1007/978-3-319-18416-6_84
Gujarati, D. N., & Porter, D. C. (2009). Basic Econometrics (5th ed.). McGraw-Hill/Irwin.
Gusna, N., & Masdupi, E. (2021). The Effect of Intellectual Capital (IC) on Financial Performance. https://doi.org/10.2991/aebmr.k.210616.069
Hatane, S. E., Kuanda, E. S., Cornelius, E., & Tarigan, J. (2020). Corporate Governance, Market Share, and Intellectual Capital Disclosure: Evidence from the Indonesian Agriculture and Mining Sectors. Jurnal Ilmiah Akuntansi Dan Bisnis, 15(1), 75. https://doi.org/10.24843/JIAB.2020.v15.i01.p07
Ispriyahadi, H., & Trierdianto, R. (220 C.E.). Analysis of Efficiency and Change of Productivity in The Indonesian Banking Industry Using Data Envelopment Analysis (DEA) and Malmquist Total Factor Productivity. Jurnal Sekretari Dan Manajemen, 4(2).
Jiao, W., Fu, Z., Mu, W., Zhang, X., Lu, J., & Xu, M. (2015). Estimating technical efficiency of Chinese table grape wholesalers. British Food Journal, 117(6), 1670–1688. https://doi.org/10.1108/BFJ-03-2014-0134
Kautsar, M. H., & Sadalia, I. (2018). Analisis Technical Efficiency Bank Umum Syariah Dengan Metode Stochastic Frontier Analysis. Talenta Conference Series: Local Wisdom, Social, and Arts (LWSA), 1(2), 367–376. https://doi.org/10.32734/lwsa.v1i2.209
Kevser, M., & Dogan, M. (2020). Analysis of the relationship between intellectual capital and firm performance: an empirical research on Borsa Istanbul. Pressacademia, 12(1), 21–26. https://doi.org/10.17261/Pressacademia.2020.1341
Khalique, M., Bontis, N., Shaari, J. A. N. Bin, Yaacob, M. R., & Ngah, R. (2018). Intellectual capital and organisational performance in Malaysian knowledge-intensive SMEs. International Journal of Learning and Intellectual Capital, 15(1), 20. https://doi.org/10.1504/IJLIC.2018.088345
Khan, I., Khan, M., & Tahir, M. (2017). Performance comparison of Islamic and conventional banks: empirical evidence from Pakistan. International Journal of Islamic and Middle Eastern Finance and Management, 10(3), 419–433. https://doi.org/10.1108/IMEFM-05-2016-0077
Korytko, Т., & Bryl, I. (2021). Intellectual capital of the enterprise and its evaluation in the conditions of digitalization. Economy of Industry, 1(93), 92–110. https://doi.org/10.15407/econindustry2021.01.092
Kovjanić, M., & Vukadinović, P. (2021). Intellectual capital as a strategic performance with a focus on banks. Bankarstvo, 50(1), 90–107. https://doi.org/10.5937/bankarstvo2101090K
Lotfi, A., Salehi, M., & Lari Dashtbayaz, M. (2022). The effect of intellectual capital on fraud in financial statements. The TQM Journal, 34(4), 651–674. https://doi.org/10.1108/TQM-11-2020-0257
Maji, S. G., & Hussain, F. (2021). Technical efficiency, intellectual capital efficiency and bank performance in emerging markets: the case of India. Journal of Advances in Management Research, 18(5), 708–737. https://doi.org/10.1108/JAMR-09-2020-0218
Mala, C. M. F., Rodoni, A., & Yaman, B. (2020). Turnitin market power and efficiency of islamic banking and conventional banking in indonesia. . Https://Digilib.Esaunggul.Ac.Id/. https://digilib.esaunggul.ac.id/public/UEU-Grey-14014-17_0103.pdf
Marsondang, A., Purwanto, B., & Mulyati, H. (2020). Pengukuran Efisiensi Serta Analisis Faktor Internal dan Eksternal Bank yang Memengaruhinya. Jurnal Manajemen Dan Organisasi, 10(1), 48–62. https://doi.org/10.29244/jmo.v10i1.28860
Meles, A., Porzio, C., Sampagnaro, G., & Verdoliva, V. (2016). The impact of the intellectual capital efficiency on commercial banks performance: Evidence from the US. Journal of Multinational Financial Management, 36, 64–74. https://doi.org/10.1016/j.mulfin.2016.04.003
Mensah Onumah, J., & Tornam Duho, K. C. (2019). Intellectual Capital: Its Impact on Financial Performance and Financial Stability of Ghanaian Banks. Athens Journal of Business & Economics, 5(3), 243–268. https://doi.org/10.30958/ajbe.5-3-4
Moutinho, V., Madaleno, M., & Macedo, P. (2020). The effect of urban air pollutants in Germany: eco-efficiency analysis through fractional regression models applied after DEA and SFA efficiency predictions. Sustainable Cities and Society, 59, 102204. https://doi.org/10.1016/j.scs.2020.102204
Moutinho, V., Vale, J., Bertuzi, R., Bandeira, A. M., & Palhares, J. (2021). A Two-Stage DEA Model to Evaluate the Performance of Iberian Banks. Economies, 9(3), 115. https://doi.org/10.3390/economies9030115
Myasoedov, A. (2021). An Efficiency Model for Assessing Intellectual Capital. Scientific Research and Development. Socio-Humanitarian Research and Technology, 10(1), 84–91. https://doi.org/10.12737/2306-1731-2021-10-1-84-91
Nailah, N., & Rusydiana, A. S. (2020). Efficiency And Stability Of Islamic Banking In Asean: DEA Window Analysis. Tazkia Islamic Finance and Business Review, 14(1). https://doi.org/10.30993/tifbr.v14i1.211
Nawaz, T. (2019). Intellectual capital profiles and financial performance of Islamic banks in the UK. International Journal of Learning and Intellectual Capital, 16(1), 87. https://doi.org/10.1504/IJLIC.2019.096934
Nawaz, T., & Haniffa, R. (2017). Determinants of financial performance of Islamic banks: an intellectual capital perspective. Journal of Islamic Accounting and Business Research, 8(2), 130–142. https://doi.org/10.1108/JIABR-06-2016-0071
Nejjari, Z., & Aamoum, H. (2020). Intellectual Capital As A Generator Of Innovation In Companies: A Systematic Review. Humanities & Social Sciences Reviews, 8(1), 464–479. https://doi.org/10.18510/hssr.2020.8158
Ni, Y., Cheng, Y.-R., & Huang, P. (2021). Do intellectual capitals matter to firm value enhancement? Evidences from Taiwan. Journal of Intellectual Capital, 22(4), 725–743. https://doi.org/10.1108/JIC-10-2019-0235
Nkambule, N. A., Wang, W.-K., Ting, I. W. K., & Lu, W.-M. (2022a). Intellectual capital and firm efficiency of US multinational software firms. Journal of Intellectual Capital, 23(6), 1404–1434. https://doi.org/10.1108/JIC-02-2021-0041
Nkambule, N. A., Wang, W.-K., Ting, I. W. K., & Lu, W.-M. (2022b). Intellectual capital and firm efficiency of US multinational software firms. Journal of Intellectual Capital, 23(6), 1404–1434. https://doi.org/10.1108/JIC-02-2021-0041
Nurcahyani, A., Syarifudin, E., & Nani. (2022). Efficiency of Islamic Banks in Indonesia: Service Coverage, Business Size, Financing and Profitability During a Pandemic. Journal of Finance and Islamic Banking, 5(2).
Nuryaman. (2015). The Influence of Intellectual Capital on The Firm’s Value with The Financial Performance as Intervening Variable. Procedia - Social and Behavioral Sciences, 211, 292–298. https://doi.org/10.1016/j.sbspro.2015.11.037
Octrina, F., & Priatmojo, H. E. (2023). Islamic bank efficiency: an efficiency method with SFA. Jurnal Perspektif Pembiayaan Dan Pembangunan Daerah, 10(6), 379–394. https://doi.org/10.22437/ppd.v10i6.18250
OECD. (1999). Measuring And Reporting Intellectual Capital From A Diverse Canadian Industry Perspective: Experiences, Issues and Prospects.
Orlando, B., Mazzucchelli, A., Usai, A., Nicotra, M., & Paoletti, F. (2021). Are digital technologies killing future innovation? The curvilinear relationship between digital technologies and firm’s intellectual property. Journal of Intellectual Capital, 22(3), 587–609. https://doi.org/10.1108/JIC-03-2020-0078
Ousama, A. A., Hammami, H., & Abdulkarim, M. (2019). The association between intellectual capital and financial performance in the Islamic banking industry. International Journal of Islamic and Middle Eastern Finance and Management, 13(1), 75–93. https://doi.org/10.1108/IMEFM-05-2016-0073
Özer, G., Ergün, E., & Yilmaz, O. (2015). Effects of Intellectual Capital on Qualitative and Quantitative Performance: Evidence from Turkey. South African Journal of Economic and Management Sciences, 18(1), 143–154.
Papke, L. E., & Wooldridge, J. M. (1996). Econometric methods for fractional response variables with an application to 401(k) plan participation rates. Journal of Applied Econometrics, 11(6), 619–632. https://doi.org/10.1002/(SICI)1099-1255(199611)11:6<619::AID-JAE418>3.0.CO;2-1
Popelo, O., Dubyna, M., & Kholiavko, N. (2021). World Experience In The Introduction Of Modern Innovation And Information Technologies In The Functioning Of Financial Institutions. Baltic Journal of Economic Studies, 7(2), 188–199. https://doi.org/10.30525/2256-0742/2021-7-2-188-199
Prawitasari, D., Pratiwi, R. D., & Tristiarini, N. (2018). The Effect of Intellectual Capital Measurement on Profitability and Market Price. Proceedings of the 1st Economics and Business International Conference 2017 (EBIC 2017). https://doi.org/10.2991/ebic-17.2018.30
Prima Sakti, M. R., & Mohamad, A. (2018). Efficiency, stability and asset quality of Islamic vis-à-vis conventional banks. Journal of Islamic Accounting and Business Research, 9(3), 378–400. https://doi.org/10.1108/JIABR-07-2015-0031
Psillaki, M., & Mamatzakis, E. (2017). What drives bank performance in transitions economies? The impact of reforms and regulations. Research in International Business and Finance, 39, 578–594. https://doi.org/10.1016/j.ribaf.2016.09.010
Punda, O. O., Arziantseva, D. A., & Zakharkevych, N. P. (2021). Theoretical essence and component structure of the intellectual capital of the enterprise. Science, Technologies, Innovation, №3(19), 10–19. https://doi.org/10.35668/2520-6524-2021-3-02
Quach, H. H., Le, A. H., Nguyen, H. T. H., Vu, N. H., & Hoang, H. T. (2020). Intellectual Capital and Firm Performance in Vietnam 2012-2016. International Journal of Learning and Intellectual Capital, 17(1), 1. https://doi.org/10.1504/IJLIC.2020.10023757
Raheli, H., Rezaei, R. M., Jadidi, M. R., & Mobtaker, H. G. (2017). A two-stage DEA model to evaluate sustainability and energy efficiency of tomato production. Information Processing in Agriculture, 4(4), 342–350. https://doi.org/10.1016/j.inpa.2017.02.004
Rahmat, SIP. , M. H. (2020). Intellectual Capital, Bank Size, Bank Market Share, and Efficiency of Conventional Banks in Indonesia. Revista CEA, 6(11), 71–88. https://doi.org/10.22430/24223182.1457
Rahmawati, R. (2015a). Strategi Peningkatan Efisiensi Biaya pada Bank Umum Syariah Berbasis Stochastic Frontier Approach dan Data Envelopment Analysis. Buletin Ekonomi Moneter Dan Perbankan, 17(4), 457–480. https://doi.org/10.21098/bemp.v17i4.506
Rahmawati, R. (2015b). Strategi Peningkatan Efisiensi Biaya pada Bank Umum Syariah Berbasis Stochastic Frontier Approach dan Data Envelopment Analysis. Buletin Ekonomi Moneter Dan Perbankan, 17(4), 457–480. https://doi.org/10.21098/bemp.v17i4.506
Ramalho, E. A., Ramalho, J. J. S., & Henriques, P. D. (2010). Fractional regression models for second stage DEA efficiency analyses. Journal of Productivity Analysis, 34(3), 239–255. https://doi.org/10.1007/s11123-010-0184-0
Rashwan, M. H., & Ehab, H. (2016). Comparative Efficiency Study between Islamic and Traditional Banks. Journal of Finance and Economics.
Refinitiv, & IFDI. (2023). ICD – Refinitiv Islamic Finance Development Report 2022.
Rodoni, A., Medina, A. R., Yaman, B., & Sopyan, S. (2020). Efficiency And Stability Of Islamic Banking In ASEAN. Al-Iqtishad: Jurnal Ilmu Ekonomi Syariah.
Safiullah, M. (2021). Financial stability efficiency of Islamic and conventional banks. Pacific-Basin Finance Journal, 68, 101587. https://doi.org/10.1016/j.pacfin.2021.101587
Salami, O. L., & Adeyemi, A. A. (2017). Malaysian Islamic Banks’ Efficiency: An Intra-Bank Comparative Analysis Of Islamic Windows And Full-Fledged Subsidiaries. International Journal of Business and Society, 16(1). https://doi.org/10.33736/ijbs.551.2015
Salehi, M., & Zimon, G. (2021). The Effect of Intellectual Capital and Board Characteristics on Value Creation and Growth. Sustainability, 13(13), 7436. https://doi.org/10.3390/su13137436
Serly, V., & Handayani, D. F. (2020). Efficiency, Asset Quality and Stability: Comparative Study of Conventional Banks and Islamic Banks in Southeast Asia. Proceedings of the 4th Padang International Conference on Education, Economics, Business and Accounting (PICEEBA-2 2019). https://doi.org/10.2991/aebmr.k.200305.045
Soewarno, N., & Tjahjadi, B. (2020). Measures that matter: an empirical investigation of intellectual capital and financial performance of banking firms in Indonesia. Journal of Intellectual Capital, 21(6), 1085–1106. https://doi.org/10.1108/JIC-09-2019-0225
Solihin, S., Achsani, N. A., & Saptono, I. T. (2016). The Islamic Banking And The Economic Integration In ASEAN. Buletin Ekonomi Moneter Dan Perbankan, 19(1), 81–106. https://doi.org/10.21098/bemp.v19i1.601
Stewart, T., & Ruckdeschel, C. (1998). Intellectual capital: The new wealth of organizations. Performance Improvement, 37(7), 56–59. https://doi.org/10.1002/pfi.4140370713
Subaida, I., Nurkholis, N., & Mardiati, E. (2018). Effect Of Intellectual Capital And Intellectual Capital Disclosure On Firm Value. Jurnal Aplikasi Manajemen, 16(1), 125–135. https://doi.org/10.21776/ub.jam.2018.016.01.15
Tiwari, R. (2022). Nexus between intellectual capital and profitability with interaction effects: panel data evidence from the Indian healthcare industry. Journal of Intellectual Capital, 23(3), 588–616. https://doi.org/10.1108/JIC-05-2020-0137
Tran, N. P., & Vo, D. H. (2022). Do banks accumulate a higher level of intellectual capital? Evidence from an emerging market. Journal of Intellectual Capital, 23(2), 439–457. https://doi.org/10.1108/JIC-03-2020-0097
Tripathy, T., Gil-Alana, L. A., & Sahoo, D. (2015). The effect of intellectual capital on firms’ financial performance: an empirical investigation in India. International Journal of Learning and Intellectual Capital (Inderscience Publishers (IEL)), 12(4), 342–371.
Ulum, I. (2013). Model Pengukuran Kinerja Intellectual Capital Dengan iB-VAIC Di Perbankan Syariah. INFERENSI, 7(1), 185. https://doi.org/10.18326/infsl3.v7i1.185-206
Ulum, I. (2020). Intellectual Capital - Model Pengukuran, Framework Pengungkapan dan Kinerja Organisasi (4th ed.). Universitas Muhammadiyah Malang.
Ulum, I., Jati, A. W., Audina, M. I., & Prasetyo, A. (2020). The Influence of Firm’s Characteristics on the Level of Intellectual Capital Disclosure of Indonesian Islamic Banking. Proceedings of the 1st Annual Management, Business and Economic Conference (AMBEC 2019). https://doi.org/10.2991/aebmr.k.200415.002
Vidyarthi, H., & Tiwari, R. (2019). Cost, revenue, and profit efficiency characteristics, and intellectual capital in Indian Banks. Journal of Intellectual Capital, 21(1), 1–22. https://doi.org/10.1108/JIC-05-2019-0107
Vo, D. H., & Tran, N. P. (2021). Intellectual capital and bank performance in Vietnam. Managerial Finance, 47(8), 1094–1106. https://doi.org/10.1108/MF-03-2020-0143
Waseem, B., Loo-See, B., Adeel, A., & Riaz, A. (2018). Impact of intellectual capital on innovation capability and organizational performance: An empirical investigation. Serbian Journal of Management, 13(2), 365–379. https://doi.org/10.5937/sjm13-16997
Yousef Obeidat, B., Bahjat Abdallah, A., Osama Aqqad, N., Akhoershiedah, A. H. O. M., & Maqableh, M. (2017). The Effect of Intellectual Capital on Organizational Performance: The Mediating Role of Knowledge Sharing. Communications and Network, 09(01), 1–27. https://doi.org/10.4236/cn.2017.91001
Yusuf, A. A., Santi, N., & Rismaya, E. (2021). The Efficiency of Islamic Banks: Empirical Evidence from Indonesia. The Journal of Asian Finance, Economics and Business, 8(4), 239–247.
Zhao, Y., Chupradit, S., Hassan, M., Soudagar, S., Shoukry, A. M., & Khader, J. (2021). The role of technical efficiency, market competition and risk in the banking performance in G20 countries. Business Process Management Journal, 27(7), 2144–2160. https://doi.org/10.1108/BPMJ-12-2020-0570
ABDULLA, A., & KUMAR, S. (2021). Technical efficiency and its determinants in the Indian meat processing industry. The Indian Journal of Animal Sciences, 91(3). https://doi.org/10.56093/ijans.v91i3.114149
Adesina, K. S. (2019). Bank technical, allocative and cost efficiencies in Africa: The influence of intellectual capital. The North American Journal of Economics and Finance, 48, 419–433. https://doi.org/10.1016/j.najef.2019.03.009
Agustia, D., Asyik, N. F., & Midiantari, N. (2021). Intellectual Capital Terhadap Financial Performance Dan Sustainable Growth. EKUITAS (Jurnal Ekonomi Dan Keuangan), 5(2). https://doi.org/10.24034/j25485024.y2021.v5.i2.4744
Al Parisi, S., Fahmi, I., & Andati, T. (2021). Efficiency VS the Maqasid Shariah Index: A Comparatif Study of Conventional and Islamic Banks in Indonesia. Jurnal Aplikasi Bisnis Dan Manajemen (JABM), 7(2), 255.
Allameh, S. M. (2018). Antecedents and consequences of intellectual capital. Journal of Intellectual Capital, 19(5), 858–874. https://doi.org/10.1108/JIC-05-2017-0068
Andreeva, T., & Garanina, T. (2017). Intellectual Capital and Its Impact on the Financial Performance of Russian Manufacturing Companies. Форсайт, 11(1), 31–40. https://doi.org/doi: 10.17323/2500-2597.2017.1.31.40
Anwar, M., Nidar, S. R., Komara, R., & Layyinaturrobaniyah, L. (2019). Rural bank efficiency and loans for micro and small businesses: evidence from West Java Indonesia. International Journal of Emerging Markets, 15(3), 587–610. https://doi.org/10.1108/IJOEM-11-2017-0494
Bandyopadhyay, S. (2019). Production and Operations Analysis. CRC Press. https://doi.org/10.1201/9781351113670
Banker, R., Natarajan, R., & Zhang, D. (2019). Two-stage estimation of the impact of contextual variables in stochastic frontier production function models using Data Envelopment Analysis: Second stage OLS versus bootstrap approaches. European Journal of Operational Research, 278(2), 368–384. https://doi.org/10.1016/j.ejor.2018.10.050
Bataineh, H., Abbadi, S. S., Alabood, E., & Alkurdi, A. (2022). The effect of intellectual capital on firm performance: the mediating role of family management. Journal of Islamic Accounting and Business Research, 13(5), 845–863. https://doi.org/10.1108/JIABR-02-2022-0032
Bontis, N. (1999). Managing organisational knowledge by diagnosing intellectual capital: framing and advancing the state of the field. International Journal of Technology Management, 18(5/6/7/8), 433. https://doi.org/10.1504/IJTM.1999.002780
Chowdhury, M. A. M., & Haron, R. (2021). The efficiency of Islamic Banks in the Southeast Asia (SEA) Region. Future Business Journal, 7(1), 16. https://doi.org/10.1186/s43093-021-00062-z
D’Amato, A. (2021). Does intellectual capital impact firms’ capital structure? Exploring the role of firm risk and profitability. Managerial Finance, 47(9), 1337–1356. https://doi.org/10.1108/MF-02-2020-0089
Dang-Thanh, N. (2010). Evaluating the Efficiency of Vietnamese Banking System: An Application Using Data Envelopment Analysis. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.1626009
Dastranj, N., Ghazinoory, S., & Gholami, A. A. (2018). Technology roadmap for social banking. Journal of Science and Technology Policy Management, 9(1), 102–122. https://doi.org/10.1108/JSTPM-07-2017-0029
Diallo, B. (2018). Bank efficiency and industry growth during financial crises. Economic Modelling, 68, 11–22. https://doi.org/10.1016/j.econmod.2017.03.011
Dong, Y., Hamilton, R., & Tippett, M. (2014). Cost efficiency of the Chinese banking sector: A comparison of stochastic frontier analysis and data envelopment analysis. Economic Modelling, 36, 298–308. https://doi.org/10.1016/j.econmod.2013.09.042
Duho, K. C. T. (2020). Intellectual capital and technical efficiency of banks in an emerging market: a slack-based measure. Journal of Economic Studies, 47(7), 1711–1732. https://doi.org/10.1108/JES-06-2019-0295
Duho, K. C. T., & Onumah, J. M. (2020). Impact of intellectual capital on bank efficiency in emerging markets: evidence from Ghana. International Journal of Banking, Accounting and Finance, 11(4), 435. https://doi.org/10.1504/IJBAAF.2020.10028856
Festa, G., Rossi, M., Kolte, A., & Marinelli, L. (2021). The contribution of intellectual capital to financial stability in Indian pharmaceutical companies. Journal of Intellectual Capital, 22(2), 337–359. https://doi.org/10.1108/JIC-03-2020-0091
Gareeva, Y., Dranev, Y., & Kucherov, A. (2018). The Impact of Innovation Capital on Firm Values. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.3110483
Gogan, L. M., Draghici, A., & Ivascu, L. (2016). Technological Implications in the Development and Modelling of the Intellectual Capital (pp. 1047–1058). https://doi.org/10.1007/978-3-319-18416-6_84
Gujarati, D. N., & Porter, D. C. (2009). Basic Econometrics (5th ed.). McGraw-Hill/Irwin.
Gusna, N., & Masdupi, E. (2021). The Effect of Intellectual Capital (IC) on Financial Performance. https://doi.org/10.2991/aebmr.k.210616.069
Hatane, S. E., Kuanda, E. S., Cornelius, E., & Tarigan, J. (2020). Corporate Governance, Market Share, and Intellectual Capital Disclosure: Evidence from the Indonesian Agriculture and Mining Sectors. Jurnal Ilmiah Akuntansi Dan Bisnis, 15(1), 75. https://doi.org/10.24843/JIAB.2020.v15.i01.p07
Ispriyahadi, H., & Trierdianto, R. (220 C.E.). Analysis of Efficiency and Change of Productivity in The Indonesian Banking Industry Using Data Envelopment Analysis (DEA) and Malmquist Total Factor Productivity. Jurnal Sekretari Dan Manajemen, 4(2).
Jiao, W., Fu, Z., Mu, W., Zhang, X., Lu, J., & Xu, M. (2015). Estimating technical efficiency of Chinese table grape wholesalers. British Food Journal, 117(6), 1670–1688. https://doi.org/10.1108/BFJ-03-2014-0134
Kautsar, M. H., & Sadalia, I. (2018). Analisis Technical Efficiency Bank Umum Syariah Dengan Metode Stochastic Frontier Analysis. Talenta Conference Series: Local Wisdom, Social, and Arts (LWSA), 1(2), 367–376. https://doi.org/10.32734/lwsa.v1i2.209
Kevser, M., & Dogan, M. (2020). Analysis of the relationship between intellectual capital and firm performance: an empirical research on Borsa Istanbul. Pressacademia, 12(1), 21–26. https://doi.org/10.17261/Pressacademia.2020.1341
Khalique, M., Bontis, N., Shaari, J. A. N. Bin, Yaacob, M. R., & Ngah, R. (2018). Intellectual capital and organisational performance in Malaysian knowledge-intensive SMEs. International Journal of Learning and Intellectual Capital, 15(1), 20. https://doi.org/10.1504/IJLIC.2018.088345
Khan, I., Khan, M., & Tahir, M. (2017). Performance comparison of Islamic and conventional banks: empirical evidence from Pakistan. International Journal of Islamic and Middle Eastern Finance and Management, 10(3), 419–433. https://doi.org/10.1108/IMEFM-05-2016-0077
Korytko, Т., & Bryl, I. (2021). Intellectual capital of the enterprise and its evaluation in the conditions of digitalization. Economy of Industry, 1(93), 92–110. https://doi.org/10.15407/econindustry2021.01.092
Kovjanić, M., & Vukadinović, P. (2021). Intellectual capital as a strategic performance with a focus on banks. Bankarstvo, 50(1), 90–107. https://doi.org/10.5937/bankarstvo2101090K
Lotfi, A., Salehi, M., & Lari Dashtbayaz, M. (2022). The effect of intellectual capital on fraud in financial statements. The TQM Journal, 34(4), 651–674. https://doi.org/10.1108/TQM-11-2020-0257
Maji, S. G., & Hussain, F. (2021). Technical efficiency, intellectual capital efficiency and bank performance in emerging markets: the case of India. Journal of Advances in Management Research, 18(5), 708–737. https://doi.org/10.1108/JAMR-09-2020-0218
Mala, C. M. F., Rodoni, A., & Yaman, B. (2020). Turnitin market power and efficiency of islamic banking and conventional banking in indonesia. . Https://Digilib.Esaunggul.Ac.Id/. https://digilib.esaunggul.ac.id/public/UEU-Grey-14014-17_0103.pdf
Marsondang, A., Purwanto, B., & Mulyati, H. (2020). Pengukuran Efisiensi Serta Analisis Faktor Internal dan Eksternal Bank yang Memengaruhinya. Jurnal Manajemen Dan Organisasi, 10(1), 48–62. https://doi.org/10.29244/jmo.v10i1.28860
Meles, A., Porzio, C., Sampagnaro, G., & Verdoliva, V. (2016). The impact of the intellectual capital efficiency on commercial banks performance: Evidence from the US. Journal of Multinational Financial Management, 36, 64–74. https://doi.org/10.1016/j.mulfin.2016.04.003
Mensah Onumah, J., & Tornam Duho, K. C. (2019). Intellectual Capital: Its Impact on Financial Performance and Financial Stability of Ghanaian Banks. Athens Journal of Business & Economics, 5(3), 243–268. https://doi.org/10.30958/ajbe.5-3-4
Moutinho, V., Madaleno, M., & Macedo, P. (2020). The effect of urban air pollutants in Germany: eco-efficiency analysis through fractional regression models applied after DEA and SFA efficiency predictions. Sustainable Cities and Society, 59, 102204. https://doi.org/10.1016/j.scs.2020.102204
Moutinho, V., Vale, J., Bertuzi, R., Bandeira, A. M., & Palhares, J. (2021). A Two-Stage DEA Model to Evaluate the Performance of Iberian Banks. Economies, 9(3), 115. https://doi.org/10.3390/economies9030115
Myasoedov, A. (2021). An Efficiency Model for Assessing Intellectual Capital. Scientific Research and Development. Socio-Humanitarian Research and Technology, 10(1), 84–91. https://doi.org/10.12737/2306-1731-2021-10-1-84-91
Nailah, N., & Rusydiana, A. S. (2020). Efficiency And Stability Of Islamic Banking In Asean: DEA Window Analysis. Tazkia Islamic Finance and Business Review, 14(1). https://doi.org/10.30993/tifbr.v14i1.211
Nawaz, T. (2019). Intellectual capital profiles and financial performance of Islamic banks in the UK. International Journal of Learning and Intellectual Capital, 16(1), 87. https://doi.org/10.1504/IJLIC.2019.096934
Nawaz, T., & Haniffa, R. (2017). Determinants of financial performance of Islamic banks: an intellectual capital perspective. Journal of Islamic Accounting and Business Research, 8(2), 130–142. https://doi.org/10.1108/JIABR-06-2016-0071
Nejjari, Z., & Aamoum, H. (2020). Intellectual Capital As A Generator Of Innovation In Companies: A Systematic Review. Humanities & Social Sciences Reviews, 8(1), 464–479. https://doi.org/10.18510/hssr.2020.8158
Ni, Y., Cheng, Y.-R., & Huang, P. (2021). Do intellectual capitals matter to firm value enhancement? Evidences from Taiwan. Journal of Intellectual Capital, 22(4), 725–743. https://doi.org/10.1108/JIC-10-2019-0235
Nkambule, N. A., Wang, W.-K., Ting, I. W. K., & Lu, W.-M. (2022a). Intellectual capital and firm efficiency of US multinational software firms. Journal of Intellectual Capital, 23(6), 1404–1434. https://doi.org/10.1108/JIC-02-2021-0041
Nkambule, N. A., Wang, W.-K., Ting, I. W. K., & Lu, W.-M. (2022b). Intellectual capital and firm efficiency of US multinational software firms. Journal of Intellectual Capital, 23(6), 1404–1434. https://doi.org/10.1108/JIC-02-2021-0041
Nurcahyani, A., Syarifudin, E., & Nani. (2022). Efficiency of Islamic Banks in Indonesia: Service Coverage, Business Size, Financing and Profitability During a Pandemic. Journal of Finance and Islamic Banking, 5(2).
Nuryaman. (2015). The Influence of Intellectual Capital on The Firm’s Value with The Financial Performance as Intervening Variable. Procedia - Social and Behavioral Sciences, 211, 292–298. https://doi.org/10.1016/j.sbspro.2015.11.037
Octrina, F., & Priatmojo, H. E. (2023). Islamic bank efficiency: an efficiency method with SFA. Jurnal Perspektif Pembiayaan Dan Pembangunan Daerah, 10(6), 379–394. https://doi.org/10.22437/ppd.v10i6.18250
OECD. (1999). Measuring And Reporting Intellectual Capital From A Diverse Canadian Industry Perspective: Experiences, Issues and Prospects.
Orlando, B., Mazzucchelli, A., Usai, A., Nicotra, M., & Paoletti, F. (2021). Are digital technologies killing future innovation? The curvilinear relationship between digital technologies and firm’s intellectual property. Journal of Intellectual Capital, 22(3), 587–609. https://doi.org/10.1108/JIC-03-2020-0078
Ousama, A. A., Hammami, H., & Abdulkarim, M. (2019). The association between intellectual capital and financial performance in the Islamic banking industry. International Journal of Islamic and Middle Eastern Finance and Management, 13(1), 75–93. https://doi.org/10.1108/IMEFM-05-2016-0073
Özer, G., Ergün, E., & Yilmaz, O. (2015). Effects of Intellectual Capital on Qualitative and Quantitative Performance: Evidence from Turkey. South African Journal of Economic and Management Sciences, 18(1), 143–154.
Papke, L. E., & Wooldridge, J. M. (1996). Econometric methods for fractional response variables with an application to 401(k) plan participation rates. Journal of Applied Econometrics, 11(6), 619–632. https://doi.org/10.1002/(SICI)1099-1255(199611)11:6<619::AID-JAE418>3.0.CO;2-1
Popelo, O., Dubyna, M., & Kholiavko, N. (2021). World Experience In The Introduction Of Modern Innovation And Information Technologies In The Functioning Of Financial Institutions. Baltic Journal of Economic Studies, 7(2), 188–199. https://doi.org/10.30525/2256-0742/2021-7-2-188-199
Prawitasari, D., Pratiwi, R. D., & Tristiarini, N. (2018). The Effect of Intellectual Capital Measurement on Profitability and Market Price. Proceedings of the 1st Economics and Business International Conference 2017 (EBIC 2017). https://doi.org/10.2991/ebic-17.2018.30
Prima Sakti, M. R., & Mohamad, A. (2018). Efficiency, stability and asset quality of Islamic vis-à-vis conventional banks. Journal of Islamic Accounting and Business Research, 9(3), 378–400. https://doi.org/10.1108/JIABR-07-2015-0031
Psillaki, M., & Mamatzakis, E. (2017). What drives bank performance in transitions economies? The impact of reforms and regulations. Research in International Business and Finance, 39, 578–594. https://doi.org/10.1016/j.ribaf.2016.09.010
Punda, O. O., Arziantseva, D. A., & Zakharkevych, N. P. (2021). Theoretical essence and component structure of the intellectual capital of the enterprise. Science, Technologies, Innovation, №3(19), 10–19. https://doi.org/10.35668/2520-6524-2021-3-02
Quach, H. H., Le, A. H., Nguyen, H. T. H., Vu, N. H., & Hoang, H. T. (2020). Intellectual Capital and Firm Performance in Vietnam 2012-2016. International Journal of Learning and Intellectual Capital, 17(1), 1. https://doi.org/10.1504/IJLIC.2020.10023757
Raheli, H., Rezaei, R. M., Jadidi, M. R., & Mobtaker, H. G. (2017). A two-stage DEA model to evaluate sustainability and energy efficiency of tomato production. Information Processing in Agriculture, 4(4), 342–350. https://doi.org/10.1016/j.inpa.2017.02.004
Rahmat, SIP. , M. H. (2020). Intellectual Capital, Bank Size, Bank Market Share, and Efficiency of Conventional Banks in Indonesia. Revista CEA, 6(11), 71–88. https://doi.org/10.22430/24223182.1457
Rahmawati, R. (2015a). Strategi Peningkatan Efisiensi Biaya pada Bank Umum Syariah Berbasis Stochastic Frontier Approach dan Data Envelopment Analysis. Buletin Ekonomi Moneter Dan Perbankan, 17(4), 457–480. https://doi.org/10.21098/bemp.v17i4.506
Rahmawati, R. (2015b). Strategi Peningkatan Efisiensi Biaya pada Bank Umum Syariah Berbasis Stochastic Frontier Approach dan Data Envelopment Analysis. Buletin Ekonomi Moneter Dan Perbankan, 17(4), 457–480. https://doi.org/10.21098/bemp.v17i4.506
Ramalho, E. A., Ramalho, J. J. S., & Henriques, P. D. (2010). Fractional regression models for second stage DEA efficiency analyses. Journal of Productivity Analysis, 34(3), 239–255. https://doi.org/10.1007/s11123-010-0184-0
Rashwan, M. H., & Ehab, H. (2016). Comparative Efficiency Study between Islamic and Traditional Banks. Journal of Finance and Economics.
Refinitiv, & IFDI. (2023). ICD – Refinitiv Islamic Finance Development Report 2022.
Rodoni, A., Medina, A. R., Yaman, B., & Sopyan, S. (2020). Efficiency And Stability Of Islamic Banking In ASEAN. Al-Iqtishad: Jurnal Ilmu Ekonomi Syariah.
Safiullah, M. (2021). Financial stability efficiency of Islamic and conventional banks. Pacific-Basin Finance Journal, 68, 101587. https://doi.org/10.1016/j.pacfin.2021.101587
Salami, O. L., & Adeyemi, A. A. (2017). Malaysian Islamic Banks’ Efficiency: An Intra-Bank Comparative Analysis Of Islamic Windows And Full-Fledged Subsidiaries. International Journal of Business and Society, 16(1). https://doi.org/10.33736/ijbs.551.2015
Salehi, M., & Zimon, G. (2021). The Effect of Intellectual Capital and Board Characteristics on Value Creation and Growth. Sustainability, 13(13), 7436. https://doi.org/10.3390/su13137436
Serly, V., & Handayani, D. F. (2020). Efficiency, Asset Quality and Stability: Comparative Study of Conventional Banks and Islamic Banks in Southeast Asia. Proceedings of the 4th Padang International Conference on Education, Economics, Business and Accounting (PICEEBA-2 2019). https://doi.org/10.2991/aebmr.k.200305.045
Soewarno, N., & Tjahjadi, B. (2020). Measures that matter: an empirical investigation of intellectual capital and financial performance of banking firms in Indonesia. Journal of Intellectual Capital, 21(6), 1085–1106. https://doi.org/10.1108/JIC-09-2019-0225
Solihin, S., Achsani, N. A., & Saptono, I. T. (2016). The Islamic Banking And The Economic Integration In ASEAN. Buletin Ekonomi Moneter Dan Perbankan, 19(1), 81–106. https://doi.org/10.21098/bemp.v19i1.601
Stewart, T., & Ruckdeschel, C. (1998). Intellectual capital: The new wealth of organizations. Performance Improvement, 37(7), 56–59. https://doi.org/10.1002/pfi.4140370713
Subaida, I., Nurkholis, N., & Mardiati, E. (2018). Effect Of Intellectual Capital And Intellectual Capital Disclosure On Firm Value. Jurnal Aplikasi Manajemen, 16(1), 125–135. https://doi.org/10.21776/ub.jam.2018.016.01.15
Tiwari, R. (2022). Nexus between intellectual capital and profitability with interaction effects: panel data evidence from the Indian healthcare industry. Journal of Intellectual Capital, 23(3), 588–616. https://doi.org/10.1108/JIC-05-2020-0137
Tran, N. P., & Vo, D. H. (2022). Do banks accumulate a higher level of intellectual capital? Evidence from an emerging market. Journal of Intellectual Capital, 23(2), 439–457. https://doi.org/10.1108/JIC-03-2020-0097
Tripathy, T., Gil-Alana, L. A., & Sahoo, D. (2015). The effect of intellectual capital on firms’ financial performance: an empirical investigation in India. International Journal of Learning and Intellectual Capital (Inderscience Publishers (IEL)), 12(4), 342–371.
Ulum, I. (2013). Model Pengukuran Kinerja Intellectual Capital Dengan iB-VAIC Di Perbankan Syariah. INFERENSI, 7(1), 185. https://doi.org/10.18326/infsl3.v7i1.185-206
Ulum, I. (2020). Intellectual Capital - Model Pengukuran, Framework Pengungkapan dan Kinerja Organisasi (4th ed.). Universitas Muhammadiyah Malang.
Ulum, I., Jati, A. W., Audina, M. I., & Prasetyo, A. (2020). The Influence of Firm’s Characteristics on the Level of Intellectual Capital Disclosure of Indonesian Islamic Banking. Proceedings of the 1st Annual Management, Business and Economic Conference (AMBEC 2019). https://doi.org/10.2991/aebmr.k.200415.002
Vidyarthi, H., & Tiwari, R. (2019). Cost, revenue, and profit efficiency characteristics, and intellectual capital in Indian Banks. Journal of Intellectual Capital, 21(1), 1–22. https://doi.org/10.1108/JIC-05-2019-0107
Vo, D. H., & Tran, N. P. (2021). Intellectual capital and bank performance in Vietnam. Managerial Finance, 47(8), 1094–1106. https://doi.org/10.1108/MF-03-2020-0143
Waseem, B., Loo-See, B., Adeel, A., & Riaz, A. (2018). Impact of intellectual capital on innovation capability and organizational performance: An empirical investigation. Serbian Journal of Management, 13(2), 365–379. https://doi.org/10.5937/sjm13-16997
Yousef Obeidat, B., Bahjat Abdallah, A., Osama Aqqad, N., Akhoershiedah, A. H. O. M., & Maqableh, M. (2017). The Effect of Intellectual Capital on Organizational Performance: The Mediating Role of Knowledge Sharing. Communications and Network, 09(01), 1–27. https://doi.org/10.4236/cn.2017.91001
Yusuf, A. A., Santi, N., & Rismaya, E. (2021). The Efficiency of Islamic Banks: Empirical Evidence from Indonesia. The Journal of Asian Finance, Economics and Business, 8(4), 239–247.
Zhao, Y., Chupradit, S., Hassan, M., Soudagar, S., Shoukry, A. M., & Khader, J. (2021). The role of technical efficiency, market competition and risk in the banking performance in G20 countries. Business Process Management Journal, 27(7), 2144–2160. https://doi.org/10.1108/BPMJ-12-2020-0570
Published
2023-07-30
How to Cite
HIDAYATI, Irma; NANDIROH, Umi.
Technical Efficiency and Intellectual Capital Islamic Banks in Indonesia.
Jurnal Ilmiah Akuntansi dan Bisnis, [S.l.], v. 18, n. 2, p. 357-380, july 2023.
ISSN 2303-1018.
Available at: <https://ojs.unud.ac.id/index.php/jiab/article/view/106867>. Date accessed: 10 may 2024.
doi: https://doi.org/10.24843/JIAB.2023.v18.i02.p11.
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