The Impact of Intellectual Capital on Financial Performance Before, During, and After The Covid-19 Pandemic Crisis
DOI:
https://doi.org/10.54408/jabter.v4i2.355Keywords:
Intellectual Capital, Financial Performance, Covid-19Abstract
This study aims to investigate the impact of intellectual capital components, namely human capital, structural capital, relational capital, and capital employed on financial performance before, during, and after the COVID-19 pandemic crisis. This study analyzed 829 observation units from 168 non-financial Indonesian companies from 2018-2022. The data were analyzed using panel data regression with the help of EViews 13. The findings showed that in a 5-year period, only RC and CE significantly improve financial performance. However, only CE significantly improve financial performance before, during, and after the COVID-19 pandemic crisis. This indicates that non-financial Indonesian companies rely heavily on physical and financial capital investment in improving financial performance, both in non-crisis and crisis conditions. The findings offer implications for management and investors regarding the importance of optimizing IC investment, especially RC and CE efficiently to achieve high financial performance under uncertain conditions.
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References
Amin, A., Ali, R., Rehman, R. ur, Naseem, M. A., & Ahmad, M. I. (2022). Female presence in corporate governance, firm performance, and the moderating role of family ownership. Economic Research-Ekonomska Istrazivanja , 35(1), 929–948. https://doi.org/10.1080/1331677X.2021.1952086
Anifowose, M., Abdul Rashid, H. M., Annuar, H. A., & Ibrahim, H. (2018). Intellectual capital efficiency and corporate book value: evidence from Nigerian economy. Journal of Intellectual Capital, 19(3), 644–668. https://doi.org/10.1108/JIC-09-2016-0091
Anwar, M., & Shah, S. Z. A. (2021). Entrepreneurial orientation and generic competitive strategies for emerging SMEs: Financial and nonfinancial performance perspective. Journal of Public Affairs, 21(1). https://doi.org/10.1002/pa.2125
Aragon-Correa, J. A., & Sharma, S. (2003). A Contingen Resource-Based View of Proactive Corporate Environmental Strategy. Academy of Management Review, 28(1), 71–88. https://doi.org/10.5465/amr.2003.8925233
Asian Development Bank. (2020). 54461-001: Boosting Productivity through Human Capital Development Program (Subprogram 1) (Issues 54461–001). https://www.adb.org/sites/default/files/linked-documents/54461-001-ssa.pdf
Baltagi, B. H. (2021). Econometric Analysis of Panel Data (Springer Texts in Business and Economics) - Sixth Edition. In Springer (Sixth). Springer Nature Switzerland AG.
Barney, J. B. (1991). Firm Resources and Sustained Competitive Advantage. Journal of Management, 17(1), 99–120.
Barney, J. B. (2001). Resource-based theories of competitive advantage: A ten-year retrospective on the resource-based view. Journal of Management, 27(6), 643–650. https://doi.org/10.1016/S0149-2063(01)00115-5
Basuki, A. T., & Prawoto, N. (2016). Analisis Regresi dalam Penelitian Ekonomi & Bisnis (dilengkapi Aplikasi SPSS & EVIEWS). Rajawali Pers.
Bayraktaroglu, A. E., Calisir, F., & Baskak, M. (2019). Intellectual capital and firm performance: an extended VAIC model. Journal of Intellectual Capital, 20(3), 406–425. https://doi.org/10.1108/JIC-12-2017-0184
Boso, R. K., Adusei, E., & Demah, E. (2023). How does green intellectual capital affect environmental performance? Evidence from manufacturing firms in Ghana. Social Responsibility Journal, 19(7), 1178–1195. https://doi.org/10.1108/SRJ-12-2021-0503
Chen, M. C., Cheng, S. J., & Hwang, Y. (2005). An empirical investigation of the relationship between intellectual capital and firms’ market value and financial performance. Journal of Intellectual Capital, 6(2), 159–176. https://doi.org/10.1108/14691930510592771
Chowdhury, L. A. M., Rana, T., & Azim, M. I. (2019). Intellectual capital efficiency and organisational performance: In the context of the pharmaceutical industry in Bangladesh. Journal of Intellectual Capital, 20(6), 784–806. https://doi.org/10.1108/JIC-10-2018-0171
Cindiyasari, S. A., Junarsin, E., Mada, U. G., & Septiani, E. (2023). Does Intellectual Capital Affect Financial Performance? An Empirical Evidence from Financial Companies in Indonesia. Proceedings of the 3rd Asia Pacific International Conference on Industrial Engineering and Operations Management, 1888–1898. https://doi.org/10.46254/ap03.20220322
CNN Indonesia. (2022). Jokowi Resmi Cabut PPKM, Tak Ada Lagi Pembatasan Kerumunan. https://www.cnnindonesia.com/nasional/20221230195949-32-894313/jokowi-resmi-cabut-ppkm-tak-ada-lagi-pembatasan-kerumunan
Dameri, R. P., & Ferrando, P. M. (2021). Implementing integrated reporting to disclose intellectual capital in health organisations: a case study. Journal of Intellectual Capital, 22(2), 311–336. https://doi.org/10.1108/JIC-01-2020-0019
Dženopoljac, V., Janoševic, S., & Bontis, N. (2016). Intellectual capital and financial performance in the Serbian ICT industry. Journal of Intellectual Capital, 17(2), 373–396. https://doi.org/10.1108/JIC-07-2015-0068
Edvinsson, L. (1997). Developing intellectual capital at Skandia. Long Range Planning, 30(3), 366–373. https://doi.org/10.1016/s0024-6301(97)90248-x
Edvinsson, L., & Malone, M. S. (1997). Intellectual Capital: Realizing Your Firm’s True Value byFinding Its Hidden Brainpower. HarperCollins.
Ekananda, M. (2014). Analisis Ekonometrika Data Panel. Mitra Wacana Media.
Ferriswara, D., Sayidah, N., & Agus Buniarto, E. (2022). Do corporate governance, capital structure predict financial performance and firm value?(empirical study of Jakarta Islamic index). Cogent Business and Management, 9(1). https://doi.org/10.1080/23311975.2022.2147123
G20. (2022). G20 Chair’s Summary Fourth G20 Finance Ministers and Central Bank Governors Meeting (Issue October). https://g20sfwg.org/wp-content/uploads/2022/10/G20-Chairs-Summary-4th-FMCBG-12-13-Oct-2022.pdf
Gitman, L. J., & Zutter, C. J. (2014). Principles of Managerial Finance (14th ed.). Pearson Education Limited.
Gupta, K., Goel, S., & Bhatia, P. (2020). Intellectual Capital and Profitability: Evidence from Indian Pharmaceutical Sector. Vision, 24(2), 204–216. https://doi.org/10.1177/0972262920914108
Habib, A. M., & Dalwai, T. (2023). Does the Efficiency of a Firm’s Intellectual Capital and Working Capital Management Affect Its Performance? In Journal of the Knowledge Economy (Issue 0123456789). https://doi.org/10.1007/s13132-023-01138-7
Hatane, S. E., Tarigan, J., Kuanda, E. S., & Cornelius, E. (2022). The contributing factors of intellectual capital disclosures in agriculture and mining sectors of Indonesia and Thailand. Accounting Research Journal, 35(2), 196–218. https://doi.org/10.1108/ARJ-02-2020-0022
Huang, C. C., Tayles, M., & Luther, R. (2016). Contingency factors influencing the availability of internal intellectual capital information. Journal of Financial Reporting and Accounting, 8(1), 4–21. https://doi.org/10.1108/19852511011055916
Jardon, C. M., & Martinez-Cobas, X. (2021). Measuring intellectual capital with financial data. PLoS ONE, 16(5 May), 1–19. https://doi.org/10.1371/journal.pone.0249989
Joshi, M., Cahill, D., Sidhu, J., & Kansal, M. (2013). Intellectual capital and financial performance: An evaluation of the Australian financial sector. Journal of Intellectual Capital, 14(2), 264–285. https://doi.org/10.1108/14691931311323887
Kaplan, R. S., & Norton, D. P. (1992). The Balanced Scorecard—Measures That Drive Performance. Harvard Business Review. https://hbr.org/1992/01/the-balanced-scorecard-measures-that-drive-performance-2
Kasoga, P. S. (2020). Does investing in intellectual capital improve financial performance? Panel evidence from firms listed in Tanzania DSE. Cogent Economics and Finance, 8(1). https://doi.org/10.1080/23322039.2020.1802815
Kehelwalatenna, S. (2016). Intellectual capital performance during financial crises. Measuring Business Excellence, 20(3), 55–78. https://doi.org/10.1108/MBE-08-2015-0043
Kementerian Ketenagakerjaan. (2020). Survei Kemnaker: 88 Persen Perusahaan Terdampak Pandemi Covid-19. https://kemnaker.go.id/news/detail/survei-kemnaker-88-persen-perusahaan-terdampak-pandemi-covid-19
Lestari, N. I. G., & Adhariani, D. (2022). Can intellectual capital contribute to financial and non-financial performances during normal and crisis situations? Business Strategy and Development, 5(4), 390–404. https://doi.org/10.1002/bsd2.206
Liang, D., Lu, C. C., Tsai, C. F., & Shih, G. A. (2016). Financial ratios and corporate governance indicators in bankruptcy prediction: A comprehensive study. European Journal of Operational Research, 252(2), 561–572. https://doi.org/10.1016/j.ejor.2016.01.012
Maditinos, D., Chatzoudes, D., Tsairidis, C., & Theriou, G. (2011). The impact of intellectual capital on firms’ market value and financial performance. Journal of Intellectual Capital, 12(1), 132–151. https://doi.org/10.1108/14691931111097944
Marti, J. M. V. (2001). ICBS – intellectual capital benchmarking system. Journal of Intellectual Capital, 2(2), 148–165. https://doi.org/10.1108/14691930110385937
Matos, F., Vairinhos, V., Selig, P. M., & Edvinsson, L. (2019). Intellectual capital management as a driver of sustainability: Perspectives for organizations and society. In Intellectual Capital Management as a Driver of Sustainability: Perspectives for Organizations and Society. https://doi.org/10.1007/978-3-319-79051-0
Mohapatra, S., Jena, S. K., Mitra, A., & Tiwari, A. K. (2019). Intellectual capital and firm performance: evidence from Indian banking sector. Applied Economics, 51(57), 6054–6067. https://doi.org/10.1080/00036846.2019.1645283
Nadeem, M., Gan, C., & Nguyen, C. (2017). Does intellectual capital efficiency improve firm performance in BRICS economies? A dynamic panel estimation. Measuring Business Excellence, 21(1), 65–85. https://doi.org/10.1108/MBE-12-2015-0055
Ni, Y., Cheng, Y. R., & Huang, P. (2020). 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
Nimtrakoon, S. (2015). Intellectual capital, firms’ market The relationship between value and financial performance Empirical evidence from the ASEAN. Journal of Intellectual Capital, Vol. 16(3), 587–618.
Pulic, A. (1998). Measuring the performance of intellectual potential in knowledge economy. Paper Presented at the 2nd World Congress on Measuring and Managing Intellectual Capital, McMaster University, Hamilton.
Pulic, A. (2000). VAICTM – An Accounting Tool for Intellectual Capital Management. International Journal Technology Management, 20(5/6/7/8), 702–714.
Sardo, F., & Serrasqueiro, Z. (2017). A European empirical study of the relationship between firms’ intellectual capital, financial performance and market value. Journal of Intellectual Capital, 18(4), 771–788. https://doi.org/10.1108/JIC-10-2016-0105
Shahdadi, K. M., Anvary Rostamy, A. A., Sadeghi Sharif, S. J., & Ranjbar, M. H. (2020). Intellectual capital, liquidity, and bankruptcy likelihood. Journal of Corporate Accounting and Finance, 31(4), 21–32. https://doi.org/10.1002/jcaf.22460
Singla, H. K. (2020). Does VAIC affect the profitability and value of real estate and infrastructure firms in India? A panel data investigation. Journal of Intellectual Capital, 21(3), 309–331. https://doi.org/10.1108/JIC-03-2019-0053
Sisodia, G., Jadiyappa, N., & Joseph, A. (2021). The relationship between human capital and firm value: Evidence from Indian firms. Cogent Economics and Finance, 9(1). https://doi.org/10.1080/23322039.2021.1954317
Smriti, N., & Das, N. (2018). The impact of intellectual capital on firm performance: a study of Indian firms listed in COSPI. Journal of Intellectual Capital, 19(5), 935–964. https://doi.org/10.1108/JIC-11-2017-0156
Soetanto, T., & Liem, P. F. (2019). Intellectual capital in Indonesia: dynamic panel approach. Journal of Asia Business Studies, 13(2), 240–262. https://doi.org/10.1108/JABS-02-2018-0059
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
Stewart, T. A. (1997). Intellectual Capital: The New Wealth of Organizations. Doubleday / Currency.
Tran, Q., Doan, A. T., & Tran, T. (2022). What are the drivers of SMEs’ financial performance? The interaction of intellectual capital and ownership. Australian Economic Papers, 61(4), 751–777. https://doi.org/10.1111/1467-8454.12239
Tsai, C. H., & Mutuc, E. B. (2020). Evidence in Asian food industry: Intellectual capital, corporate financial performance, and corporate social responsibility. International Journal of Environmental Research and Public Health, 17(2). https://doi.org/10.3390/ijerph17020663
Ulum, I. (2017). Intellectual Capital : Model Pengukuran, Framework Pengungkapan dan Kinerja Organisasi. In Akuntansi.
Ulum, I., Ghozali, I., & Purwanto, A. (2014). Intellectual Capital Performance of Indonesian Banking Sector: A Modified VAIC (M-VAIC) Perspective. Asian Journal of Finance & Accounting, 6(2), 103. https://doi.org/10.5296/ajfa.v6i2.5246
Ulum, I., Rizqiyah, & Jati, A. W. (2016). Intellectual capital performance: A comparative study between financial and non-financial industry of Indonesian biggest companies. International Journal of Economics and Financial Issues, 6(4), 1436–1439.
Ur Rehman, A., Aslam, E., & Iqbal, A. (2022). Intellectual capital efficiency and bank performance: Evidence from islamic banks. Borsa Istanbul Review, 22(1), 113–121. https://doi.org/10.1016/j.bir.2021.02.004
Wang, C. H., & Juo, W. J. (2021). An environmental policy of green intellectual capital: Green innovation strategy for performance sustainability. Business Strategy and the Environment, 30(7), 3241–3254. https://doi.org/10.1002/bse.2800
Wang, Z., Cai, S., Liang, H., Wang, N., & Xiang, E. (2021). Intellectual capital and firm performance: the mediating role of innovation speed and quality. International Journal of Human Resource Management, 32(6), 1222–1250. https://doi.org/10.1080/09585192.2018.1511611
World Bank. (2020). Overview: The World Bank in Indonesia. https://www.worldbank.org/en/country/indonesia/overview
Xu, J., Haris, M., & Liu, F. (2023). Intellectual capital efficiency and firms’ financial performance based on business life cycle. Journal of Intellectual Capital, 24(3), 653–682. https://doi.org/10.1108/JIC-12-2020-0383
Xu, J., & Liu, F. (2020). The Impact of Intellectual Capital on Firm Performance: A Modified and Extended VAIC Model. Journal of Competitiveness, 12(1), 161–176. https://doi.org/10.7441/joc.2010.01.10
Yamaguchi, T. (2014). Intangible Asset Valuation Model Using Panel Data. Asia-Pacific Financial Markets, 21(2), 175–191. https://doi.org/10.1007/s10690-014-9181-z
Yousaf, M. (2021). Intellectual capital and firm performance: evidence from certified firms from the EFQM excellence model. Total Quality Management and Business Excellence. https://doi.org/10.1080/14783363.2021.1972800
Yu, Y., & Huo, B. (2019). The impact of relational capital on supplier quality integration and operational performance. Total Quality Management and Business Excellence, 30(11–12), 1282–1301. https://doi.org/10.1080/14783363.2017.1366265
Zhang, L., Yu, Q., Jin, Z., & Xu, J. (2021). Do Intellectual Capital Elements Spur Firm Performance? Evidence from the Textile and Apparel Industry in China. Mathematical Problems in Engineering, 2021. https://doi.org/10.1155/2021/7332885
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Copyright (c) 2024 Tsania Rahmawati, Endang Sri Andayani, Nurika Restuningdiah
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