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Unveiling intellectual capital efficiency with firm level data: a non-parametric synthesis

Author

Listed:
  • Neha Chandra

    (Shri Mata Vaishno Devi University)

  • Supran Kumar Sharma

    (Shri Mata Vaishno Devi University)

  • Rohit Kumar Singh

    (Shri Mata Vaishno Devi University
    Manipal University)

Abstract

The paper aims to measure intellectual capital efficiency by introducing a non-parametric composite index method that allows for internal weight assignment using a specialized data analysis technique known as the benefit-of-the-doubt approach, an extension of data envelopment analysis. The study uses sample data of 641 publicly listed firms to evaluate intellectual capital efficiency. The study first ranks four crucial dimensions of intellectual capital including human, structural, relational, and innovation capital, in percentile form, followed by applying the benefit-of-doubt approach to calculate the index. The findings suggest that this method surpasses traditional methodologies in assessing intellectual capital efficiency, offering a unique ability to allocate weights to dimensions internally and gauge overall efficiency accurately. This innovative approach provides valuable insights for managers, strategists, and policymakers, enabling them to identify firms’ core strengths in leveraging intellectual capital, assess each dimension’s performance, and devise targeted strategies to bolster strengths and improve weaker areas effectively.

Suggested Citation

  • Neha Chandra & Supran Kumar Sharma & Rohit Kumar Singh, 2025. "Unveiling intellectual capital efficiency with firm level data: a non-parametric synthesis," Quality & Quantity: International Journal of Methodology, Springer, vol. 59(2), pages 1287-1321, April.
  • Handle: RePEc:spr:qualqt:v:59:y:2025:i:2:d:10.1007_s11135-024-02018-1
    DOI: 10.1007/s11135-024-02018-1
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    1. Jian Xu & Yi Zhang & Maricel Agop, 2021. "Exploring the Nonlinear Effect of Intellectual Capital on Financial Performance: Evidence from Listed Shipping Companies in China," Complexity, Hindawi, vol. 2021, pages 1-12, August.
    2. Laurens Cherchye & Erwin Ooghe & Tom Puyenbroeck, 2008. "Robust human development rankings," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 6(4), pages 287-321, December.
    3. Hassen Gaaloul & Soulef Khalfallah, 2014. "Application of the “Benefit-Of-the-Doubt” Approach for the Construction of a Digital Access Indicator: A Revaluation of the “Digital Access Index”," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 118(1), pages 45-56, August.
    4. Enzo Barberio Mariano & Diogo Ferraz & Simone Cristina Oliveira Gobbo, 2021. "The Human Development Index with Multiple Data Envelopment Analysis Approaches: A Comparative Evaluation Using Social Network Analysis," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 157(2), pages 443-500, September.
    5. Leire Alcaniz & Fernando Gomez-Bezares & Robin Roslender, 2011. "Theoretical perspectives on intellectual capital: A backward look and a proposal for going forward," Accounting Forum, Taylor & Francis Journals, vol. 35(2), pages 104-117, June.
    6. Ihyaul Ulum & Noviar Kharismawati & Dhaniel Syam, 2017. "Modified value-added intellectual coefficient (MVAIC) and traditional financial performance of Indonesian biggest companies," International Journal of Learning and Intellectual Capital, Inderscience Enterprises Ltd, vol. 14(3), pages 207-219.
    7. Khuram Shahzad & Syed Quaid Ali Shah & Fong-Woon Lai & Ahmad Ali Jan & Syed Azmat Ali Shah & Muhammad Kashif Shad, 2023. "Exploring the nexus of corporate governance and intellectual capital efficiency: from the lens of profitability," Quality & Quantity: International Journal of Methodology, Springer, vol. 57(3), pages 2447-2468, June.
    8. repec:eme:maj000:02686900710819625 is not listed on IDEAS
    9. Francesca Giambona & Erasmo Vassallo, 2013. "Composite Indicator of Financial Development in a Benefit-of-Doubt Approach," Economic Notes, Banca Monte dei Paschi di Siena SpA, vol. 42(2), pages 171-202, July.
    10. Imen Khanchel, 2007. "Corporate governance: measurement and determinant analysis," Managerial Auditing Journal, Emerald Group Publishing, vol. 22(8), pages 740-760, September.
    11. De Witte, Kristof & Schiltz, Fritz, 2018. "Measuring and explaining organizational effectiveness of school districts: Evidence from a robust and conditional Benefit-of-the-Doubt approach," European Journal of Operational Research, Elsevier, vol. 267(3), pages 1172-1181.
    12. Woeppel, Michael, 2022. "Using Patent Capital to Estimate Tobin’s Q," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 57(8), pages 2929-2967, December.
    13. Imen Khanchel, 2007. "Corporate governance: measurement and determinant analysis," Managerial Auditing Journal, Emerald Group Publishing Limited, vol. 22(8), pages 740-760, September.
    14. Ahmed Elsayed Awad Bakry, 2022. "Does intellectual capital efficiency improve the corporate social responsibility of Egyptian firms?," Journal of Financial Reporting and Accounting, Emerald Group Publishing Limited, vol. 20(3/4), pages 693-711, May.
    15. Tatiana Andreeva & Tatiana Garanina, 2017. "Intellectual Capital and Its Impact on the Financial Performance of Russian Manufacturing Companies," Foresight and STI Governance (Foresight-Russia till No. 3/2015), National Research University Higher School of Economics, vol. 11(1), pages 31-40.
    16. Jabir Ali & Ishrat Naaz & Tabassum Ali, 2024. "Does corporate social responsibility improve value-added intellectual capital efficiency in food and agribusiness firms in India?," International Journal of Disclosure and Governance, Palgrave Macmillan, vol. 21(1), pages 93-106, March.
    17. Saleh F. A. Khatib & Hamid Ghazi H Sulimany & Mohammed Naif Alshareef & Mohd Noor Azli Ali Khan, 2024. "Catalysts of audit excellence: competitive advantage, intellectual capital and auditing quality," Quality & Quantity: International Journal of Methodology, Springer, vol. 58(5), pages 4915-4939, October.
    18. Tom Puyenbroeck, 2018. "On the Output Orientation of the Benefit-of-the-Doubt-Model," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 139(2), pages 415-431, September.
    19. Faizi Weqar & Ahmed Musa Khan & Mohd. Anas Raushan & S. M. Imamul Haque, 2021. "Measuring the Impact of Intellectual Capital on the Financial Performance of the Finance Sector of India," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 12(3), pages 1134-1151, September.
    20. Laurens Cherchye & Wim Moesen & Tom Van Puyenbroeck, 2004. "Legitimately Diverse, yet Comparable: On Synthesizing Social Inclusion Performance in the EU," Journal of Common Market Studies, Wiley Blackwell, vol. 42(5), pages 919-955, December.
    21. Monika Barak & Rakesh Kumar Sharma, 2024. "Does intellectual capital impact the financial performance of Indian public sector banks? An empirical analysis using GMM," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-11, December.
    22. Trilochan Tripathy & Luis A. Gil-Alana & Debadutta Sahoo, 2015. "The effect of intellectual capital on firms' financial performance: an empirical investigation in India," International Journal of Learning and Intellectual Capital, Inderscience Enterprises Ltd, vol. 12(4), pages 342-371.
    23. Swadip Bhattacharjee & Refa Akter, 2022. "Intellectual capital efficiency and firm performance: evidence from an emerging knowledge-economy," International Journal of Learning and Intellectual Capital, Inderscience Enterprises Ltd, vol. 19(1), pages 30-52.
    24. Alcaniz, Leire & Gomez-Bezares, Fernando & Roslender, Robin, 2011. "Theoretical perspectives on intellectual capital: A backward look and a proposal for going forward," Accounting forum, Elsevier, vol. 35(2), pages 104-117.
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