Researchers from Waseda University have developed an innovative algorithm to assess firm capabilities among 44,971 Indian companies, revealing insights into their growth potential. Published on May 11, 2026, the study aims to quantify capabilities typically assessed through costly qualitative methods. This new approach could guide firms toward enhanced performance and help policymakers design targeted support initiatives.
Understanding the Capabilities Ladder
The research team led by Professor Alex Coad created a capabilities ladder consisting of three tiers: basic, mid-level, and advanced capabilities. This hierarchy illustrates the progression firms must follow to enhance their operational competencies. For instance, firms at the basic level exhibit foundational skills such as managerial and production capabilities, while those at the advanced level engage in complex activities like patenting and environmental initiatives.
The study utilized a nestedness algorithm to determine whether firms needed to achieve mid-level capabilities before advancing to the highest tier. The findings indicate a significant nestedness within the capabilities ladder, where firms with basic capabilities can build toward more advanced functions.
Key Findings from the Research
Researchers analyzed annual reports from 2000 to 2020, assessing expenditures across 47 activities grouped into seven capability categories. Their findings revealed:
- Basic capabilities include managerial skills and internet access.
- Mid-level capabilities involve international market engagement.
- Advanced capabilities encompass patenting and mergers.
Interestingly, the study noted that while firm size positively correlated with capability development among small firms, this trend diminished in larger firms. Additionally, firms with advanced capabilities exhibited higher growth rates, although those deeply engaged in advanced activities relative to their size faced lower survival probabilities.
Implications for Firms and Policymakers
The research highlights the diverse capability profiles across various sectors. For example, firms in the finance and real estate sectors span the capabilities ladder, whereas firms in the ICT and advanced manufacturing sectors predominantly occupy the higher rungs.
Professor Coad emphasized that this analysis could help firms identify necessary upgrades to advance their activities. Furthermore, it provides a framework for governments to craft targeted policies, such as offering export support to firms with basic digital capabilities. This research not only broadens the quantitative study of firm capabilities but also aims to facilitate firms' progression toward more advanced operational activities.
🤖 This article was rewritten by Feed and Figures' editorial AI from a report originally published by Phys.org. Facts and quotes are preserved from the original; the rewrite focuses on clarity and structure. For the unedited original, see the source link below.
