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What’s in the Text?—A Text-Based Financial Constraint Index for Indian Manufacturing Firms

Author

Listed:
  • Amal Jose

    (Madras School of Economics)

  • Saumitra Bhaduri

    (Madras School of Economics)

Abstract

The paper introduces a text-based index for measuring financial constraints. The study employs a novel phrase-matching algorithm to measure financial constraints. The phrase matching method (PMM) index captures the severity of financial constraints by calculating the percentage of constraint phrases in the annual report. A higher value of the PMM index implies a higher degree of financial constraint and vice versa. The study conducts both statistical and economic validation methods to check the performance of the PMM index in measuring financial constraints. Notably, the test–retest reliability test and fivefold cross-validation test show that the PMM index is an efficient and reliable proxy for measuring financial constraints. Further, using robust validation, the study finds that the PMM index outperforms the conventional financial constraint proxies in capturing the severity of financial constraint. The PMM index has higher accuracy and f-score and predicts liquidity events, such as dividend omission and dividend increase, better than the widely used financial constraint indexes.

Suggested Citation

  • Amal Jose & Saumitra Bhaduri, 2025. "What’s in the Text?—A Text-Based Financial Constraint Index for Indian Manufacturing Firms," Journal of Quantitative Economics, Springer;The Indian Econometric Society (TIES), vol. 23(1), pages 285-314, March.
    • Handle: RePEc:spr:jqecon:v:23:y:2025:i:1:d:10.1007_s40953-024-00425-7
    DOI: 10.1007/s40953-024-00425-7
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    References listed on IDEAS

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    More about this item

    Keywords

    Financial constraints; Textual analysis; Statistical validation; Benchmarking test; Economic validation;
    All these keywords.

    JEL classification:

    • G31 - Financial Economics - - Corporate Finance and Governance - - - Capital Budgeting; Fixed Investment and Inventory Studies
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • D92 - Microeconomics - - Micro-Based Behavioral Economics - - - Intertemporal Firm Choice, Investment, Capacity, and Financing

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