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Redefining Financial Constraints: A Text-Based Analysis

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Cited by:

  1. Kling, Gerhard, 2021. "Measuring financial exclusion of firms," Finance Research Letters, Elsevier, vol. 39(C).
  2. Fang, Yiwei & Fiordelisi, Franco & Hasan, Iftekhar & Leung, Woon Sau & Wong, Gabriel, 2023. "Corporate culture and firm value: Evidence from crisis," Journal of Banking & Finance, Elsevier, vol. 146(C).
  3. Fairhurst, Douglas (DJ) & Nam, Yoonsoo, 2019. "The practice of and motivation for equity recycling: Evidence from the Asia-Pacific region," Pacific-Basin Finance Journal, Elsevier, vol. 57(C).
  4. 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.
  5. Datta, Sudip & Doan, Trang & Toscano, Francesca, 2024. "Does firm culture influence corporate financing decisions? Evidence from debt maturity choice," Journal of Banking & Finance, Elsevier, vol. 169(C).
  6. Chris Florackis & Christodoulos Louca & Roni Michaely & Michael Weber, 2023. "Cybersecurity Risk," The Review of Financial Studies, Society for Financial Studies, vol. 36(1), pages 351-407.
  7. Cookson, J. Anthony & Moon, S. Katie & Noh, Joonki, 2020. "Imprecise and Informative: Lessons from Market Reactions to Imprecise Disclosure," SocArXiv akt2c, Center for Open Science.
  8. Chen, Xiaomeng Charlene & Jones, Stewart & Hasan, Mostafa Monzur & Zhao, Ruoyun & Alam, Nurul, 2023. "Does strategic deviation influence firms’ use of supplier finance?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 85(C).
  9. Stoffman, Noah & Woeppel, Michael & Yavuz, M. Deniz, 2022. "Small innovators: No risk, No return," Journal of Accounting and Economics, Elsevier, vol. 74(1).
  10. Calabrese, G.G. & Falavigna, G. & Ippoliti, R., 2024. "Financial constraints prediction to lead socio-economic development: An application of neural networks to the Italian market," Socio-Economic Planning Sciences, Elsevier, vol. 95(C).
  11. Xing Guo & Alistair Macaulay & Wenting Song, 2024. "The (Mis)Allocation of Corporate News," Staff Working Papers 24-47, Bank of Canada.
  12. Marwick, Alex & Hasan, Mostafa Monzur & Luo, Tianpei, 2020. "Organization capital and corporate cash holdings," International Review of Financial Analysis, Elsevier, vol. 68(C).
  13. Hasan, Mostafa Monzur & Alam, Nurul, 2022. "Asset redeployability and trade credit," International Review of Financial Analysis, Elsevier, vol. 80(C).
  14. Bai, Min & Li, Shihe & Xu, Limin & Yu, Chia-Feng (Jeffrey), 2022. "How do overconfident CEOs respond to regulation fair disclosure? Evidence from financial report readability," Finance Research Letters, Elsevier, vol. 50(C).
  15. Makridis, Christos & Rossi, Alberto, 2020. "Rise of the "Quants" in Financial Services: Regulation and Crowding Out of Routine Jobs," Working Papers 10026, George Mason University, Mercatus Center.
  16. Wagner, Alexander F. & Filipović, Zoran, 2019. "The Intangibles Song in Takeover Announcements: Good Tempo, Hollow Tune," CEPR Discussion Papers 13560, C.E.P.R. Discussion Papers.
  17. Banerjee, Pradip, 2022. "Nature of financial constraints and R&D intensity," Finance Research Letters, Elsevier, vol. 50(C).
  18. Do, Trung K. & Huang, Henry Hongren & Le, Anh-Tuan, 2023. "Customer concentration and stock liquidity," Journal of Banking & Finance, Elsevier, vol. 154(C).
  19. Bruno Albuquerque, 2024. "Corporate debt booms, financial constraints, and the investment nexus," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 39(5), pages 766-789, August.
  20. Schäper, Thomas & Jung, Christopher & Foege, Johann Nils & Bogers, Marcel L.A.M. & Fainshmidt, Stav & Nüesch, Stephan, 2023. "The S-shaped relationship between open innovation and financial performance: A longitudinal perspective using a novel text-based measure," Research Policy, Elsevier, vol. 52(6).
  21. Elsayed, Mohamed & Elshandidy, Tamer, 2020. "Do narrative-related disclosures predict corporate failure? Evidence from UK non-financial publicly quoted firms," International Review of Financial Analysis, Elsevier, vol. 71(C).
  22. Ye, Mao & Zheng, Miles Y. & Zhu, Wei, 2023. "The effect of tick size on managerial learning from stock prices," Journal of Accounting and Economics, Elsevier, vol. 75(1).
  23. Makridis, Christos A. & McGuire, Erin, 2023. "The quality of innovation “Booms” during “Busts”," Research Policy, Elsevier, vol. 52(1).
  24. Liu, Frank Hong & Wu, Qiang & Zhou, Yue, 2024. "Bank deregulation and corporate social responsibility," Journal of Financial Stability, Elsevier, vol. 74(C).
  25. Aktas, Nihat & de Bodt, Eric & Dogan, Can Deniz, 2025. "Do investor reactions to merger announcements shape the writing of SEC filings?," The British Accounting Review, Elsevier, vol. 57(3).
  26. Cao, Zhangfan & Rees, William & Zhang, Zhifang, 2023. "The effect of real earnings smoothing on corporate labour investment," The British Accounting Review, Elsevier, vol. 55(6).
  27. Koh, Kyungyeon (Rachel), 2024. "New findings on the asset growth anomaly: The joint effect of profitability and financing constraints," Economics Letters, Elsevier, vol. 244(C).
  28. Alfonsina Iona & Leone Leonida, 2018. "Sample separation and the sensitivity of investment to cash flow: Is the monotonicity condition empirically satisfied?," Working Papers 862, Queen Mary University of London, School of Economics and Finance.
  29. Jagannathan, Murali & Jiao, Wei & Krishnamurthy, Srinivasan, 2020. "Missing them yet? Investment banker directors in the 21st century," Journal of Corporate Finance, Elsevier, vol. 60(C).
  30. Li, Dengjia & Ma, Chaoqun & Li, Hao & Yang, Jinglan, 2024. "The adoption of blockchain and financing constraints: Evidence from China," International Review of Economics & Finance, Elsevier, vol. 96(PB).
  31. Tirupam Goel & Ulf Lewrick & Aakriti Mathur, 2021. "Does regulation only bite the less profitable? Evidence from the too-big-to-fail reforms," Bank of England working papers 946, Bank of England.
  32. Sun, Liang, 2023. "Internal alliance and firm risk," Global Finance Journal, Elsevier, vol. 57(C).
  33. Tetyana Balyuk & Nagpurnanand R. Prabhala & Manju Puri, 2020. "Indirect Costs of Government Aid and Intermediary Supply Effects: Lessons From the Paycheck Protection Program," NBER Working Papers 28114, National Bureau of Economic Research, Inc.
  34. Yuan, Jun & Yang, Liuyong & Xu, Qi, 2025. "The real side of black swans: Tail risk and corporate investment," Journal of Banking & Finance, Elsevier, vol. 176(C).
  35. Huseyin Gulen & Mihai Ion & Candace E Jens & Stefano Rossi, 2024. "Credit Cycles, Expectations, and Corporate Investment," The Review of Financial Studies, Society for Financial Studies, vol. 37(11), pages 3335-3385.
  36. Gustaf Bellstam & Sanjai Bhagat & J. Anthony Cookson, 2021. "A Text-Based Analysis of Corporate Innovation," Management Science, INFORMS, vol. 67(7), pages 4004-4031, July.
  37. Alfonsina Iona & Leone Leonida, 2024. "Classes of homogeneous financing constraints and corporate investment," Working Papers 982, Queen Mary University of London, School of Economics and Finance.
  38. Vojislav Maksimovic & Mandy Tham & Youngsuk Yook, 2015. "Demand Shock, Liquidity Management, and Firm Growth during the Financial Crisis," Finance and Economics Discussion Series 2015-96, Board of Governors of the Federal Reserve System (U.S.).
  39. YoungHa Ki & Ramesh Adhikari, 2023. "Cash Holdings and Marginal Value of Cash across Different Age Groups of U.S. Firms," JRFM, MDPI, vol. 16(11), pages 1-23, November.
  40. Pitschner, Stefan, 2022. "Supply chain disruptions and labor shortages: COVID in perspective," Economics Letters, Elsevier, vol. 221(C).
  41. Frank, Murray Z. & Sanati, Ali, 2018. "How does the stock market absorb shocks?," Journal of Financial Economics, Elsevier, vol. 129(1), pages 136-153.
  42. Do, Trung K., 2024. "Asset redeployability and green innovation," Journal of Financial Stability, Elsevier, vol. 72(C).
  43. Katrin Hummel & Peter Rötzel, 2019. "Mandating the Sustainability Disclosure in Annual Reports—Evidence from the United Kingdom," Schmalenbach Business Review, Springer;Schmalenbach-Gesellschaft, vol. 71(2), pages 205-247, May.
  44. Mykola Pinchuk, 2023. "Zero-Leverage Puzzle," Papers 2302.00761, arXiv.org.
  45. Tesfaye T. Lemma & Michael Machokoto & Tendai Gwatidzo, 2025. "Basel III Regulations and Financing Decisions of Nonfinancial Firms: The South African Evidence," South African Journal of Economics, Economic Society of South Africa, vol. 93(1), pages 56-72, March.
  46. Li, Xiafei & Luo, Di, 2019. "Financial constraints, stock liquidity, and stock returns," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 63(C).
  47. Sirio Aramonte & Matthew Carl, 2021. "Firm-level R&D after periods of intense technological innovation: the role of investor sentiment," BIS Working Papers 916, Bank for International Settlements.
  48. Lan, Ge & Gao, Xin & Zheng, Xiaolan & Zhou, Hang & Li, Donghui, 2025. "Does short-selling threat potentially influence corporate risk-taking? Evidence from equity lending supply," International Review of Financial Analysis, Elsevier, vol. 97(C).
  49. Avramov, Doron & Li, Minwen & Wang, Hao, 2021. "Predicting corporate policies using downside risk: A machine learning approach," Journal of Empirical Finance, Elsevier, vol. 63(C), pages 1-26.
  50. repec:osf:socarx:akt2c_v1 is not listed on IDEAS
  51. Hu, Jun & Wu, Huiying & Ying, Sammy Xiaoyan, 2022. "Environmental regulation, market forces, and corporate environmental responsibility: Evidence from the implementation of cleaner production standards in China," Journal of Business Research, Elsevier, vol. 150(C), pages 606-622.
  52. Armstrong, Christopher S. & Glaeser, Stephen & Kepler, John D., 2019. "Accounting quality and the transmission of monetary policy," Journal of Accounting and Economics, Elsevier, vol. 68(2).
  53. Stephie Tsai, Hsin-Ju & Wu, Yuliang & Xu, Bin, 2021. "Does capital market drive corporate investment efficiency? Evidence from equity lending supply," Journal of Corporate Finance, Elsevier, vol. 69(C).
  54. Field, Laura Casares & Mkrtchyan, Anahit & Wang, Yuan, 2022. "Bond liquidity and investment," Journal of Banking & Finance, Elsevier, vol. 145(C).
  55. Hoberg, Gerard & Lewis, Craig, 2017. "Do fraudulent firms produce abnormal disclosure?," Journal of Corporate Finance, Elsevier, vol. 43(C), pages 58-85.
  56. Bergbrant, Mikael C. & Hunter, Delroy M. & Kelly, Patrick J., 2018. "Rivals’ competitive activities, capital constraints, and firm growth," Journal of Banking & Finance, Elsevier, vol. 97(C), pages 87-108.
  57. Kim, Tae-Nyun & Lee, Pil-Seng, 2023. "Product market threats and tax avoidance," International Review of Financial Analysis, Elsevier, vol. 86(C).
  58. Amore, Mario Daniele & Bennedsen, Morten, 2016. "Corporate governance and green innovation," Journal of Environmental Economics and Management, Elsevier, vol. 75(C), pages 54-72.
  59. Friberg, Richard & Seiler, Thomas, 2017. "Risk and ambiguity in 10-Ks: An examination of cash holding and derivatives use," Journal of Corporate Finance, Elsevier, vol. 45(C), pages 608-631.
  60. Yu Zhao & Shaopeng Wei & Yu Guo & Qing Yang & Xingyan Chen & Qing Li & Fuzhen Zhuang & Ji Liu & Gang Kou, 2022. "Combining Intra-Risk and Contagion Risk for Enterprise Bankruptcy Prediction Using Graph Neural Networks," Papers 2202.03874, arXiv.org, revised Jul 2022.
  61. de Bodt, Eric & Cousin, Jean-Gabriel & Officer, Micah S., 2022. "Financial constraints, ownership dilution, and the method of payment in M&A transactions," Journal of Corporate Finance, Elsevier, vol. 75(C).
  62. Accetturo, Antonio & Barboni, Giorgia & Cascarano, Michele & Garcia-Appendini, Emilia & Tomasi, Marco, 2022. "Credit supply and green Investments," CAGE Online Working Paper Series 615, Competitive Advantage in the Global Economy (CAGE).
  63. Casino-Martínez, Alejandro & López-Gracia, Jose & Mestre-Barberá, Reyes, 2023. "The regulatory environment and financial constraints of private firms in the European Union," Global Finance Journal, Elsevier, vol. 55(C).
  64. Zhu, Bing & Xia, Xiaoxue & Zheng, Xiaojia, 2021. "One way out of the share pledging quagmire: Evidence from mergers and acquisitions," Journal of Corporate Finance, Elsevier, vol. 71(C).
  65. Xu, Zhaoxia, 2020. "Economic policy uncertainty, cost of capital, and corporate innovation," Journal of Banking & Finance, Elsevier, vol. 111(C).
  66. Li, Tongxia & Lu, Chun & Xu, Lei, 2025. "Access to finance and cost stickiness: Evidence from anti-recharacterization laws," Advances in accounting, Elsevier, vol. 68(C).
  67. Pitschner, Stefan, 2020. "How do firms set prices? Narrative evidence from corporate filings," European Economic Review, Elsevier, vol. 124(C).
  68. Hasan, Mostafa Monzur & Alam, Nurul & Uddin, Mohammad Riaz & Jones, Stewart, 2024. "Real earnings management and debt choice," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 97(C).
  69. Tsai, Feng-Tse & Lu, Hsin-Min & Hung, Mao-Wei, 2016. "The impact of news articles and corporate disclosure on credit risk valuation," Journal of Banking & Finance, Elsevier, vol. 68(C), pages 100-116.
  70. Hasan, Mostafa Monzur & Habib, Ahsan, 2019. "Social capital and trade credit," International Review of Financial Analysis, Elsevier, vol. 61(C), pages 158-174.
  71. Sudheer Chava & Kershen Huang & Shane A. Johnson, 2018. "The Dynamics of Borrower Reputation Following Financial Misreporting," Management Science, INFORMS, vol. 64(10), pages 4775-4797, October.
  72. Sang, Yuli & Xie, Mingjian & Bai, Xiaolong & Guo, Fusen, 2024. "Does natural resource dependence influence the impact of financial technologies on corporate ESG and digital governance in China's listed enterprises?," Resources Policy, Elsevier, vol. 91(C).
  73. Klasa, Sandy & Ortiz-Molina, Hernán & Serfling, Matthew & Srinivasan, Shweta, 2018. "Protection of trade secrets and capital structure decisions," Journal of Financial Economics, Elsevier, vol. 128(2), pages 266-286.
  74. Schauer, Catharina & Elsas, Ralf & Breitkopf, Nikolas, 2019. "A new measure of financial constraints applicable to private and public firms," Journal of Banking & Finance, Elsevier, vol. 101(C), pages 270-295.
  75. Andrew Koch, 2017. "Herd Behavior and Mutual Fund Performance," Management Science, INFORMS, vol. 63(11), pages 3849-3873, November.
  76. Guceri, Irem & Albinowski, Maciej, 2021. "Investment responses to tax policy under uncertainty," Journal of Financial Economics, Elsevier, vol. 141(3), pages 1147-1170.
  77. Hoberg, Gerard & Moon, S. Katie, 2017. "Offshore activities and financial vs operational hedging," Journal of Financial Economics, Elsevier, vol. 125(2), pages 217-244.
  78. Wang, Yujie & Tsang, Albert & Xiang, Yi & Yao, Daifei (Troy), 2023. "Corporate social responsibility misconduct and formation of board interlocks," Journal of Financial Stability, Elsevier, vol. 67(C).
  79. Wayne R. Landsman & Chao Kevin Li & Jianxin Donny Zhao, 2023. "CDS Trading Initiation, Information Asymmetry, and Dividend Payout," Management Science, INFORMS, vol. 69(1), pages 684-701, January.
  80. Hengjie Ai & Kai Li & Rui Li, 2024. "Moral Hazard and Investment-Cash-Flow Sensitivity," Annals of Economics and Finance, Society for AEF, vol. 25(1), pages 143-174, May.
  81. A. Hossain & A.-A. Masum & S. Saadi & R. Benkraiem & N. Das, 2023. "Firm-Level Climate Change Risk and CEO Equity Incentives," Post-Print hal-04434397, HAL.
  82. Kim, Sehoon, 2020. "Disappearing Discounts: Hedge Fund Activism in Conglomerates," MPRA Paper 100876, University Library of Munich, Germany.
  83. Sagarika Mishra & Michael T. Ewing & Holly B. Cooper, 2022. "Artificial intelligence focus and firm performance," Journal of the Academy of Marketing Science, Springer, vol. 50(6), pages 1176-1197, November.
  84. Doron Israeli & Ron Kaniel & Suhas A. Sridharan, 2022. "The Real Side of the High-Volume Return Premium," Management Science, INFORMS, vol. 68(2), pages 1426-1449, February.
  85. Mayer, Pascal, 2025. "Going global, going digital: Firm internationalisation and digital resource use," Discussion Papers of the Institute for Organisational Economics 1/2025, University of Münster, Institute for Organisational Economics.
  86. Machokoto, Michael & Gyimah, Daniel & Ntim, Collins G., 2021. "Do peer firms influence innovation?," The British Accounting Review, Elsevier, vol. 53(5).
  87. Nyborg, Kjell G. & Wang, Zexi, 2021. "The effect of stock liquidity on cash holdings: The repurchase motive," Journal of Financial Economics, Elsevier, vol. 142(2), pages 905-927.
  88. Barth, Andreas & Mansouri, Sasan, 2021. "Corporate culture and banking," Journal of Economic Behavior & Organization, Elsevier, vol. 186(C), pages 46-75.
  89. Ries Breijer & René P. Orij, 2022. "The Comparability of Non-Financial Information: An Exploration of the Impact of the Non-Financial Reporting Directive (NFRD, 2014/95/EU)," Accounting in Europe, Taylor & Francis Journals, vol. 19(2), pages 332-361, May.
  90. Banerjee, Pradip & Dutta, Shantanu & Zhu, Pengcheng, 2021. "Multidimensionality of text based financial constraints and working capital management," International Review of Financial Analysis, Elsevier, vol. 77(C).
  91. Döttling, Robin & Ratnovski, Lev, 2023. "Monetary policy and intangible investment," Journal of Monetary Economics, Elsevier, vol. 134(C), pages 53-72.
  92. Baridhi Malakar, 2024. "Essays on Responsible and Sustainable Finance," Papers 2406.12995, arXiv.org.
  93. repec:ehu:cuader:64022 is not listed on IDEAS
  94. Xue, Shuyu & Chang, Qi & Xu, Jingwen, 2023. "The effect of voluntary and mandatory corporate social responsibility disclosure on firm profitability: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 77(C).
  95. Vo, Hong & Trinh, Quoc-Dat & Le, Minh & Nguyen, Thuy-Ngan, 2021. "Does economic policy uncertainty affect investment sensitivity to peer stock prices?," Economic Analysis and Policy, Elsevier, vol. 72(C), pages 685-699.
  96. He, Wei & Su, Zhiwei & Yu, Jianfeng, 2024. "Macroeconomic perceptions, financial constraints, and anomalies," Journal of Financial Economics, Elsevier, vol. 162(C).
  97. Yang, Jinglan & Liu, Jianghuai & Yao, Zheng & Ma, Chaoqun, 2024. "Measuring digitalization capabilities using machine learning," Research in International Business and Finance, Elsevier, vol. 70(PB).
  98. Ho, Ly & Bai, Min & Lu, Yue & Qin, Yafeng, 2021. "The effect of corporate sustainability performance on leverage adjustments," The British Accounting Review, Elsevier, vol. 53(5).
  99. Bayar, Onur & Floros, Ioannis V. & Liu, Yini & Mao, Juan, 2024. "Litigation and information effects on private sales of securities," Journal of Corporate Finance, Elsevier, vol. 88(C).
  100. Venky Nagar & Jordan Schoenfeld, 2024. "Measuring weather exposure with annual reports," Review of Accounting Studies, Springer, vol. 29(1), pages 1-32, March.
  101. Hu, Xiaoxue & Li, Dongxu, 2022. "Do horizontal mergers affect rivals’ cash holdings?," International Review of Economics & Finance, Elsevier, vol. 82(C), pages 275-298.
  102. Do, Trung K., 2021. "Shareholder litigation rights and corporate payout policy: Evidence from universal demand laws," Research in International Business and Finance, Elsevier, vol. 58(C).
  103. Weiping Hu & Xiao Zhang & Ye He, 2024. "Cash flow sensitivity of cash: when should we use it to measure financial constraints?," Review of Quantitative Finance and Accounting, Springer, vol. 62(2), pages 637-682, February.
  104. Huy Viet Hoang, 2024. "Environmental, social, and governance disclosure in response to climate policy uncertainty: Evidence from US firms," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(2), pages 4293-4333, February.
  105. Noh, Joonki & Zhou, Dexin, 2022. "Executives’ Blaming external factors and market reactions: Evidence from earnings conference calls," Journal of Banking & Finance, Elsevier, vol. 134(C).
  106. Hasan, Mostafa Monzur & Uddin, Mohammad Riaz, 2022. "Do intangibles matter for corporate policies? Evidence from organization capital and corporate payout choices," Journal of Banking & Finance, Elsevier, vol. 135(C).
  107. Chiu, Wan-Chien & King, Tao-Hsien Dolly & Wang, Chih-Wei, 2021. "Debt maturity dispersion and the cost of bank loans," Journal of Corporate Finance, Elsevier, vol. 70(C).
  108. Trung K. Do & Henry Hongren Huang & Te-Chien Lo, 2023. "Does corporate social responsibility affect leverage adjustments?," Review of Quantitative Finance and Accounting, Springer, vol. 60(4), pages 1569-1604, May.
  109. Zongsen Zou & Xiangyu Teng & Xindi Liu & Meng Wang, 2024. "Commercial Credit, Financial Constraints, and Firm’s R&D Investment: Evidence from China," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(2), pages 7257-7279, June.
  110. Castro, Paula & Keasey, Kevin & Amor-Tapia, Borja & Tascon, Maria T. & Vallascas, Francesco, 2020. "Does debt concentration depend on the risk-taking incentives in CEO compensation?," Journal of Corporate Finance, Elsevier, vol. 64(C).
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