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Are Financial Constraints Priced? Evidence from Textual Analysis

Citations

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Cited by:

  1. Kling, Gerhard, 2021. "Measuring financial exclusion of firms," Finance Research Letters, Elsevier, vol. 39(C).
  2. Liukai Wang & Caiting Wang & Larisa Yarovaya & Heshu Huang, 2024. "Trade credit and corporate digital transformation: The role of managerial ability," The Financial Review, Eastern Finance Association, vol. 59(3), pages 779-806, August.
  3. Tirupam Goel & Ulf Lewrick & Aakriti Mathur, 2025. "Does Regulation Only Bite the Less Profitable? Evidence from the Too‐Big‐To‐Fail Reforms," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 57(8), pages 2043-2074, December.
  4. Laurens Cherchye & Bram De Rock & Annalisa Ferrando & Klaas Mulier & Marijn Verschelde, 2020. "Identifying Financial Constraints," Working Papers ECARES 2020-04, ULB -- Universite Libre de Bruxelles.
  5. Bianchi, Francesco & Gómez-Cram, Roberto & Kind, Thilo & Kung, Howard, 2023. "Threats to central bank independence: High-frequency identification with twitter," Journal of Monetary Economics, Elsevier, vol. 135(C), pages 37-54.
  6. Gensler, Sonja & Oehring, Karlo & Wiesel, Thorsten, 2024. "Reported and communicated shifts in strategic emphasis and firm performance," International Journal of Research in Marketing, Elsevier, vol. 41(2), pages 220-240.
  7. Ylinen, Mika & Ranta, Mikko, 2025. "Predicting corporate innovation using machine learning and social media data," Technovation, Elsevier, vol. 148(C).
  8. Zahid Amadxarif & James Brookes & Nicola Garbarino & Rajan Patel & Eryk Walczak, 2019. "The language of rules: textual complexity in banking reforms," Bank of England working papers 834, Bank of England.
  9. Christina Bannier & Thomas Pauls & Andreas Walter, 2019. "Content analysis of business communication: introducing a German dictionary," Journal of Business Economics, Springer, vol. 89(1), pages 79-123, February.
  10. Pradip Banerjee, 2025. "Text-based multidimensional financial constraints and earnings management behaviour," Australian Journal of Management, Australian School of Business, vol. 50(4), pages 1215-1266, November.
  11. Mathur, Aakriti & Sengupta, Rajeswari & Pratap, Bhanu, 2024. "Equity market responses to surprise Covid-19 lockdowns: The role of pandemic-driven uncertainty," Journal of Asian Economics, Elsevier, vol. 91(C).
  12. Ying Zhang & Hongfei Ruan & Guiyao Tang & Li Tong, 2021. "Power of sustainable development: Does environmental management system certification affect a firm's access to finance?," Business Strategy and the Environment, Wiley Blackwell, vol. 30(8), pages 3772-3788, December.
  13. Ferreira, M. & Haber, T. & Rörig, C., 2021. "Financial Factors, Firm size and Firm Potential," Cambridge Working Papers in Economics 2176, Faculty of Economics, University of Cambridge.
  14. 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).
  15. 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.
  16. Aono, Kohei & Hori, Keiichi, 2023. "Stock price reactions to corporate cash holdings in mitigating predictable and unpredictable negative shocks," Pacific-Basin Finance Journal, Elsevier, vol. 79(C).
  17. Xue, Fujing & Li, Xiaoyu & Zhang, Ting & Hu, Nan, 2021. "Stock market reactions to the COVID-19 pandemic: The moderating role of corporate big data strategies based on Word2Vec," Pacific-Basin Finance Journal, Elsevier, vol. 68(C).
  18. Caggese, Andrea, 2020. "Comments on: “What drives aggregate investment? Evidence from German survey data”," Journal of Economic Dynamics and Control, Elsevier, vol. 115(C).
  19. Sudheer Chava & Wendi Du & Indrajit Mitra & Agam Shah & Linghang Zeng, 2025. "Firm-Level Input Price Changes and Their Effects: A Deep Learning Approach," FRB Atlanta Working Paper 2025-7, Federal Reserve Bank of Atlanta.
  20. Miguel Ferreira & Timo Haber & Christian Rorig, 2023. "Financial Constraints and Firm Size: Micro-Evidence and Aggregate Implications," Working Papers 777, DNB.
  21. Aakriti Mathur & Rajeswari Sengupta & Bhanu Pratap, 2022. "Saved by the bell? Equity market responses to surprise Covid-19 lockdowns and central bank interventions," Indira Gandhi Institute of Development Research, Mumbai Working Papers 2022-001, Indira Gandhi Institute of Development Research, Mumbai, India.
  22. Rahman, Dewan & Oliver, Barry & Faff, Robert, 2020. "Evidence of strategic information uncertainty around opportunistic insider purchases," Journal of Banking & Finance, Elsevier, vol. 117(C).
  23. 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).
  24. Hoa Thanh Phan Le & Tuan Nhat Pham & Trang Ngoc Doan Tran & Han Gia Dang & Khoa Dang Duong, 2024. "Financial Constraints and Bankruptcy Risks of Listed Firms in Vietnam: Does Firm Size Matter?," SAGE Open, , vol. 14(4), pages 21582440241, December.
  25. Rongcheng Zhu & Qian Li, 2023. "How has the Internet fostered the greening of enterprises in China? The moderating role of governmental transparency," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 44(3), pages 1383-1395, April.
  26. Lin William Cong & Tengyuan Liang & Xiao Zhang & Wu Zhu, 2025. "Textual Factors: A Scalable, Interpretable, and Data-Driven Approach to Analyzing Unstructured Information," Management Science, INFORMS, vol. 71(12), pages 10727-10739, December.
  27. Leonardo Gambacorta & Salvatore Polizzi & Alessio Reghezza & Enzo Scannella, 2026. "Do Banks Practice What They Preach? Brown Lending and Environmental Disclosure in the Euro Area," Journal of Financial Services Research, Springer;Western Finance Association, vol. 69(1), pages 135-179, April.
  28. Jie He & Kam C. Chan, 2023. "Does short sales deregulation affect qualitative information disclosure?," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 63(S1), pages 1351-1380, April.
  29. Dong Ding & Bin Liu & Millicent Chang, 2023. "Carbon Emissions and TCFD Aligned Climate-Related Information Disclosures," Journal of Business Ethics, Springer, vol. 182(4), pages 967-1001, February.
  30. Bui, Dien Giau & Kong, De-Rong & Lin, Chih-Yung & Lin, Tse-Chun, 2023. "Momentum in machine learning: Evidence from the Taiwan stock market," Pacific-Basin Finance Journal, Elsevier, vol. 82(C).
  31. Hoang, Daniel & Wiegratz, Kevin, 2022. "Machine learning methods in finance: Recent applications and prospects," Working Paper Series in Economics 158, Karlsruhe Institute of Technology (KIT), Department of Economics and Management.
  32. Xiaofeng Quan & Cheng Xiang & Donghui Li & Kelvin Jui Keng Tan, 2023. "To see is to believe: Corporate site visits and mutual fund herding," Financial Management, Financial Management Association International, vol. 52(4), pages 711-740, December.
  33. Rastin Matin & Casper Hansen & Christian Hansen & Pia M{o}lgaard, 2018. "Predicting Distresses using Deep Learning of Text Segments in Annual Reports," Papers 1811.05270, arXiv.org.
  34. Rachel Cho & Christoph Görtz & Danny McGowan & Max Schröder, 2025. "Defining Current and Expected Financial Constraints Using AI: Reinterpreting the Cash Flow Sensitivity of Cash," CESifo Working Paper Series 12054, CESifo.
  35. 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.
  36. Siddiqi, Hammad, 2022. "Asset Pricing in the Resource-Constrained Brain," MPRA Paper 120526, University Library of Munich, Germany, revised 05 Feb 2024.
  37. Abukari, Kobana & Dutta, Shantanu & Li, Chen & Tang, Songlian & Zhu, Pengcheng, 2024. "Corporate communication and likelihood of data breaches," International Review of Economics & Finance, Elsevier, vol. 94(C).
  38. Banerjee, Pradip, 2022. "Nature of financial constraints and R&D intensity," Finance Research Letters, Elsevier, vol. 50(C).
  39. Zoran Filipovic & Alexander F. Wagner, 2019. "The Intangibles Song in Takeover Announcements: Good Tempo, Hollow Tune," Post-Print hal-04079915, HAL.
  40. Mestiri, Sami, 2023. "How to use machine learning in finance," MPRA Paper 120045, University Library of Munich, Germany.
  41. Obaid, Khaled & Pukthuanthong, Kuntara, 2022. "A picture is worth a thousand words: Measuring investor sentiment by combining machine learning and photos from news," Journal of Financial Economics, Elsevier, vol. 144(1), pages 273-297.
  42. Yang, Zhenyi & Lu, Rijing & Lu, Rui & Yan, Qi, 2025. "The green governance effect of retail investor attention: Evidence from China's investor interactive platforms," Pacific-Basin Finance Journal, Elsevier, vol. 93(C).
  43. Dhole, Sandip & Mishra, Sagarika & Pal, Ananda Mohan, 2019. "Efficient working capital management, financial constraints and firm value: A text-based analysis," Pacific-Basin Finance Journal, Elsevier, vol. 58(C).
  44. Winston Wei Dou & Yan Ji & David Reibstein & Wei Wu, 2021. "Inalienable Customer Capital, Corporate Liquidity, and Stock Returns," Journal of Finance, American Finance Association, vol. 76(1), pages 211-265, February.
  45. Wenting Song & Samuel Stern, 2022. "Firm Inattention and the Efficacy of Monetary Policy: A Text-Based Approach," Staff Working Papers 22-3, Bank of Canada.
  46. Pereira, Camila C. & Bastos, Saulo B. & Cajueiro, Daniel O., 2025. "The words that lead to uncertainty: A measure based on word embeddings," Economic Systems, Elsevier, vol. 49(3).
  47. Essi Nousiainen & Mikko Ranta & Mika Ylinen & Marko Järvenpää, 2024. "Using machine learning and 10‐K filings to measure innovation," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 64(4), pages 3211-3239, December.
  48. Kweh, Qian Long & Tebourbi, Imen & Lo, Huai-Chun & Huang, Cheng-Tsu, 2022. "CEO compensation and firm performance: Evidence from financially constrained firms," Research in International Business and Finance, Elsevier, vol. 61(C).
  49. 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).
  50. Yao Ge & Zheng Qiao & Zhe Shen & Zhiyu Zhang, 2023. "Production similarity and the cross‐section of stock returns: A machine learning approach," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 63(5), pages 4849-4882, December.
  51. 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.
  52. 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).
  53. 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.
  54. Matthias M M Buehlmaier & Josef Zechner, 2021. "Financial Media, Price Discovery, and Merger Arbitrage [Who writes the news? Corporate press releases during merger negotiations]," Review of Finance, European Finance Association, vol. 25(4), pages 997-1046.
  55. Alistair Macaulay & Wenting Song, 2022. "Narrative-Driven Fluctuations in Sentiment: Evidence Linking Traditional and Social Media," Economics Series Working Papers 973, University of Oxford, Department of Economics.
  56. Balan, Philipe & Norden, Lars, 2024. "Are measures of corporate financial constraints universal? Evidence from Brazil," Finance Research Letters, Elsevier, vol. 70(C).
  57. 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).
  58. Douglas (DJ) Fairhurst, 2020. "Financing seasonal demand," Financial Management, Financial Management Association International, vol. 49(3), pages 839-870, September.
  59. Dao, Mai Chi & Minoiu, Camelia & Ostry, Jonathan D., 2021. "Corporate investment and the real exchange rate," Journal of International Economics, Elsevier, vol. 131(C).
  60. Baridhi Malakar, 2024. "Essays on Responsible and Sustainable Finance," Papers 2406.12995, arXiv.org.
  61. Cheng, Sirui & Hua, Xiuping & Wang, Qingfeng, 2023. "Corporate culture and firm resilience in China: Evidence from the Sino-US trade war," Pacific-Basin Finance Journal, Elsevier, vol. 79(C).
  62. Wei Jiang & Chuyue Shi & Yu Li & Sujuan Xie, 2024. "Executive individualism and the tone of firms' annual reports," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 64(5), pages 4567-4591, December.
  63. Alexander Koch & Toan Luu Duc Huynh & Mei Wang, 2024. "News sentiment and international equity markets during BREXIT period: A textual and connectedness analysis," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 29(1), pages 5-34, January.
  64. 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.
  65. Huang, Heshu & Wang, Caiting & Wang, Liukai & Yarovaya, Larisa, 2023. "Corporate digital transformation and idiosyncratic risk: Based on corporate governance perspective," Emerging Markets Review, Elsevier, vol. 56(C).
  66. Liu, Tong & Shi, Yanlin, 2025. "News sentiment and investment risk management: Innovative evidence from the large language models," Economics Letters, Elsevier, vol. 247(C).
  67. repec:cam:camjip:2110 is not listed on IDEAS
  68. Daniele Giordino & Elisa Ballesio & Nourah Alshaghdali & Dhruv Galgotia, 2026. "The relationship between organizational focus on AI, financial growth and sustainable development: Evidence from Europe," Post-Print hal-05433094, HAL.
  69. Bu, Ya & Du, Xin & Wang, Yuting & Liu, Shuyu & Tang, Min & Li, Hui, 2024. "Digital inclusive finance: A lever for SME financing?," International Review of Financial Analysis, Elsevier, vol. 93(C).
  70. Matthew Gentzkow & Bryan T. Kelly & Matt Taddy, 2017. "Text as Data," NBER Working Papers 23276, National Bureau of Economic Research, Inc.
  71. Giordino, Daniele & Ballesio, Elisa & Alshaghdali, Nourah & Galgotia, Dhruv, 2026. "The relationship between organizational focus on AI, financial growth and sustainable development: Evidence from Europe," Technological Forecasting and Social Change, Elsevier, vol. 224(C).
  72. Mestiri, Sami, 2024. "Financial applications of machine learning using R software," MPRA Paper 119998, University Library of Munich, Germany.
  73. Crocker H. Liu & Adam Nowak & Patrick S. Smith, 2018. "Does the Asset Pricing Premium Reflect Asymmetric or Incomplete Information?," Working Papers 18-06, Department of Economics, West Virginia University.
  74. Acheampong Albert & Mahdi Mousavi & Giray Gozgor & Yeboah Patrick, 2025. "The Impact of Text‐Based Financial Constraints on Stock Price Crash Risk: Evidence From the UK Firms," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 30(4), pages 4132-4150, October.
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