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Using 10-K Text to Gauge Financial Constraints

Citations

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Cited by:

  1. Malik, Muhammad Farhan & Nowland, John & Buckby, Sherrena, 2021. "Voluntary adoption of board risk committees and financial constraints risk," International Review of Financial Analysis, Elsevier, vol. 73(C).
  2. Li, Guowen & Wang, Shuai & Feng, Yuyao, 2024. "Making differences work: Financial fraud detection based on multi-subject perceptions," Emerging Markets Review, Elsevier, vol. 60(C).
  3. 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).
  4. 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).
  5. 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.
  6. Yi Yang & Kunpeng Zhang & Yangyang Fan, 2022. "Analyzing Firm Reports for Volatility Prediction: A Knowledge-Driven Text-Embedding Approach," INFORMS Journal on Computing, INFORMS, vol. 34(1), pages 522-540, January.
  7. Johan, Sofia & Zhang, Yelin, 2020. "Quality revealing versus overstating in equity crowdfunding," Journal of Corporate Finance, Elsevier, vol. 65(C).
  8. D'Arcangelis, Anna Maria & Galloppo, Giuseppe & Guida, Roberto & Paimanova, Viktoriia, 2025. "CSR engagement and financial performance: The case of Italian unrated ESG small caps," International Review of Economics & Finance, Elsevier, vol. 101(C).
  9. Wagner, Alexander F. & Filipović, Zoran, 2019. "The Intangibles Song in Takeover Announcements: Good Tempo, Hollow Tune," CEPR Discussion Papers 13560, Centre for Economic Policy Research.
  10. Niclas Andrén & Håkan Jankensgård, 2020. "Disappearing investment‐cash flow sensitivities: Earnings have not become a worse proxy for cash flow," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 47(5-6), pages 760-785, May.
  11. Alharbi, Samar & Atawnah, Nader & Al Mamun, Md & Ali, Muhammad Jahangir, 2022. "Local culture and tax avoidance: Evidence from gambling preference behavior," Global Finance Journal, Elsevier, vol. 52(C).
  12. Simi Kedia & Gunchang Kim, 2024. "Impact of Media Ownership on News Coverage," Management Science, INFORMS, vol. 70(9), pages 5627-5645, September.
  13. 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.
  14. Katsafados, Apostolos G. & Androutsopoulos, Ion & Chalkidis, Ilias & Fergadiotis, Emmanouel & Leledakis, George N. & Pyrgiotakis, Emmanouil G., 2021. "Using textual analysis to identify merger participants: Evidence from the U.S. banking industry," Finance Research Letters, Elsevier, vol. 42(C).
  15. 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.
  16. 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).
  17. Cookson, J. Anthony & Niessner, Marina & Schiller, Christoph M., 2022. "Can Social Media Inform Corporate Decisions? Evidence from Merger Withdrawals," SocArXiv 56yrj, Center for Open Science.
  18. Md. Abdul Kaium Masud & Seong Mi Bae & Javier Manzanares & Jong Dae Kim, 2019. "Board Directors’ Expertise and Corporate Corruption Disclosure: The Moderating Role of Political Connections," Sustainability, MDPI, vol. 11(16), pages 1-22, August.
  19. Pham, Duong Phuong Thao & Huynh, Ngoc Quang Anh & Duong, Duy, 2022. "The impact of US presidents on market returns: Evidence from Trump's tweets," Research in International Business and Finance, Elsevier, vol. 62(C).
  20. Bianchi, Nicola & Carretta, Alessandro & Farina, Vincenzo & Fiordelisi, Franco, 2021. "Does espoused risk culture pay? Evidence from European banks," Journal of Banking & Finance, Elsevier, vol. 122(C).
  21. Chatjuthamard, Pattanaporn & Wongboonsin, Kua & Ongsakul, Viput & Jiraporn, Pornsit, 2024. "Corporate culture, staggered boards, and managerial entrenchment: Evidence from textual analysis," International Review of Economics & Finance, Elsevier, vol. 93(PA), pages 404-418.
  22. Mabel D. Costa & Ahsan Habib & Md. Borhan Uddin Bhuiyan, 2021. "Financial constraints and asymmetric cost behavior," Journal of Management Control: Zeitschrift für Planung und Unternehmenssteuerung, Springer, vol. 32(1), pages 33-83, March.
  23. Suparatana Tanthanongsakkun & Sirimon Treepongkaruna & Pornsit Jiraporn, 2023. "Carbon emissions, corporate governance, and staggered boards," Business Strategy and the Environment, Wiley Blackwell, vol. 32(1), pages 769-780, January.
  24. Michael J. Lamla & Sarah M. Lein & Jan-Egbert Sturm, 2020. "Media reporting and business cycles: empirical evidence based on news data," Empirical Economics, Springer, vol. 59(3), pages 1085-1105, September.
  25. 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).
  26. Guofu Zhou, 2018. "Measuring Investor Sentiment," Annual Review of Financial Economics, Annual Reviews, vol. 10(1), pages 239-259, November.
  27. 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).
  28. Zhou, Wei & Chen, Fangmin & Zhu, Yingying & Xiang, Lizhu & Lei, Lingli, 2024. "Media attention, negative reports and textual information of banks’ ESG disclosure," International Review of Economics & Finance, Elsevier, vol. 96(PB).
  29. Elshandidy, Tamer & Kamel, Hany, 2024. "Tone of narrative disclosures and earnings management: UK evidence," Advances in accounting, Elsevier, vol. 64(C).
  30. 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.
  31. Yuting Chen & Don Bredin & Valerio Potì & Roman Matkovskyy, 2022. "COVID risk narratives: a computational linguistic approach to the econometric identification of narrative risk during a pandemic," Digital Finance, Springer, vol. 4(1), pages 17-61, March.
  32. Leland D. Crane & Emily Green & Molly Harnish & Will McClennan & Paul E. Soto & Betsy Vrankovich & Jacob Williams, 2024. "Tracking Real Time Layoffs with SEC Filings: A Preliminary Investigation," Finance and Economics Discussion Series 2024-020, Board of Governors of the Federal Reserve System (U.S.).
  33. Agarwal, Arvind & Gupta, Aparna & Kumar, Arun & Tamilselvam, Srikanth G., 2019. "Learning risk culture of banks using news analytics," European Journal of Operational Research, Elsevier, vol. 277(2), pages 770-783.
  34. Katsafados, Apostolos G. & Androutsopoulos, Ion & Chalkidis, Ilias & Fergadiotis, Manos & Leledakis, George N. & Pyrgiotakis, Emmanouil G., 2020. "Textual Information and IPO Underpricing: A Machine Learning Approach," MPRA Paper 103813, University Library of Munich, Germany.
  35. Magner, Nicolás & Henríquez, Pablo A. & Sanhueza, Aliro, 2025. "Decoding risk sentiment in 10-K filings: Predictability for U.S. stock indices," Finance Research Letters, Elsevier, vol. 81(C).
  36. 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).
  37. Katsafados, Apostolos G. & Leledakis, George N. & Pyrgiotakis, Emmanouil G. & Androutsopoulos, Ion & Fergadiotis, Manos, 2024. "Machine learning in bank merger prediction: A text-based approach," European Journal of Operational Research, Elsevier, vol. 312(2), pages 783-797.
  38. Ali Ataullah & Andrew Vivian & Bin Xu, 2018. "Optimistic Disclosure Tone and Conservative Debt Policy," Abacus, Accounting Foundation, University of Sydney, vol. 54(4), pages 445-484, December.
  39. Chien, Chih-Chung & Chen, Shikuan & Chang, Ming-Jen, 2023. "Financial constraints on credit ratings and cash-flow sensitivity," International Review of Financial Analysis, Elsevier, vol. 88(C).
  40. 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.
  41. 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).
  42. Möller, Rouven & Reichmann, Doron, 2021. "ECB language and stock returns – A textual analysis of ECB press conferences," The Quarterly Review of Economics and Finance, Elsevier, vol. 80(C), pages 590-604.
  43. Mushtaq, Rizwan & Gull, Ammar Ali & Shahab, Yasir & Derouiche, Imen, 2022. "Do financial performance indicators predict 10-K text sentiments? An application of artificial intelligence," Research in International Business and Finance, Elsevier, vol. 61(C).
  44. Martin Jacob & Kelly Wentland & Scott A. Wentland, 2022. "Real Effects of Tax Uncertainty: Evidence from Firm Capital Investments," Management Science, INFORMS, vol. 68(6), pages 4065-4089, June.
  45. 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.
  46. 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.
  47. Quariguasi Frota Neto, João & Dutordoir, Marie, 2020. "Mapping the market for remanufacturing: An application of “Big Data” analytics," International Journal of Production Economics, Elsevier, vol. 230(C).
  48. Provaty, Sagira Sultana & Hasan, Mostafa Monzur & Luo, Le, 2024. "Organization capital and GHG emissions," Energy Economics, Elsevier, vol. 131(C).
  49. Hyuna Park, 2022. "Warrants in the financial management decisions of innovative firms," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 42(2), pages 276-295, February.
  50. Zolotoy, Leon & O'Sullivan, Don & Chen, Yangyang, 2019. "Local religious norms, corporate social responsibility, and firm value," Journal of Banking & Finance, Elsevier, vol. 100(C), pages 218-233.
  51. 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.
  52. Apostolos G. Katsafados & Dimitris Anastasiou, 2024. "Short-term prediction of bank deposit flows: do textual features matter?," Annals of Operations Research, Springer, vol. 338(2), pages 947-972, July.
  53. Farrell, Michael & Murphy, Dermot & Painter, Marcus & Zhang, Guangli, 2023. "The complexity yield puzzle: A textual analysis of municipal bond disclosures," Working Papers 338, The University of Chicago Booth School of Business, George J. Stigler Center for the Study of the Economy and the State.
  54. 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.
  55. Shuangyan Li & Guangrui Wang & Yongli Luo, 2022. "Tone of language, financial disclosure, and earnings management: a textual analysis of form 20-F," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 8(1), pages 1-24, December.
  56. 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.
  57. Kanagaretnam, Kiridaran & Mawani, Amin & Shi, Guifeng & Zhou, Zejiang, 2020. "Impact of social capital on tone ambiguity in banks’ 10-K filings," Journal of Behavioral and Experimental Finance, Elsevier, vol. 28(C).
  58. Wang, Xiaoqiong & Zhu, Xiaoyang, 2025. "Fading virtue, flourishing profits: Corporate social responsibility in the presence of competitor constraints," Journal of Corporate Finance, Elsevier, vol. 91(C).
  59. Mohamed Al Guindy & James P. Naughton & Ryan Riordan, 2024. "The evolution of corporate twitter usage," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 51(3-4), pages 819-845, March.
  60. 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.
  61. Jana P. Fidrmuc & Tereza Tykvova, 2023. "Are Acquirer Shareholders Happier when Their Industries Are Unhappy?," Swiss Finance Institute Research Paper Series 23-52, Swiss Finance Institute.
  62. Brown, Scott & Powers, Eric, 2020. "The life cycle of make-whole call provisions," Journal of Corporate Finance, Elsevier, vol. 65(C).
  63. Liu, Pu & Nguyen, Hazel T., 2020. "CEO characteristics and tone at the top inconsistency," Journal of Economics and Business, Elsevier, vol. 108(C).
  64. 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.
  65. Md. Abdul Kaium Masud & Mahfuzur Rahman & Md. Harun Ur Rashid, 2022. "Anti-Corruption Disclosure, Corporate Social Expenditure and Political Corporate Social Responsibility: Empirical Evidence from Bangladesh," Sustainability, MDPI, vol. 14(10), pages 1-20, May.
  66. Chowdhury, Md Raihan Uddin & Xie, Feixue & Hasan, Md Mahmudul, 2023. "Powerful CEOs and investment efficiency," Global Finance Journal, Elsevier, vol. 58(C).
  67. Miguel H. Ferreira & Timo Haber & Christian Rörig, 2023. "Financial Constraints and Firm Size: Micro-Evidence and Aggregate Implications," Working Papers 948, Queen Mary University of London, School of Economics and Finance.
  68. Gong, Robin Kaiji, 2023. "The local technology spillovers of multinational firms," Journal of International Economics, Elsevier, vol. 144(C).
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  70. 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.
  71. Balan, Philipe & Norden, Lars, 2024. "Are measures of corporate financial constraints universal? Evidence from Brazil," Finance Research Letters, Elsevier, vol. 70(C).
  72. Loic Mar'echal & Nathan Monnet, 2024. "Disentangling the sources of cyber risk premia," Papers 2409.08728, arXiv.org.
  73. 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).
  74. 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).
  75. Li, Tongxia & Lu, Chun & Routledge, James, 2023. "Brand capital on debt maturity structure," Journal of Contemporary Accounting and Economics, Elsevier, vol. 19(3).
  76. Samuel Jebaraj Benjamin, 2019. "The Effect of Financial Constraints on Audit Fees," Capital Markets Review, Malaysian Finance Association, vol. 27(2), pages 59-87.
  77. Simon Fritzsch & Philipp Scharner & Gregor Weiß, 2021. "Estimating the relation between digitalization and the market value of insurers," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 88(3), pages 529-567, September.
  78. Bakarich, Kathleen M. & Hossain, Mahmud & Hossain, Mahmud & Weintrop, Joseph, 2019. "Different time, different tone: Company life cycle," Journal of Contemporary Accounting and Economics, Elsevier, vol. 15(1), pages 69-86.
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  80. Chen, Chung-Chi & Huang, Yu-Lieh & Yang, Fang, 2024. "Semantics matter: An empirical study on economic policy uncertainty index," International Review of Economics & Finance, Elsevier, vol. 89(PA), pages 1286-1302.
  81. Lopez-Lira, Alejandro, 2021. "Why do managers disclose risks accurately? Textual analysis, disclosures, and risk exposures," Economics Letters, Elsevier, vol. 204(C).
  82. 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.
  83. Dan Hou & Ziyan Yuan & Alina Taran-Bozbay & R. M. Ammar Zahid, 2025. "Dividend policies and managerial ability beyond financial constraints: insights from China," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-13, December.
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