Validating the impact of accounting disclosures on stock market: A deep neural network approach

Aboody, 2000, CEO stock option awards and the timing of corporate voluntary disclosures, J. Account. Econ., 29, 73, 10.1016/S0165-4101(00)00014-8 Akerlof, 1970, The market for "lemons": quality uncertainty and the market mechanism, the quart, J. Econ., 84, 488 Ajinkya, 1984, Corporate managers’ earnings forecasts and symmetrical adjustments of market expectations, J. Account. Res., 22, 425, 10.2307/2490657 Antweiler, 2004, Is all that talk just noise? The information content of internet stock message boards., The Journal of Finance, 59, 1259, 10.1111/j.1540-6261.2004.00662.x Appelbaum, 2017, Impact of business analytics and enterprise systems on managerial accounting, Int. J. Account. Info. Syst., 25, 29, 10.1016/j.accinf.2017.03.003 Baginski, 1993, The effects of management forecast precision on equity pricing and on the assessment of earnings uncertainty, Account. Rev., 68, 913 Baker, 2000, The equity share in new issues and aggregate stock returns, J. Finance., 55, 2219, 10.1111/0022-1082.00285 Baker, 2002, Market timing and capital structure, J. Finance., 57, 1, 10.1111/1540-6261.00414 Baker, 2003, When does the market matter? Stock prices and the investment of equity-dependent firms, the quart, J. Econ., 118, 969 Baker, 2004, Appearing and disappearing dividends: the link to catering incentives, J. Finance. Econ., 73, 271, 10.1016/j.jfineco.2003.08.001 Baker, 2006, Investor sentiment and the cross-section of stock returns, J. Finance., 61, 1645, 10.1111/j.1540-6261.2006.00885.x Barberis, 2003, A survey of behavioral finance, Hand. Econ. Finance., 1, 1053, 10.1016/S1574-0102(03)01027-6 Bergh, 2011, The stock market reaction to the hiring of management consultants: a signaling theory approach, J. Manag. Stud., 48, 544, 10.1111/j.1467-6486.2010.00957.x Bergman, 2008, Investor sentiment and corporate disclosure, J. Account. Res., 46, 1057, 10.1111/j.1475-679X.2008.00305.x Berry, 2004, Survey of text mining, Comp. Rev., 45, 548 Black, 1994, Training KSIM models from time series data, Technol. Forecast. Soc. Change, 47, 293, 10.1016/0040-1625(94)90070-1 Bloomfield, 2002, The “incomplete revelation hypothesis” and financial reporting, Account. Hor., 16, 233, 10.2308/acch.2002.16.3.233 Bloomfield, 2008, Discussion of annual report readability, current earnings, and earnings persistence, J. Account. Eco., 45, 248, 10.1016/j.jacceco.2008.04.002 Bloomfield, 2012, A pragmatic approach to more efficient corporate disclosure, Account. Hor., 26, 357, 10.2308/acch-10261 Bollen, 2011, Twitter mood predicts the stock market, J. Comp. Sci., 2, 1, 10.1016/j.jocs.2010.12.007 Brown, 2011, Large-sample evidence on firms’ year-over-year MD&A modifications, J. Account. Res., 49, 309, 10.1111/j.1475-679X.2010.00396.x Bowen, 2010, Whistleblowing target firm characteristics and economic consequences, Account. Rev., 85, 1239, 10.2308/accr.2010.85.4.1239 Brown, 2015, Mobile communication and local information flow: evidence from distracted driving laws, J. Account. Res., 53, 275, 10.1111/1475-679X.12077 Carter, 2006, The interaction of top management group, stakeholder, and situational factors on certain corporate reputation management activities, J. Manag. Stud., 43, 1145, 10.1111/j.1467-6486.2006.00632.x Cascio, 2002, Strategies for responsible restructuring., Acad. Manag. Per., 16, 80 Cecchini, 2010, Making words work: using financial text as a predictor of financial events, Dec. Supp. Syst., 50, 164, 10.1016/j.dss.2010.07.012 Chang, 2010, Towards an improved adaboost algorithmic method for computational financial analysis, J. Par. Dist. Comp., 134, 219, 10.1016/j.jpdc.2019.07.014 Chang, 2020, Pairs trading on different portfolios based on machine learning, Exp. Syst., e12649 Chau, 2002, Ownership structure and voluntary corporate disclosure in Hong Kong and Singapore. the inter, J. Account., 37, 247 Chen, 2011, Effects of audit quality on earnings management and cost of equity capital: evidence from China, Contemp. Account. Res., 28, 892, 10.1111/j.1911-3846.2011.01088.x Chen, 2017, Improving sentiment analysis via sentence type classification using BiLSTM-CRF and CNN, Exp. Syst. App., 72, 221, 10.1016/j.eswa.2016.10.065 Chou, 2016, Integrating XBRL data with textual information in Chinese: a semantic web approach, Int. J. Account. Inf. Syst., 21, 32, 10.1016/j.accinf.2016.04.002 Chung, 2020, Early detection of valuable patents using a deep learning model: case of semiconductor industry, Technol. Forecast. Soc. Change, 158, 10.1016/j.techfore.2020.120146 Cole, 2005, Management discussion and analysis: a review and implications for future research, J. Account. Lit., 24, 135 Connelly, 2011, Signaling theory: a review and assessment, J. Manag., 37, 39 Coram, 2008, Internal audit, alternative audit structures, and the level of misappropriation of assets fraud, Account. Finance., 48, 543, 10.1111/j.1467-629X.2007.00247.x Cormier, 2001, An examination of social and environmental reporting strategies. Acc., Aud. Account. J., 14, 587, 10.1108/EUM0000000006264 Crawford, 2011, Fraud guidance for corporate counsel reviewing financial statements and reports, J. Finance. Cri., 18, 347, 10.1108/13590791111173696 Dai, 2015, The governance effect of the media's news dissemination role: evidence from insider trading, J. Account. Res., 53, 331, 10.1111/1475-679X.12073 Dalitz, 2012, How do innovation systems interact? Schumpeterian innovation in seven Australian sectors, Prom, 30, 261, 10.1080/08109028.2012.716275 Davis, 2008 Davis, 2012, Managers’ use of language across alternative disclosure outlets: earnings press releases versus MD&A, Cont. Account. Res., 29, 804, 10.1111/j.1911-3846.2011.01125.x Davis, 2012, Beyond the numbers: measuring the information content of earnings press release language, Cont. Account. Res., 29, 845, 10.1111/j.1911-3846.2011.01130.x Dechow, 1997, Returns to contrarian investment strategies: tests of naive expectations hypotheses, J. Finance. Econ., 43, 3, 10.1016/S0304-405X(96)00887-2 Dechow, 2002, The quality of accruals and earnings: the role of accrual estimation errors, Account. Rev., 77, 35, 10.2308/accr.2002.77.s-1.35 Deegan, 2011 De Franco, 2011, Ambiguous language in analyst reports. working paper, Univ. Tor. Ding, 2015, Mining user consumption intention from social media using domain adaptive convolutional neural network, Proceedings of the AAAI Conference on Artificial Intelligence, 29, 10.1609/aaai.v29i1.9529 Doukas, 2007, Acquisitions, overconfident managers, and self-attribution bias, Eur. Fin. Manag., 13, 531, 10.1111/j.1468-036X.2007.00371.x Engelberg, 2008, Costly information processing: evidence from earnings announcements, AFA 2009 San Fran. Meet. Pap. Elshandidy, 2018, Risk reporting: a review of the literature and implications for future research, J. Account. Lit., 40, 54, 10.1016/j.acclit.2017.12.001 Feldman, 2010, Management's tone change, post-earnings announcement drift, and accruals, Rev. Account. Stud., 15, 915, 10.1007/s11142-009-9111-x Ferrier, 2002, Strategic aggressiveness, variation, and surprise: how the sequential pattern of competitive rivalry influences stock market returns, J. Man. Iss., 14, 162 Frankel, 1995, Discretionary disclosure and external financing, Account. Rev., 70, 135 Freeman, 2001, A stakeholder theory of the modern corporation, Persp. Bus. Eth. Sie., 3, 38 Freedman, 2005, Global warming, commitment to the kyoto protocol, and accounting disclosures by the largest global public firms from polluting industries, Int. J. Account., 40, 215, 10.1016/j.intacc.2005.06.004 Gray, 1996 Grimm, 2006 Guresen, 2011, Using artificial neural network models in stock market index prediction, Exp. Sys. App., 38, 10389, 10.1016/j.eswa.2011.02.068 Healy, 2001, Information asymmetry, corporate disclosure, and the capital markets: a review of the empirical disclosure literature, J. Account. Econ., 31, 405, 10.1016/S0165-4101(01)00018-0 Henry, 2008, Are investors influenced by how earnings press releases are written?, J. Bus. Comm., 45, 363, 10.1177/0021943608319388 Hirshleifer, 2003, Limited attention, information disclosure, and financial reporting, J. Account. Econ., 36, 337, 10.1016/j.jacceco.2003.10.002 Hobson, 2012, Analyzing speech to detect financial misreporting, J. Account. Res., 50, 349, 10.1111/j.1475-679X.2011.00433.x Holder, 2016, Do material weaknesses in information technology-related internal controls affect firms'8-K filing timeliness and compliance?, Int. J. Account. Inf. Syst., 22, 26, 10.1016/j.accinf.2016.07.003 Hsieh, 2006, The misguided practice of earnings guidance, McKinsey Financ., 19, 1 Huang, 2018, A technology delivery system for characterizing the supply side of technology emergence: illustrated for big data & analytics, Technol. Forecast. Soc. Change, 130, 165, 10.1016/j.techfore.2017.09.012 Huang, 2014, Evidence on the information content of text in analyst reports, Acc. Rev., 89, 2151, 10.2308/accr-50833 Hüfner, 2007, The SeC'S MD&A: does it meet the informational demands of investors?, Schm. Bus. Rev., 59, 58 Jensen, 1976, Theory of the firm: managerial behaviour, agency costs, and ownership structure, J. Finance. Econ., 3, 305, 10.1016/0304-405X(76)90026-X Jones, 1994, Accounting narratives: a review of empirical studies of content and readability, J. Account. Lit., 13, 142 Kahneman, 2003, A perspective on judgment and choice: mapping bounded rationality, Am. Psych., 58, 697, 10.1037/0003-066X.58.9.697 Kahneman, 2003, Maps of bounded rationality: psychology for behavioral economics, Am. Eco. Rev., 93, 1449, 10.1257/000282803322655392 Kearney, 2014, Textual sentiment in finance: a survey of methods and models, Int. Rev. Finance. Anal., 33, 171, 10.1016/j.irfa.2014.02.006 Kedia, 2005 Kim, 2018, Credit default swaps and managers’ voluntary disclosure, J. Account. Res., 56, 953, 10.1111/1475-679X.12194 Knutson, 1993 Kogan, 2009, Predicting risk from financial reports with regression, 272 Kloptchenko, 2004, Combining data and text mining techniques for analysing financial reports, Intell. Sys. Account. Finance. Manag Int. J., 12, 29, 10.1002/isaf.239 Kothari, 2009, Do managers withhold bad news?, J. Account. Res., 47, 241, 10.1111/j.1475-679X.2008.00318.x Kraus, 2017, Decision support from financial disclosures with deep neural networks and transfer learning, Dec. Supp. Syst., 104, 38, 10.1016/j.dss.2017.10.001 Kumar, 2020, Do words reveal the latent truth? Identifying communication patterns of corporate losers, J. Behav. Exper. Finance., 26, 10.1016/j.jbef.2020.100291 Kwakkel, 2016, Improving scenario discovery by bagging random boxes, Technol. Forecast. Soc. Change, 111, 124, 10.1016/j.techfore.2016.06.014 Lang, 2000, Voluntary disclosure and equity offerings: reducing information asymmetry or hyping the stock?, Cont. Account. Res., 17, 623, 10.1506/9N45-F0JX-AXVW-LBWJ La Porta, 1996, Expectations and the cross-section of stock returns, J. Finance., 51, 1715, 10.1111/j.1540-6261.1996.tb05223.x Lee, 2014, On the importance of text analysis for stock price prediction, LREC, 1170 Liu, 2014, An empirical study of XBRL's impact on analyst forecast behavior, J. Account. Pub. Pol., 33, 69, 10.1016/j.jaccpubpol.2013.10.004 Li, 2009, Market reaction surrounding the filing of periodic SEC reports, Account. Rev., 84, 1171, 10.2308/accr.2009.84.4.1171 Li, 2008, Annual report readability, current earnings, and earnings persistence, J. Account. Econ., 45, 221, 10.1016/j.jacceco.2008.02.003 Li, 2010, The information content of forward-looking statements in corporate filings-a naïve Bayesian machine learning approach, J. Account. Res., 48, 1049, 10.1111/j.1475-679X.2010.00382.x Li, 2010 Li, 2010, Survey of the literature, J. Account. Lit., 29, 143 Lim, 2007, The association between board composition and different types of voluntary disclosure, Eur. Account. Rev., 16, 555, 10.1080/09638180701507155 Li, 2019, Application of deep reinforcement learning in stock trading strategies and stock forecasting, Comp, 1 Liu, 2020, Influence of artificial intelligence on technological innovation: evidence from the panel data of china's manufacturing sectors, Technol. Forecast. Soc. Change, 158, 10.1016/j.techfore.2020.120142 Loughran, 2011, When is a liability not a liability? Textual analysis, dictionaries, and 10-Ks, Jour. Finance., 66, 35, 10.1111/j.1540-6261.2010.01625.x Loughran, 2014, Measuring readability in financial disclosures, Jour. Finance., 69, 1643, 10.1111/jofi.12162 Malmendier, 2005, CEO overconfidence and corporate investment, J. Finance., 60, 2661, 10.1111/j.1540-6261.2005.00813.x Manning, 1999 Mazumder, 2018, Research on corporate risk reporting: current trends and future avenues, J. Asian Finance. Econ. Bus. (JAFEB), 5, 29, 10.13106/jafeb.2018.vol5.no1.29 Meek, 1995, Factors Influencing voluntary annual report disclosures by US, UK, and continental european multinational corporations, J. Int. Bus. Stud., 26, 555, 10.1057/palgrave.jibs.8490186 Merkley, 2013, Narrative disclosure and earnings performance: evidence from R&D disclosures, Account. Rev., 89, 725, 10.2308/accr-50649 Mesmer-Magnus, 2005, Whistleblowing in organizations: an examination of correlates of whistleblowing intentions, actions, and retaliation, J. Bus. Eth., 62, 277, 10.1007/s10551-005-0849-1 Miceli, 2009, A word to the wise: how managers and policymakers can encourage employees to report wrongdoing, J. Bus. Eth., 86, 396, 10.1007/s10551-008-9853-6 Miller, 2002, Earnings performances and discretionary disclosure, J. Account. Res., 40, 173, 10.1111/1475-679X.00043 Miller, 2006, The press as a watchdog for accounting fraud, J. Account. Res., 44, 1001, 10.1111/j.1475-679X.2006.00224.x Miller, 2015, The evolving disclosure landscape: how changes in technology, the media, and capital markets are affecting disclosure, J. Account. Res., 53, 221, 10.1111/1475-679X.12075 Mitchell, 2006, Selective reporting of financial ratios in Australian annual reports:evidence from a voluntary reporting environment, Account. Res. J., 19, 5 Morris, 1987, Signaling, agency theory, and accounting policy choice, Account. Bus. Res., 18, 47, 10.1080/00014788.1987.9729347 Mukherjee, 2016, Gender classification of microblog text based on authorial style, Information Systems and e-Business Management, 1, 117 Nixon, 2004, Market reactions to announcements of corporate downsizing actions and implementation strategies, Strat. Manag. J., 25, 1121, 10.1002/smj.423 O'Sullivan, 2012, Customer satisfaction, earnings and firm value, Eur. J. Mar., 46, 827, 10.1108/03090561211214627 Parkinson, 1978 Pang, 2020, An innovative neural network approach for stock market prediction, J. Super, 76, 2098, 10.1007/s11227-017-2228-y Porter, 1980, 396 Rogers, 1998, Content analysis of information cited in reports of sell-side financial analysts, CFA Dig, 28, 9, 10.2469/dig.v28.n2.254 Hausser, 2001 Roll, 1986, The hubris hypothesis of corporate takeovers, J. Bus., 59, 197, 10.1086/296325 Sarbanes, 2002, Sarbanes-oxley act of 2002 Saxton, 2020, Social media capital: conceptualizing the nature, acquisition, and expenditure of social media-based organizational resources, Int. J. Account. Inf. Syst., 36, 10.1016/j.accinf.2019.100443 Seyhun, 1986, Insiders' profits, costs of trading, and market efficiency, J. Finance. Econ., 16, 189, 10.1016/0304-405X(86)90060-7 Shefrin, 2000, Behavioral portfolio theory, J. Finance. Q. Ana., 35, 127, 10.2307/2676187 Shleifer, 2003, Stock market driven acquisitions, J. Finance. Econ., 70, 295, 10.1016/S0304-405X(03)00211-3 F. Siano, & P.D. Wysocki Transfer Learning and Textual Analysis of Accounting Disclosures: Applying Big Data Methods to Small (er) Data Sets. Available at SSRN 3560355. (2020). Simon, 1976 Skinner, 1994, Why firms voluntarily disclose bad news, J. Account. Res., 32, 38, 10.2307/2491386 Sohangir, 2018, Big Data: Deep Learning for financial sentiment analysis, Journal of Big Data, 5, 1, 10.1186/s40537-017-0111-6 Srivastava, 1998, Market-based assets and shareholder value: a framework for analysis, J. Mar., 62, 2, 10.1177/002224299806200102 Taffler, 2004, In denial? Stock market underreaction to going-concern audit report disclosures, J. Account. Econ., 38, 263, 10.1016/j.jacceco.2004.09.004 Tao, 2020, Robo advisors, algorithmic trading and investment management: wonders of fourth industrial revolution in financial markets, Technol. Forecast. Soc. Change Tavcar, 1998, Make the MD&A more readable., CPA J., 68, 10 Triki, 2019, Examining the effect of deception detection decision aids on investors' perceptions of disclosure credibility and willingness to invest, Int. J. Account. Inf. Syst., 33, 1, 10.1016/j.accinf.2019.03.003 Venturelli, 2019, The state of art of corporate social disclosure before the introduction of non-financial reporting directive: a cross country analysis, Soc. Responsib. J., 15, 409, 10.1108/SRJ-12-2017-0275 Verrecchia, 1983, Discretionary disclosure, J. Account. Econ., 5, 179, 10.1016/0165-4101(83)90011-3 V.X. Wang, & B.B. Xing Battling uncertainty: corporate disclosures of COVID-19 in earnings conference calls and annual reports. Available at SSRN 3586085 (2020). Wang, 2021, Bubble recognizing and tracking in a plate heat exchanger by using image processing and convolutional neural network., International Journal of Multiphase Flow, 138, 103593, 10.1016/j.ijmultiphaseflow.2021.103593 Warner, 1988, Stock prices and top management changes, J. Finance. Econ., 20, 461, 10.1016/0304-405X(88)90054-2 Watts, 1978, Towards a positive theory of the determination of accounting standards., Account. Rev., 53, 112 Yang, 2020, Deep learning for price movement prediction using convolutional neural network and long short-term memory, Math. Prob. Eng., 2020, 1