Big Data Analytics and Management Forecasting Behavior

被引:3
作者
Goh, Beng Wee [1 ]
Li, Na [2 ]
Ranasinghe, Tharindra [3 ]
机构
[1] Singapore Management Univ, Singapore, Singapore
[2] York Univ, N York, ON, Canada
[3] Amer Univ, Washington, DC USA
关键词
Big Data; data analytics; management forecasts; voluntary disclosure; INSTITUTIONAL INVESTORS; INFORMATION ASYMMETRY; EARNINGS GUIDANCE; DECISION-MAKING; DISCLOSURE; MARKET; COMPETITION; CONSEQUENCES; DATAFICATION; OUTCOMES;
D O I
10.2308/HORIZONS-2020-145
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
SYNOPSIS: This paper investigates whether the use of Big Data analytics by firms has a spillover effect on management forecasting behavior. Insights provided by Big Data could potentially improve firms' ability to forecast earnings (supply channel) and investor demand for earnings information is likely higher for firms engaging in data analytics (demand channel). Using a text-based measure of firms' commitments to and usage of Big Data analytics, we find that Big Data analytics usage is positively associated with the propensity to issue management earnings forecasts. Consistent with the "supply channel" explanation, we find that Big Data analytics usage is positively associated with management forecast accuracy as well. Also, supporting the "demand channel" explanation, we find that Big Data analytics usage is associated with greater analyst following. Our findings of improved disclosure following commitments to Big Data analytics highlight a potentially unintended benefit of the Big Data revolution.
引用
收藏
页码:59 / 76
页数:18
相关论文
共 53 条
[1]  
Amihud Y., 1986, FINANC ANAL J, V43, P43, DOI [10.2469/faj.v42.n3.43, DOI 10.2469/FAJ.V42.N3.43]
[2]   Discretionary management earnings forecast disclosures: Antecedents and outcomes associated with forecast venue and forecast specificity choices [J].
Bamber, LS ;
Cheon, YS .
JOURNAL OF ACCOUNTING RESEARCH, 1998, 36 (02) :167-190
[3]   The financial reporting environment: Review of the recent literature [J].
Beyer, Anne ;
Cohen, Daniel A. ;
Lys, Thomas Z. ;
Walther, Beverly R. .
JOURNAL OF ACCOUNTING & ECONOMICS, 2010, 50 (2-3) :296-343
[4]   Large-Sample Evidence on Firms' Year-over-Year MD&A Modifications [J].
Brown, Stephen V. ;
Tucker, Jennifer Wu .
JOURNAL OF ACCOUNTING RESEARCH, 2011, 49 (02) :309-346
[5]  
Bushee BJ, 1998, ACCOUNT REV, V73, P305
[6]   Do Institutional Investors Prefer Near-Term Earnings over Long-Run Value? [J].
Bushee, Brian J. .
CONTEMPORARY ACCOUNTING RESEARCH, 2001, 18 (02) :207-246
[7]   Financial accounting information, organizational complexity and corporate governance systems [J].
Bushman, R ;
Chen, Q ;
Engel, E ;
Smith, A .
JOURNAL OF ACCOUNTING & ECONOMICS, 2004, 37 (02) :167-201
[8]   Bank Competition: Measurement, Decision-Making, and Risk-Taking [J].
Bushman, Robert M. ;
Hendricks, Bradley E. ;
Williams, Christopher D. .
JOURNAL OF ACCOUNTING RESEARCH, 2016, 54 (03) :777-826
[9]  
Chen HC, 2012, MIS QUART, V36, P1165
[10]   Is silence golden? An empirical analysis of firms that stop giving quarterly earnings guidance [J].
Chen, Shuping ;
Matsumoto, Dawn ;
Rajgopal, Shiva .
JOURNAL OF ACCOUNTING & ECONOMICS, 2011, 51 (1-2) :134-150