内生性
数字化
代理(统计)
收益
盈余管理
数字化转型
计量经济学
业务
中国
代理(哲学)
样品(材料)
会计
经济
计算机科学
哲学
化学
认识论
色谱法
机器学习
万维网
政治学
计算机视觉
法学
作者
Fei Han,Xuehui Zhang,Kam C. Chan,LI Ya
标识
DOI:10.1016/j.bir.2023.09.003
摘要
This paper examines the impact of firms' digital transformation on management earnings forecasts with a sample of Chinese firms. Using a deep learning model and textual analysis, we create a proxy for digital transformation based on the frequency of keywords related to digitization in firms' annual reports. Our empirical results reveal that firms that engage in more digital transformation are more likely to issue management earnings forecasts voluntarily, more often, and with greater precision. The findings are robust to alternative metrics of management earnings forecasts and digital transformation, after accounting for endogeneity, and after considering firms' future forecasts. Additional analyses on the transmission mechanisms suggest that digital transformation improves firms' information environment, enhances internal controls, and alleviates agency problems.
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