评估数字化转型和可持续发展战略对收益管理的影响:文本挖掘方法

Agung Septia Wibowo, Iis Istianah, Nia Pramita Sari, Dovi Septiari
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引用次数: 0

摘要

数字化转型有可能从根本上改变公司并创造价值。本研究探讨了印尼基础设施、运输和物流以及非周期性消费品三个行业上市公司的数字化转型和可持续发展战略对盈利质量的影响。通过使用文本挖掘技术来衡量数字化转型和可持续发展战略的强度,我们发现,公司年报中显示的可持续发展战略反映了较低水平的收益管理,尤其是权责发生制收益管理,而拥有数字化转型战略(尤其是人工智能技术)的公司不太可能参与真正的收益管理。本研究的结果为数字化转型和可持续发展对会计信息质量和公司治理的影响提供了启示,并为企业数字化转型和政府监管提供了借鉴。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Evaluating the Impact of Digital Transformation and Sustainability Strategies on Earnings Management: A Text Mining Approach
Digital transformation has the potential to fundamentally change companies and create value. This study examines the impact of digital transformation and sustainability strategies on the earnings quality of Indonesian listed companies on three sectors: infrastructures, transportation and logistics, and consumer non-cyclicals. Using text mining techniques to measure intensity of digital transformation and sustainability strategies, we found that sustainability strategy shown in the company’s annual report reflects lower level of earnings management especially in accrual earnings management, while companies with digital transformation strategy, particularly in artificial intelligence technology, are less likely to engage real earnings management. Findings of this study provide insights into the effect of digital transformation and sustainability on the quality of accounting information and corporate governance, and offer implications for corporate digital transformation and government regulation.
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