数据分析策略与内部信息质量

Data analytics strategy and internal information quality

Contemporary Accounting Research · 2024
被引 20 · 同刊同年前 1%
人大 A-FT50ABS 4

中文导读

研究了企业是否将数据分析作为战略重点会如何影响其内部信息质量,发现采用该策略的企业运营效率更高、管理层预测更准确。

Abstract

Abstract I examine whether a strategic focus on data analytics is associated with improvements in firms' internal information quality. Using textual analysis of firm disclosures to identify a data analytics strategy, I first document that firm, leadership, and operating environment characteristics are all important determinants of the decision to adopt a data analytics strategy. I next use operating and financial reporting outcomes to infer whether a data analytics strategy improves internal information quality. I find that a data analytics strategy is associated with enhanced operating efficiency, as adopting firms invest and utilize existing resources more efficiently. I also find that a data analytics strategy is associated with more accurate management forecasts. These results, collectively, are consistent with a data analytics strategy improving firms' internal information quality. Lastly, I corroborate and extend my findings with job postings data, and the results suggest that firm leadership signals their support for data analytics initiatives through disclosure.

数据分析策略内部信息质量运营效率管理层预测