Contemporary Accounting Research · 2024 · 28 citations · 55 references
BusinessAccountancyStrategyCorporate DisclosureCorporate ReportingData AnalyticsAnalytics StrategyBusiness ReportingData QualityData StrategyDisclosureInternal AuditingAnalytics-driven StrategyFinancial Performance ReportingInformation QualityManagement ForecastsStrategic Information Disclosure
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.
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User Acceptance of Information Technology: Toward A Unified View1
Venkatesh · MIS Quarterly · 2003 · 42.5K citations
Sample Selection Bias as a Specification Error
James J. Heckman · Econometrica · 1979 · 28.9K citations