What the study found
Artificial intelligence (AI) is described as a critical mechanism for decision-making in management accounting, rather than a simple support tool. The study says AI does not replace traditional management accounting, but supports two distinct paths: value creation and efficiency-risk control.
Why the authors say this matters
The authors say the study helps strengthen understanding of support mechanisms in management accounting. They conclude that it may provide theoretical insights for enterprises pursuing intelligent financial transformation.
What the researchers tested
The researchers used a comparative case study approach focused on Haier Smart Home Co., Ltd. and Ping An Insurance (Group) Company of China, Ltd. They analyzed data preprocessing, intelligent analysis, and result feedback.
What worked and what didn't
For Haier, the study describes a value-creation-oriented path in which AI focuses on process and provides real-time feedback. For Ping An, the study describes an efficiency- and risk-oriented path that uses a shared financial services framework and machine learning to strengthen detection and alert risk. The abstract also says traditional accounting becomes more organizational and more objective with AI participation.
What to keep in mind
The abstract does not provide detailed limitations. The findings are based on two case studies, so the summary is limited to the specific organizations and approaches described.
Key points
- AI is presented as a critical mechanism for decision-making in management accounting.
- The study says AI does not replace traditional management accounting.
- Two paths are described: value creation and efficiency-risk control.
- Haier’s case emphasizes process focus and real-time feedback.
- Ping An’s case emphasizes machine learning, risk detection, and alerts.
Disclosure
- Research title:
- AI supports two management accounting paths
- Authors:
- Wensheng Wu
- Institutions:
- Lingnan University
- Publication date:
- 2026-02-24
- OpenAlex record:
- View
- Image credit:
- Photo by Jakub Żerdzicki on Unsplash · Unsplash License
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