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Too Much of a Good Thing? AI Investment and Internal Control Deficiency

Wentao Ma, Bingjie Deng, Xiaofan Chen, Wanyun Li
June 17, 2026
Published Date

Research Abstract & Technology Focus

This study examines whether artificial intelligence (AI) investment is associated with internal control deficiency (ICD) risk in a linear or regime-dependent way. Using 41,725 firm-year observations from Chinese A-share listed firms, we measure AI investment with capitalized AI-related assets identified from financial-statement footnotes. The results show a U-shaped association: AI investment is associated with lower ICD risk at lower levels of exposure but higher ICD risk beyond a turning point. Spline regressions, the Lind–Mehlum U-test, an instrumental-variable analysis using leave-one-out peer AI investment, and entropy balancing support the non-linear pattern. The pattern is concentrated in software-based AI applications rather than supporting hardware. Moderator tests further show that the increase in ICD risk at higher levels of AI investment is weaker among IT-industry firms, firms with CIO presence, and firms with above-normal external audit attention. The study highlights internal control reliability as an important condition for understanding AI-related organizational outcomes.

AI Semantic Synergy Context

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Frequently Asked Questions (FAQ)

Curated market intelligence mapped to this research.

What is the core focus of the research titled 'Too Much of a Good Thing? AI Investment and Internal Control Deficiency'?

This literature focuses on: This study examines whether artificial intelligence (AI) investment is associated with internal control deficiency (ICD) risk in a linear or regime-dependent way. Using 41,725 firm-year observations from Chinese A-share listed firms, we measure AI...

Are there open-source GitHub repositories related to Too Much of a Good Thing? AI Investment and Internal Control Deficiency?

Yes, open-source projects like Narcooo/inkos (Autonomous novel writing CLI agent — AI agents write, audit, and revise novels with human review gates) are actively building upon these concepts.

Which startups are commercializing the technology behind Too Much of a Good Thing? AI Investment and Internal Control Deficiency?

Products like Crawlly AI are bringing this to market. Their focus is: Audit your website and fix why AI skips you.

Are there commercial applications of 'Too Much of a Good Thing? AI Investment and Internal Control Deficiency' in market news publications?

Yes, highly correlated activity was mapped. An entry titled 'Your AI best friend might be making you worse at being wrong' discusses this: "When AI systems are optimized to please, they erode the very feedback loops through which we learn to navigate the social world," a Harvard fellow...

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Commercial Realization

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