data accountability

  • The Hidden Costs of Data Contracts

    The Hidden Costs of Data Contracts

    Data contracts are often presented as a new approach to managing data exchange, but they largely rename established enterprise functions related to data capture, transformation, and delivery. This article clarifies the distinct responsibilities and control boundaries within these components, highlighting the risks of conflating labeling with architecture. Understanding this history reveals persistent governance challenges and…

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  • Why Unmanaged Self-Service Expands Risk More Than Insight

    Why Unmanaged Self-Service Expands Risk More Than Insight

    Self-service analytics adoption is often mistaken for increased insight, but it frequently expands operational risk through fragmented accountability. Decentralized data access without aligned decision rights leads to latent governance gaps that accumulate silently. The resulting erosion of defensibility and traceability exposes leadership to deferred consequences. Recognizing autonomy as a conditional liability reframes the narrative around…

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