Why Your Data Strategy Is Failing at Execution
The five structural failure modes that kill data strategies — and why better communication isn't the fix.
Mal Wanstall
AI, strategy and building what comes next.
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Weekly AI briefing. No fluff.
Featured
Why Most AI Governance Frameworks Are Theater
Companies are producing AI governance documents at record speed. Almost none of them change actual behaviour. Here's what works instead.
· AI Governance
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Research
View allThe Strategy-Execution Gap
A diagnostic methodology for identifying execution failure patterns in organisational liminal spaces.
12 min read
A Practitioner's Data Product Taxonomy
A classification system for data products based on organisational function and consumer type, not technology.
10 min read
Defensive and Offensive Data Strategy
A framework for balancing foundational data management with value-generating data initiatives.
11 min read
Latest Articles
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You Can't Install a Data Culture
Data culture isn't a project you launch or a tool you buy. It's a byproduct of how your organisation actually makes decisions.
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Years shipping AI
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Built AI at Cochlear Westpac The Smith Family
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I work with a small number of organisations on data strategy execution, AI capability building, and the structural challenges that conventional consulting doesn't reach.
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