Writing

Writing on open data, government transparency, procurement disclosure, and building accountability systems that survive real constraints.

Featured Technical Guidance

Five Integration Patterns for OC4IDS Portals (and Their Failure Modes)

Five integration patterns for OC4IDS portals. Three of the ones I've worked on failed, not because the data standards were wrong, but because the pattern didn't match what the source system could deliver. This is how to choose before the architecture is locked.

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What 100,000 Contracts Taught Me About Procurement Transparency
Implementation

What 100,000 Contracts Taught Me About Procurement Transparency

After processing 100,000 procurement contracts in Uganda, I learned that disclosure isn't transparency. Here are the patterns the data revealed and what I'd build differently today.

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Why Disclosure Portals Die (And How to Build Ones That Don't)
Sector Analysis

Why Disclosure Portals Die (And How to Build Ones That Don't)

Every infrastructure disclosure portal I have worked with that launched to a press release went dark within three years. The failures follow predictable patterns. Here is what the survivors have in common.

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The OC4IDS Implementation Checklist Nobody Gives You
Technical Guidance

The OC4IDS Implementation Checklist Nobody Gives You

The documentation explains the schema. It doesn't tell you which decisions haunt you eighteen months in. After five implementations across three countries, here's the checklist I wish I'd had.

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