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Insights on data, systems & digital transformation

Practical thinking on data systems architecture, ICT project management, and building technology that works in the real world — drawn from 15+ years across agriculture, health, and capital markets in Africa.

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Featured Articles
Data Systems
8 min read

Why Most African Data Systems Fail Before They Scale

After building databases across 32 countries for PABRA and supporting digital infrastructure at the Uganda Securities Exchange, I've noticed a consistent pattern: systems that look solid in the pilot phase collapse under real-world load. The culprit is almost never the technology — it's the assumptions baked in during design. Here's what I've learned about building for scale from the start.

Data ArchitectureAfricaScalabilityLessons Learned
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ICT Project Management
10 min read

Managing ICT Projects in Low-Bandwidth Environments: A Practitioner's Playbook

Delivering technology projects in East Africa means confronting realities that no project management textbook prepares you for: intermittent power, 2G connectivity in the field, and teams spread across three time zones. This is the playbook I've developed over 15 years of making it work anyway.

Project ManagementEast AfricaLow-BandwidthField Delivery
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01Data Systems

The Hidden Cost of Skipping Data Governance in Research Organisations

When I joined the PABRA network, the bean variety trial data existed in 47 different formats across 32 countries. Harmonising it took two years. The lesson: data governance isn't bureaucracy — it's the foundation that determines whether your data will ever be usable. Here's how to build it without slowing your team down.

Data GovernanceResearchCGIAR
7 min read
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02Thought Leadership

From Spreadsheets to Systems: When to Make the Leap (and When Not To)

Every organisation I've worked with has a spreadsheet that's become load-bearing infrastructure. The question isn't whether to replace it — it's when and how. I've seen migrations go beautifully and I've seen them destroy years of institutional knowledge. The difference comes down to five decisions made before a single line of code is written.

Digital TransformationSystems MigrationChange Management
6 min read
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03ICT Project Management

Stakeholder Management on High-Stakes Data Projects: What They Don't Teach You

The Uganda Securities Exchange investor registry migration involved 30,000+ records, zero tolerance for downtime, and stakeholders ranging from regulators to retail investors. Technical execution was the easy part. The hard part was managing the humans — and that required a completely different skill set than anything in my computer science training.

Stakeholder ManagementCapital MarketsUganda
9 min read
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04Thought Leadership

Building Technology That Outlasts the Project: A Philosophy of Durable Systems

I've inherited systems built by consultants who were long gone before the first bug appeared. I've also handed over systems that teams are still running a decade later. The difference isn't the technology stack — it's a set of deliberate choices about documentation, training, and what "done" actually means. This is my philosophy of building for longevity.

Systems DesignSustainabilityDocumentation
7 min read
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Want to discuss ideas or collaborate on writing?

Innocent is open to co-authoring articles, contributing to technical publications, and speaking on data systems and ICT project management in Africa.

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