Thobelani Mfengwana — Data Analysis, Reporting & AI Capacity Building

What I Solve

Most programme teams are not short of data. They are short of the time, skills, and confidence to use it well.

Common Challenges

Reporting is manual, slow, and consumed by data capture rather than analysis

Dashboards exist but no one is confident interpreting or acting on them

AI tools are emerging but leadership doesn't know where to start — or what to trust

Donor reports require evidence that the team struggles to produce consistently

What Changes

Reporting systems that reduce manual effort and surface the right indicators

Teams that can read, interpret, and act on their own data with confidence

A clear, practical path into AI tools — without jargon, without overwhelm

Donor-ready evidence that reflects what your programme is actually achieving

A Journey, Not a Once-Off Fix

I work with organisations through a structured four-stage journey — from building basic data confidence to embedding AI-informed decision-making as an organisational capability. Each stage builds on the last.

Senior managers & directors

AI Awareness

Helping senior leaders understand what AI is, what it is not, and why it matters for their programmes — without the hype or the technical overwhelm. An accessible entry point for decision-makers.

M&E officers · data managers · programme coordinators

AI Literacy

Practical ability to use AI tools responsibly in day-to-day work — from writing reports and summarising data to interpreting outputs and knowing when not to trust them.

Programme teams

Data Decision-Making

Connecting data and AI outputs to real programme decisions — not just dashboards, but action. Structured analysis, indicator interpretation, and evidence-based planning built into your workflows.

Leadership teams

Decision Intelligence

Embedding data-driven decision-making as an organisational capability — not a one-off intervention. Systems, culture, and team confidence that outlast the engagement.

AI Skills Development

AI is arriving in development sector programmes. The question is whether your team has the skills to use it well.

AI skills development is now a core part of this practice — introduced at the right pace for your team, grounded in your programme context, and designed to build lasting skills rather than dependency.

Explore AI Skills Development

Why Work With Me

What I Bring

20+ years in public health programmes

NDoH, DHIS2, Global Fund, PEPFAR, CHAI — I know the environments your data lives in.

Data analysis and reporting expertise

Power BI, Excel, R, SQL, Python — applied to real programme data, not hypothetical examples.

Practical AI skills development

Building AI skills in programme teams — accessible, contextualised, and grounded in your actual work.

How I Work

Programme outcomes, not technical outputs

Every engagement is designed to drive a decision or build a capability — not to demonstrate technical skill.

No jargon, no intimidation

Built for programme managers who need results, not a data science lecture.

Your independence is the goal

I invest in your team's capability — not your organisation's ongoing dependence on me.

From Data Overload
to Confident Decisions