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Portfolio — 2026Bulawayo, Zimbabwe

Knowledge Mhodi

Research

000Founder · Researcher · Systems builder
KM

Freelance & collaborations

I work with founders, NGOs, researchers and businesses who want one person to own the whole thing — the question, the data, the product and the launch.
Available for freelance · replies within a day or two
01

Web platforms & products

From a problem statement to a deployed, maintainable platform — front end, API, database, auth and the admin tools to run it.

  • Next.js / React front ends
  • Node.js APIs
  • Auth & admin portals
  • Deployment & hand-over docs

Proof → AFCL, GROW, ZiMINDEX

02

Data analysis & research

Quantitative research on messy public data: cleaning, statistical analysis, clear figures and a write-up you can defend.

  • Research design
  • Reproducible Python analysis
  • Publication-ready figures
  • Reports & preprints

Proof → Three published preprints

03

Decision support & AI features

Recommendation engines and assistants that explain their reasoning, cite their data and decline to guess.

  • Recommendation logic
  • Grounded AI assistants
  • Evals: grounding, refusal, injection
  • Explainable outputs

Proof → GROW, ZiMINDEX, Mbele

04

Data pipelines & dashboards

Scheduled collectors, scrapers that respect robots.txt, clean storage and dashboards that show provenance.

  • Scrapers & collectors
  • Scheduled jobs (GitHub Actions, cron)
  • MongoDB / Postgres / SQLite
  • Stats portals & dashboards

Proof → data.afcl.africa, ZiMINDEX

05

Product strategy & MVPs

Framing the real problem, deciding what to cut, and shipping a first version that is honest about what it does.

  • Problem & user research
  • Scope and build plan
  • MVP in weeks, not months
  • Launch & iteration

Proof → Five products taken from idea to live

Not sure which of these you need?

Describe the problem instead. Working out what to build is part of the job.

Tell me about it →

Process

  1. 01

    Discover

    A call to understand the problem, the people it affects and what a good outcome looks like.

  2. 02

    Scope

    A written plan: what is in, what is out, how it will be built and how we will know it works.

  3. 03

    Build

    Short cycles with a live preview link from week one, so you see progress rather than hear about it.

  4. 04

    Launch

    Deployment, documentation and a hand-over — or ongoing support if you want it.

Fixed-scope build

A defined product or feature, delivered against an agreed plan.

Ongoing partnership

Monthly development and support for a product that keeps growing.

Research collaboration

Data analysis, study design or co-authored work with a clear question.

FAQ

Questions people ask first

Yes. I work remotely from Bulawayo on Central Africa Time (UTC+2), which overlaps comfortably with Africa, Europe and the Middle East, and partly with the Americas.