Freelance data analytics

A trained eye for your data.

Metsuki is “the expression of the eyes” — the story behind the gaze. I help your team see the story in what seems like scattered data points on the surface.

Less noise, more insight: from tangled tables and dashboards to a clear line of sight for your next decisions.

Quietly powering decisions at teams like:

Fintech & crypto Digital products Marketplaces Climate & energy
“There have been few dashboards that were truly transformational for us. Metsuki’s work was one of them — we finally understood what to do next.” Product lead, B2C fintech

Metsuki, in one line

A solo data partner who can go from raw tables to thoughtful recommendations — not just charts, but a narrative you can act on.

What you can use Metsuki for

Product & growth analytics

Understand funnels, retention, and cohorts, and turn them into clear priorities for your roadmap and experiments.

  • Activation & retention diagnostics
  • Experiment design & analysis
  • North-star and KPI definition

Operations & performance

Reveal bottlenecks across operations, support, and finance with simple dashboards that leaders actually read.

  • Process health & SLAs
  • Unit economics & margin analysis
  • Forecasts for staffing and capacity

Analytics foundations

Make your analytics stack less fragile: better definitions, cleaner models, and documentation your team can trust.

  • Metric definitions & data contracts
  • Documentation and “how to read this” guides
  • Mentoring for junior analysts

Energy & climate data

Leverage a background in energy economics to explore markets, pricing, and grid data without the usual learning curve.

  • Electricity market analysis
  • Scenario modelling & simulations
  • Communicating complex systems simply

How engagements typically work

  1. 1. Listen

    We map your decisions, not just your data, and align on what “success” should look like in plain language.

  2. 2. Explore

    I connect to your existing tools, clean and reconcile data, and surface the patterns hiding in the noise.

  3. 3. Decide

    You get a concise walkthrough, recommended actions, and simple dashboards or reports your team can reuse.

Recent projects

Subscription churn early‑warning

Built a churn risk signal for a SaaS product, combining product usage, billing, and support data to flag at‑risk accounts weeks earlier.

Stack: SQL, Python, dbt, Metabase / Power BI

Crypto trading performance lens

Designed a trader‑level P&L and risk view for a crypto platform, clarifying which strategies actually worked across regimes.

Stack: Python, Pandas, cloud warehouse

Electricity market simulator

Simulated a day‑ahead electricity market to explain pricing, volatility, and system dynamics for non‑technical stakeholders.

Stack: Python, custom modelling, visualization

Founder’s “single source of truth”

Helped an early‑stage founder replace five disconnected spreadsheets with one calm, weekly snapshot of what actually mattered.

Stack: Spreadsheets, automation, lightweight BI

Why “Metsuki”?

Metsuki is Japanese for “eye” or “the way of seeing” — a reminder that analytics is less about flashy dashboards, and more about how you look at reality.

My work focuses on quiet, careful analysis: asking better questions, stress‑testing assumptions, and surfacing uncomfortable truths early enough to act on.

Background in data analytics, product, and energy economics, working across fintech, crypto, and climate‑adjacent projects.

Have a decision you’re stuck on?

Share a short description of your product, your data sources, and the decision you’re trying to make. I’ll reply with a quick perspective and, if helpful, a way we could work together.

No newsletter, no spam — just a human reply within 1–2 business days.