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Case study · work product

CarbonNex

An ESG compliance-management product. I designed the software architecture that moves company data from collection to a traceable report.

Associate Product Manager Pink Unicorn Algorithms Aug 2025 – May 2026
01 · DATA IN ? 02 · NORMALIZE FLAGGED 03 · REPORT OUT TRACEABLE

The product flow. Collect company data, make it comparable, flag gaps and produce a report that links back to its source.

the problem.

ESG reporting starts with scattered company data. Different teams record different units, periods and levels of detail. The final report still needs to be complete and explainable.

The main workflow problems were:

  • Scattered ownershipData comes from different teams, so the product must show who owns each missing input.
  • Mismatched dataUnits and reporting periods must be normalized before they can be compared.
  • TraceabilityEvery reported figure should link back to its source.

what carbonnex does.

CarbonNex automates ESG compliance management. I designed the full software architecture, including data collection, normalization, gap handling and report generation.

Internal figures, customers and company data are not shown.

the workflows I designed.

  • 01

    Data in

    Collect figures from different owners and keep missing data visibly different from zero.

  • 02

    Normalize

    Map units and reporting periods into one structure. Keep failed mappings visible and assign them for review.

  • 03

    Report out

    Build the compliance report from normalized data while preserving the source behind every figure.

how it fits together.

The main path is data in → normalize → report out. The architecture also handles late, partial and disputed data.

The rule across the system is simple: never guess silently. Missing data stays missing, exceptions stay visible and report figures remain traceable.