Portfolio

Engagement case studies, free tools, open-source libraries, and the internal tooling that powers the practice. Different problems, different tools — the common thread is data that hasn’t been cleaned, validated, or interpreted yet.

Engagements

Worked examples on synthetic data. The methodology, deliverables, and dollar figures are real — the company is invented so the work can be shown in full.

Product Data Health Audit

Every product record traced against GS1 standards, every downstream failure tracked to the field that caused it, annualized cost in dollars.

Trade Spend & Deduction Recovery

Where the waste is, which deductions are disputable, what's recoverable, and a prioritized action plan.

Fulfillment & OTIF Diagnostic

Reconciles internal fulfillment metrics against retailer scorecards, quantifies the gap, attributes root causes.

Channel Profitability & Capital Allocation

Which channels earn after all costs, where revenue-to-cash leakage concentrates, whether capital flows to the right shelf.

SKU Portfolio Audit

A scored kill list with quantified savings, a fix-or-kill action plan with one lever per SKU, methodology to re-run quarterly.

Retail Readiness & Launch

Readiness across eight dimensions for a specific retailer launch. Cash-flow modeling, GTIN validation, EDI preflight, gap-closing action plan.

Free Tools

Use these without an engagement. No login, no paywall.

Retail Readiness Scorecard

Score your brand across eight readiness dimensions. Red flags route to the relevant engagement page.

GTIN Product Data Validator

Validate product data against GS1 standards with retailer-specific context. Generates branded PDF reports with a prioritized fix roadmap.

EDI Preflight

Check EDI transaction sets for common errors before submitting to a trading partner.

Cost of Saying Yes

Model the true cost of a new retailer launch — month-by-month cash flow, not just the revenue projection.

Data Debt Calculator

Estimate your product data debt from five inputs. Sensitivity analysis, compliance timeline, cost-of-delay curve.

Monday Morning Report

A weekly executive reporting template. Download the Excel, plug in your data.

Download ↓

Open Source

Published on PyPI. Install with pip.

Data Hygiene Auditor

CLI that audits Excel files for mixed formats, misused fields, placeholder floods, and phantom duplicates.

datascope

Data profiling and quality scoring for tabular datasets. Summary statistics, anomaly detection, quality reports.

Consultant Tooling

Internal tools that power the practice. Published for transparency.

Data Differences Tool

Compare two datasets and surface every difference — added, removed, changed — with context.

Internal Data Anonymizer

Anonymize client data for portfolio use. Deterministic masking that preserves analytical relationships.

Different Buyer

Not running a brand — evaluating whether to buy one?

Customer Analysis — Acquisition Due Diligence

Pre-evaluation from transaction data: customer concentration, cohort retention, CLV modeling, risk flags, and a post-close action plan. For PE firms, family offices, or strategic acquirers.

Thirty minutes. No obligation.

Tell me about the data problem. I’ll tell you where the impact is hiding.

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