Skip to content

The workbench

Always a work in progress.

Independent builds and professional simulations outside formal employment. A record of what I’m working through.

active8

Data Product

VenueMatch

A deployed booking-intelligence product with dated data audits and visible evidence gaps.

  • Data Engineering
  • Explainable Recommendations
  • Temporal Evaluation

Historical evaluation readiness

Reviewing identity resolution and historical coverage before predictive-model evaluation.

Next output

A reviewed enrichment plan and defensible temporal benchmark.

Started 2026-06 / Independent BuildExplore the project

Sports Analytics Product

GOAT Lab

An inspectable basketball analytics product; the completed calibration study selected no candidate.

  • Probabilistic Rankings
  • Historical Provenance
  • Product Verification

Frozen release / calibration unresolved

Preserving the ranking release and documenting the failed calibration gates.

Next output

Browser verification of the latest search guard; a separately reviewed calibration decision.

Started 2026-09 / Independent BuildExplore the project

Geospatial Prototype

AEGIS

Earth and Near-Earth exploration with dated source metadata and explicit failure states.

  • CesiumJS
  • Geospatial Data
  • Source Integrity

Local prototype / integration check pending

Distinguishing empty, unusable, and unavailable observation feeds.

Next output

Cached-route and browser verification of the latest catalog-integrity repair.

Started 2026-10 / Independent BuildExplore the project

Simulation & Research

CryptoStrategyLab

A research dashboard and simulated portfolio system, with no live trading or proven performance claim.

  • Simulation
  • Event Ledgers
  • Reproducibility

Local prototype / acceptance gates pending

Validating dashboard freshness and preserving independent simulation evidence.

Next output

Mounted freshness checks and completion of operational provenance and Linux acceptance gates.

Started 2026-10 / Independent BuildExplore the project

Machine Learning Experiment

Autonomous Racing Line Optimizer

The later imitation candidate completed 60 safe cases but did not beat the fixed correction.

  • Imitation Learning
  • Matched Evaluation
  • Simulation

Epoch 3 baseline / Epoch 10 not promoted

Reviewing evaluated imitation results against both BC and the fixed correction.

Next output

A reviewed next-experiment decision with execution gates satisfied.

Started 2026-05 / Independent BuildExplore the project

Graduate Capstone

Residential Prediction Capstone

An anonymized team capstone with shared data and evaluation contracts.

  • CatBoost
  • Cascade Forests
  • Temporal Evaluation

Model development / governed comparison

Separating sale-price regression from horizon-specific sale-likelihood classification.

Next output

Reproducible model comparison and a client-safe account of approved results.

Started 2026-05 / Graduate CapstoneExplore the project

Portfolio Build

Healthcare Fraud Platform Iteration

Active iteration on the healthcare fraud platform is centered on making scoring outputs more operationally useful and easier to explain to reviewers.

  • Streamlit
  • Fraud Analytics
  • Decision Support
  • Responsible AI

Dashboard refinement pass

Refining business impact assumptions and dashboard walkthroughs

Next output

Sharper investigator walkthrough and clearer executive-facing impact framing.

Started 2026-05 / Independent BuildExplore the project

Forage Virtual Job Simulation

British Airways Data Science Job Simulation

A self-paced simulation focused on turning business rules into a reusable data decisioning output for airport operations.

  • Data Science
  • Lookup Logic
  • Business Rules
  • Written Justification

Task 1 of 2

Task One — Modeling lounge eligibility at Heathrow Terminal 3

Next output

Reusable lounge eligibility lookup table plus written justification.

Started 2026-06 / ForageView program

queued2

Virtual Experience

JPMorgan Chase Software Engineering Virtual Experience

Professional simulation focused on translating engineering tasks into clean, business-facing frontend deliverables.

  • React
  • TypeScript
  • Financial Data
  • Git

Task 2 of 4

Task 2 — Data visualization dashboard

Next output

Business-facing dashboard implementation with cleaner frontend structure.

Started 2026-05 / ForageView program

Forage Virtual Job Simulation

Deloitte Data Analytics Job Simulation

Queued analytics simulation focused on structured data cleanup, dashboard communication, and client-ready presentation work.

  • Excel
  • Tableau
  • Data Cleaning
  • Client Reporting

Queued

Preparing to begin the task sequence

Next output

Initial analysis artifacts and a client-facing data story.

Started 2026-06 / ForageView program

completed1

Forage Virtual Job Simulation

BCG X Data Science Job Simulation

Completed BCG X's self-paced data science simulation covering problem framing, exploratory analysis, feature engineering, modeling, evaluation, and stakeholder recommendations.

  • Exploratory Data Analysis
  • Feature Engineering
  • Predictive Modeling
  • Business Recommendations

Completed / 6 tasks

Completed the full client-data workflow from business framing through recommendations

Next output

Completed analysis and recommendation workflow retained in the Workbench archive.

Started 2026-05 / ForageView program