All work
Seven projects in business strategy, industrial operations, applied AI, analytics and student leadership.
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Dow
Pilot3sitesRemaining sites12sitesDiagram of the rollout used across 15 sites Workflow improvement · Program delivery
Migrating inspection records across 15 Dow sites
I proposed the rollout and designed the review process for migrating equipment-inspection records. The team completed the transition across 15 sites.
A three-site pilot established the workflow; site validation and working meetings helped move the reviews forward.
Industrial operations · Completed migration
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Energy market entry
Anonymized entry options Business strategy · Market-entry analysis
Choosing an energy market-entry route
I compared new and existing infrastructure, testing pricing, capacity use and investment timing to support a market-entry recommendation.
Using existing infrastructure could offer earlier entry, subject to capacity, useful life and switching costs.
MBA team engagement · Recommendations
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Services growth
- Project services
- Skill assessment
- Client needs
Illustrative method Growth strategy · Talent development
From staffing to project delivery
I recommended how a services firm could expand from staffing into project delivery, with changes to recruiting, training and client development.
Proposed measures paired time-to-hire with candidate quality and tracked referrals through to placement.
Independent engagement · Recommendations
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Weather-Ready
Prototype forecast · figures are interface examples Product discovery · Applied AI
AI planning for restaurant managers
I built a prototype that estimates dinner guests from weather and local context, explains the forecast and records managers’ feedback.
Original screens show the forecast range and a form for closures, patio limits, and private events.
MSBA practicum · Working prototype
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Public mortgage data
- Model performance
- Group comparisons
- Human review
Simplified reconstruction Analytical judgment · Model evaluation
When should a mortgage model withhold a prediction?
I evaluated predictions of historical mortgage decisions and proposed reserving uncertain cases for human review.
The middle score band holds 259,343 applications reserved for review in the proposed workflow.
Academic project · Model evaluation
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NBA analytics
- Player game records
- Season totals
- Role tiers
Simplified reconstruction Data modeling · Comparative analysis
Comparing NBA players by role and playing time
I built a database and compared player statistics per 36 minutes, using player roles and fixed historical benchmarks.
At 36 minutes, four assists is around the 95th percentile for bigs; creators have a median of 5.2.
Independent project · Data modeling and analysis
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Student off-road vehicle
The team's vehicle during the build Team leadership · Build coordination
Building our first off-road vehicle
I captained a 25-member team through design, fundraising and fabrication for our first BAJA competition.
Five groups worked on different parts of the vehicle, with weekly meetings to coordinate progress.
Student engineering project · Team leadership
Dow
Industrial operations · Completed migrationMigrating inspection records across 15 Dow sites
- My contribution
- I proposed the rollout structure, designed the site-review workflow and coordinated reporting between plant teams, specialists and leadership. In separate earlier work, I automated routine documentation and kept exceptions for review.
- Result
- The team completed the migration across 15 sites.
Energy market entry
MBA team engagement · RecommendationsChoosing an energy market-entry route
- My contribution
- I used scenario analysis to compare building new import infrastructure with using existing infrastructure. I examined how pricing, capacity use and investment timing affected the market-entry case.
- Result
- An MBA team market-entry recommendation; the engagement ended before investment or implementation.
Services growth
Independent engagement · RecommendationsFrom staffing to project delivery
- Project services
- Skill assessment
- Client needs
- My contribution
- I developed a growth strategy for moving from staffing into project delivery, with recommendations for recruiting, skill assessment, training and client development.
- Result
- An independent advisory deliverable with proposed measures. Implementation remained with the client.
Weather-Ready
MSBA practicum · Working prototypeAI planning for restaurant managers
- My contribution
- I built a prototype for restaurant managers to estimate dinner demand, understand the forecast and record service changes and feedback. Interviews about lead times and operating needs informed the workflow; I connected forecasting, explanations and stored context.
- Result
- A working graduate prototype combining demand forecasts with an AI conversation. Restaurant pilot outcomes and sustained adoption remain unmeasured.
Public mortgage data
Academic project · Model evaluationWhen should a mortgage model withhold a prediction?
- Model performance
- Group comparisons
- Human review
- My contribution
- I evaluated predictions on data reserved for testing, compared model behavior across groups and designed a workflow that reserves uncertain cases for human review.
- Result
- The proposed workflow provides predictions for about 85% of evaluation records. About 8% of those predictions disagree with the historical decision.
The public mortgage data records historical approval and denial, not creditworthiness. This academic audit does not establish fairness or a deployed decision system.
Read the mortgage auditNBA analytics
Independent project · Data modeling and analysisComparing NBA players by role and playing time
- Player game records
- Season totals
- Role tiers
- My contribution
- I built a database with one row per player per game, then grouped season statistics by inferred role and expressed them per 36 minutes.
- Result
- Recent qualified player-seasons can be compared with fixed historical benchmarks instead of only with current peers.
Historical box scores are unadjusted for era. The project documents unresolved data links and team-name variations.
Read the NBA storyStudent off-road vehicle
Student engineering project · Team leadershipBuilding our first off-road vehicle
- My contribution
- As captain, I organized the 25-member student team and coordinated weekly meetings and fundraising alongside design and fabrication.
- Result
- The team built an off-road vehicle for its first BAJA competition. A failed brake test ended participation.