Systems, models, and decisions.

Work across product, finance, quantitative modeling, strategy, data, and software—shown with the assumptions, tradeoffs, artifacts, validation, and ownership behind the final result.

Personal productKotlin Multiplatform · SQLDelight · Supabase/Postgres

System: A Local-First Personal Analytics Platform

Private Android/Desktop product covering requirements, scheduling, logging, history, analytics, local-first data semantics, regression testing, and AI-assisted development.

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Independent studyPython · Monte Carlo · Model validationInteractive results

Modeling International Expansion Under Uncertainty

A 15-year decision framework connecting country state, dependence, operating economics, financing capacity, rollout policy, and valuation across 120,000 simulated paths.

Case study + full paper →
Academic team · primary analytical leadExcel · DCF / NPV / IRR · SensitivityInteractive sensitivity

Capital Budgeting for a Five-Warehouse Expansion

10-year incremental cash-flow model with ramp, cannibalization, NWC recovery, salvage, sensitivity analysis, and financing-capacity reasoning.

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Academic team · valuation leadFCFF · WACC · DDM · P/E

Valuing Apple When the Methods Disagree

Forecast and valuation work that treated differences between FCFF, DDM, and peer P/E as an interpretation problem rather than just three outputs.

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Academic teamFive Forces · Value chain · Organization

WEBTOON: Strategy as an Activity System

Organizational design, value-chain, competitive, and monetization analysis with explicit attribution between individual and team-owned conclusions.

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Academic teamCountry screening · Weighted decision modelInteractive weighting

Screening Singapore for Costco Market Entry

Benefits/Costs/Risks country-screening tool comparing Singapore, South Korea, and Japan and explicitly interpreting the tradeoffs behind the scores.

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Academic MIS capstonePostgreSQL · Python · Embeddings · Logistic regressionInteractive POC logic

UniPath: An AI-Assisted Student Lifecycle Platform

34-table relational design plus a Python POC for ranking, semantic matching, admissions-likelihood outputs, and academic-risk workflows.

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Software engineering teamFastAPI · Maps · QA / requirements

CommuteWise

Public team release where my strongest ownership was product/process: requirements consolidation, integration review, manual/user testing, bug identification, and release validation.

Public release ↗
Coursework / team projectPostgreSQL · SQL · Python APIs

Database Systems

Schemas/ERDs, parameterized queries, joins, reads/writes, validation, transactions, and application integration.

Academic teamPricing · Break-even · Business modelHistorical evidence retained

Visionaire: Turning a Product Idea into Unit Economics

Early-stage AR smart-glasses concept; my primary ownership was pricing, financing, startup costs, revenue/expense projections, and break-even work.

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Academic projectTableau

Tableau Data Visualization

Public academic visualization project demonstrating dashboard/storytelling exposure.

Public Tableau ↗