Computer Science & Business Administration

Computer Science and Business, because I couldn’t pick between shipping code and pricing risk.

Real projects on both sides — data pipelines that process millions of rows, and valuation work that shows its assumptions instead of hiding them.

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Engineering & Research

Data pipelines and research studies — from a 950-video TikTok virality study to brand strategy work for real clients.

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Finance

Self-directed equity research — DCF models with the assumptions shown, not just the conclusion.

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Selected work

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Rush Hour: Predicting TikTok Virality Before It Happens

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Data & Research

A 950-video study showing you can identify a viral TikTok within two hours of launch — before the algorithm finishes deciding.

0videos tracked

0brands

0AUC by 24h

Python · Pandas · Statistical Modeling · Clustering

Does Editing Pace Change How Grateful Viewers Feel? (Ongoing)

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Data & Research

An ongoing study testing whether a DIY video's editing pace changes how viewers respond in the comments — 11K videos, 3M+ comments, still in analysis.

0Kvideos analyzed

0Mcomments classified

0search queries

Python · NLP · Computer Vision · GPT Classification

Recent finance

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AAPL Apple Inc. — Intrinsic Value Reassessment

Jul 01, 2026

Sample memo (demonstration content, not real investment research) built to exercise the Finance-track DCF pipeline end to end ahead of real weekly coverage. The model below projects five years of unlevered free cash flow from an illustrative revenue base, discounts it at an estimated WACC, and adds a Gordon Growth terminal value to derive an intrinsic value per share.

NVDA NVIDIA Corp. — Post-Earnings Reassessment

Jun 24, 2026

Sample memo (demonstration content, not real investment research) built to exercise the Finance-track DCF pipeline end to end ahead of real weekly coverage. The model below assumes continued high growth and elevated margins moderating toward a steady terminal state, discounted at a higher WACC reflecting greater cyclicality.