— SELECTED WORK
Products built around
deliberate decisions.
Case studies about how I framed the problem, evaluated alternatives and chose what to build.
SIGNAL
PROBLEM
DECISION
PRODUCT
LEARNING
— CASE STUDIES
FULL PROBLEM → PRODUCT DOCUMENTATION01 / CASE STUDY
PRISM
Turns fragmented company, stakeholder and market research into a structured sales brief.
KEY DECISION \u00b7 Used specialist AI agents instead of one general model to create more structured intelligence.
SIGNALDECISION
02 / CASE STUDY
Smart Finance
Built from my own early-career money questions to help others find a clearer next financial step.
KEY DECISION \u00b7 Moved from passive expense tracking toward contextual financial guidance.
SIGNALDECISION
03 / CASE STUDY
Apex F1
Connects every Grand Prix since 1950 with telemetry-driven race replays from 2018 onward.
KEY DECISION \u00b7 Layered a quick season scan, historical archive and telemetry replay inside one connected product.
SIGNALDECISION
— SELECTED PROJECTS
ANALYSIS & RESEARCH04 / PROJECT
Spotify Data Analysis
Turns a Top-50 dataset into connected catalog, artist and song-level analysis.
ANALYSIS STRUCTURE \u00b7 Connected a quick overview to artist and song detail without losing the underlying records.
QUESTIONFINDINGS
05 / PROJECT
Sentiment Analysis
Compared BERT with traditional baselines for text classification.
ANALYSIS STRUCTURE \u00b7 Used evaluation metrics beyond accuracy to understand model behavior.
QUESTIONFINDINGS
— THE NEXT DECISION
Have a complex problem
worth simplifying?
I’m exploring entry-level Associate Product Manager and AI Product opportunities where I can combine user understanding, analytical thinking and technical execution.
SIGNAL
PROBLEM
DECISION
PRODUCT
LEARNING
APPLYING