Formula 1
Race weekends, engineering battles and the tiny strategic decisions that can change an entire result.
PRODUCT MANAGEMENT · AI · DATA
I turn complex
signals into
products people
can act on.
Product-focused Computer Science graduate building AI and data products from problem discovery through working prototypes. My work combines user understanding, analytical thinking and technical execution.
— BEYOND THE ROADMAP
OFF / CLOCKCuriosity doesn’t
clock out.
Outside my projects, I’m usually discovering new music or exploring cars, emerging technology and what is changing across the automotive industry.
01
Travel
New places, local food, unfamiliar routines and noticing how people navigate everyday life differently.
Music
Playlists, discovery and the strange way one song can define an entire period of life.
Cars + Tech
Automotive design, emerging technology and the small interaction choices that shape the driving experience.
ON MY BOOKSHELF
The Vegetarian · Han Kang
Men Without Women · Haruki Murakami
Scroll to see the journey
— MY WORK
Featured Projects
A few projects showing how I frame problems, make decisions and build.
01 / 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
04 / 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
— PRODUCT PRINCIPLES
“The formulation of a problem is often more essential than its solution.”Albert Einstein and Leopold Infeld · The Evolution of Physics
Three principles that shape how I build.
Understand deeply. Test simply.
I spend time clarifying the problem first. Once the direction is clear, I prefer testing the smallest useful version rather than expanding the scope too early.
PRISM · MANUAL INPUT FIRSTMake uncertainty visible.
I do not think an AI response becomes useful simply because it sounds confident. People should understand its limits and know when human judgment is still required.
PRISM · SMART FINANCE · SENTIMENT ANALYSISLet complexity reveal itself gradually.
I prefer giving people a clear starting point and allowing them to explore more when they need it. Depth is valuable, but presenting everything at once can make even a useful product difficult to understand.
APEX F1 · SPOTIFY · SMART FINANCE— BEYOND THE WORK
Small experiments.
Real usefulness.
I like building tiny products around everyday friction—especially when the output can make one decision easier.
WEATHER SIGNALS8:00 AMMORNING DECISION
FUN EXPERIMENT · 01AUTOMATED · DAILY
Morning Brief
I built an Android morning brief that appears every day at 8:00 AM. It combines local weather, hourly forecasts, rain alerts, travel guidance and a daily quote into one glanceable screen.
- TRIGGER
- Every morning at 8:00
- INPUTS
- Location + live weather data
- OUTCOME
- Know what to expect and carry
— MY JOURNEY
Built across disciplines.
Focused on decisions.
Each stage added a different lens: how systems work, how data speaks and how products create a useful next step.
More about me01
Engineering
Built a foundation in computer science and technical problem-solving.
02
Machine Learning
Explored NLP through sentiment analysis and text classification.
03
Data Analytics
Turned datasets into decision-support insights.
04
Building Products
Built PRISM, Smart Finance, Apex F1 and working tools.
05
The next decision is yours.Product Management
Define the right problem and make deliberate product decisions.
— 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