Writing
Articles on product decisions, trade-offs, and how operational realities shape customer and business outcomes.
Start here
Selected pieces that best represent how I think.
More writing
Additional articles and case studies.
Demand shaping · Segmentation · Marketplace
When a Trade-off Is Really a Segmentation Problem
Some marketplace problems look like pricing problems until you separate system state, preference strength, and the choices the product itself helped create.
Refactoring · Cursor · Product craft
What Refactoring Started to Mean to Me
A short reflection on building this website with Cursor and why refactoring, source-of-truth design, and deleting stale code became central to how I think.
Overcharge complaints · Pricing · Ride-hailing
Diagnosing Overcharge Complaints in a Ride-Hailing Marketplace
A data-led case study on pricing trust, GPS quality, marketplace signals, and rider complaints.
Scheduled rides · Ride-hailing · Reliability
Should a Ride-Hailing Marketplace Launch Scheduled Rides?
A product strategy case study on reliability, supply allocation, pricing, and phased rollout design for scheduled rides.