Portfolio

Product Thinking Labs

Focused explorations in product framing, experimentation, metrics, prioritization, and analysis.

01

Experiments and learning loops

02

Metrics and activation

03

Segmentation and prioritization

Library

The lab collection

Product questions explored through research, evidence, and practical decision frameworks.

Strategy

KidsGo Strategy

A strategy lab grounded in founder insight, user demand, and operational reality.

A product thinking exercise built around the real strategic questions behind KidsGo: what to focus on first, what to delay, and what has to be true for the product to work.

Strategy

Product analysis

OneNote Analysis

A product analysis focused on note-taking behavior, structure, and friction.

A short teardown of how product structure affects organization, retrieval, and day-to-day usefulness in note-taking tools.

Product analysis

Experiment

Gmail Experiment

A hypothesis-driven product exercise focused on behavior change and measurable learning.

A lightweight experiment design showing how to move from an observation to a test with a clear metric and learning goal.

Experiment

Metrics

Spotify HEART Metrics

A HEART-framework lab focused on activation, engagement, and product health signals.

A structured product thinking exercise using HEART to understand where value appears in the user journey and how to measure it.

Metrics

Segmentation

Netflix Segmentation

A segmentation exercise focused on behavior patterns and product implications.

A mini-case on how behavioral segmentation can reveal different user needs inside a single product ecosystem.

Segmentation

Prioritization

Spotify Prioritization

A prioritization lab balancing quantitative signals, qualitative signals, and direction.

A short case on turning mixed evidence into a prioritization call that is both explainable and product-relevant.

Prioritization

Toolkit

User Stories, MVP, and Value Proposition

A toolkit lab connecting product language to practical delivery choices.

A compact methods lab showing how user stories, MVP framing, and value proposition work reinforce each other when used well.

Toolkit