Aperture — Case Study

A structured case study split into short chapters for quick reading.

Chapters · 3 months

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Read the chaptered version from overview to results.
Product Management User Research AARRR Framework Usability Experimentation

Chapters

Chapter 1

Overview

Overview, role, and scope for improving filter discovery in an ad-based photo sharing platform.
Chapter 2

Defining the Problem

The filter discovery problem and why it impacts engagement, retention, and revenue.
Chapter 3

Research & User Insights

Research approach and the qualitative and quantitative insights that shaped priorities.
Chapter 4

Frameworks & Decision Logic

AARRR funnel mapping and the focus areas selected for impact.
Chapter 5

Solution & MVP

The proposed solution focused on surfacing filters earlier and simplifying access in the core flow.
Chapter 6

Validation & Experimentation

Success criteria and the A/B test design to validate the solution.
Chapter 7

Results & Learnings

Outcomes, key learnings, and potential next steps.