Lumni · Research & requirements

Make the application journey clearer.

Define user problems, measurable quality criteria and a feedback loop for a Web/iOS college-application platform.

Product Manager · Research & Requirements · Jan 2026–present · San Francisco, CA

My role, decisions and lessons — text or English voice

Scope of the work

5
Trust dimensions
Measurable pass/fail criteria
11
Journeys & sub-journeys
Release QA coverage
17
Feedback items
Root-cause triage and release batching

Source: original Lumni experience record, Jan 2026–present. These figures describe work scope, not admissions, conversion or revenue results.

Open blank book and pencil in natural light

The problem

A college-application platform needs to help students and families navigate recommendations, admissions predictions, essays, a case library and community. Product requirements must make user needs and quality expectations explicit across that journey.

My role

My contribution

Led user-problem definition, research, requirements and product-quality criteria for the Web/iOS platform.

Team contribution

A teammate managed delivery. Research and requirements ownership are kept distinct from delivery ownership.

Research to decisions

  1. Research the problem

    Led research and user-problem definition across the college-application experience.

  2. Define requirements

    Translated findings into requirements for recommendations, predictions, essays, the case library and community.

  3. Make quality testable

    Turned quality goals into five measurable trust dimensions and pass/fail acceptance criteria. The complete private dimension definitions are not reproduced here.

  4. Cover the journey

    Built release QA coverage across 11 core journeys and sub-journeys.

  5. Close the feedback loop

    Triaged 17 feedback items through root-cause analysis, acceptance criteria and release batching. Benchmarked school predictions while separating consensus, hypotheses and claims pending validation.

Consensus

Keep supported agreement explicit.

Hypotheses

Label interpretations that still need evidence.

Pending validation

Keep unvalidated claims separate from established results.

What the results show

The supplied record supports responsibilities and scope. It does not include the complete private requirements document, product screenshots or an independently verified admissions outcome. No illustrative interface is presented as a real product screen.

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