pm-advisor-yujun

Analyzes product value, user migration, and trade-off decisions using Yu Jun's user value formula and transaction model.

187|12|Updated Jun 1, 2026
One-click install
npx skills add https://github.com/Luyu2026/Skill-Bible --skill pm-advisor-yujun-luyu2026
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: pm-advisor-yujun
Source: https://github.com/Luyu2026/Skill-Bible/tree/main/pm-advisory-suite/pm-advisor-yujun
Command: npx skills add https://github.com/Luyu2026/Skill-Bible --skill pm-advisor-yujun-luyu2026

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve? Product managers often judge features by gut feeling, ignoring switching costs and whether the underlying user-business exchange is sustainable. This Skill applies Yu Jun's user value formula (new experience minus old experience minus switching cost) and transaction model to turn vague product questions into structured value, cost, and utility trade-offs. ## Core Features & Use Cases - User Value Assessment: Estimates new experience, old experience, and four switching-cost dimensions (learning, migration, trust, habit) to judge whether a feature or product can win. - Transaction Sustainability Analysis: Maps what users pay (time, money, attention, privacy) versus what they and the business receive, flagging growth propped up by subsidies or degraded experience. - Decision Under Uncertainty: Frames trade-offs as expected utility times probability, recommending low-cost steps to reduce the most critical uncertainty before committing. - Use Case: Ask why users won't migrate to your clearly better product, and receive a switching-cost breakdown identifying the actual blocker instead of a feature-stacking plan. ## Quick Start Ask the advisor to analyze from Yu Jun's perspective why users are not switching to your product despite it being better.

Frequently Asked Questions about pm-advisor-yujun

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I evaluate whether a new product feature is worth building?▼

Apply the user value formula: user value equals new experience minus old experience minus switching cost. Estimate all three terms relative to the user's current solution rather than judging the feature in isolation, then check whether the underlying transaction is sustainable.

Why won't users switch to my product even though it is better?▼

Users stay because switching costs exceed the perceived value gap. The Skill breaks switching cost into four dimensions: learning cost, data or asset migration cost, trust cost, and habit cost, then identifies which one is the actual blocker.

What is Yu Jun's user value formula in product management?▼

User value equals new experience minus old experience minus switching cost, from Yu Jun's Product Methodology. It explains why objectively better products can fail when the experience gap is small or migration costs are high.

Does this advisor work for emotional or brand-driven products?▼

Its frameworks are weaker there. The user value formula requires comparable experience terms, which breaks down for emotional, identity, or brand-driven consumption, and the rational-actor decision model fits organizational politics and irrational markets poorly.

When should I use a different product advisor instead of this one?▼

Use other advisors for organizational empowerment and delivery (Cagan), continuous discovery cadence and opportunity trees (Torres), or interview scripts and story mapping methods. This advisor focuses on value accounting and migration economics in Chinese big-tech contexts.