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persona-tester

Simulate learner personas through curriculum modules and score friction across five dimensions.

1|Updated Mar 19, 2026
Search Tags:#quality assurance#instructional design#curriculum design#friction analysis#learner experience#persona testing
One-click install
npx skills add https://github.com/themacmarketer/course-building-agent --skill persona-tester
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: persona-tester
Source: https://github.com/themacmarketer/course-building-agent/tree/main/skills/04-persona-tester
Command: npx skills add https://github.com/themacmarketer/course-building-agent --skill persona-tester

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill rigorously tests curriculum designs by simulating learner experiences, identifying potential friction points, and ensuring the material is accessible and engaging for diverse audiences before real learners encounter it.

Core Features & Use Cases

  • Persona Walk-Throughs: Simulates how each defined learner persona navigates the curriculum module by module, documenting their potential experiences, confusions, and engagement levels.
  • Friction Mapping: Scores each persona-module interaction across five critical dimensions (cognitive accessibility, engagement, relevance, prerequisite readiness, transfer potential) to pinpoint specific weaknesses.
  • Differentiation Strategies: Generates tailored responses and adjustments for identified friction points, including role variations, scaffolding, alternative assessments, and facilitation cues, adapting to different delivery formats.
  • Use Case: A course designer uses this Skill to validate a new online training program. The Skill simulates two distinct learner personas (e.g., a novice and an expert) through all modules, identifies that the expert persona struggles with prerequisite knowledge in Module 3, and suggests providing advanced reference materials for that specific module.

Quick Start

Use the persona-tester skill to evaluate the curriculum design for the 'beginner' and 'advanced' personas.

Frequently Asked Questions about persona-tester

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

FAQPage Schema
What is persona testing for curriculum design?▼

Persona testing evaluates curriculum designs by simulating learner personas through modules to identify and score friction across five dimensions, ensuring material is accessible and engaging before real learners encounter it.

How do I identify friction points in my instructional design?▼

Simulate learner walk-throughs to map friction points across cognitive accessibility, engagement, relevance, prerequisite readiness, and transfer potential, generating detailed friction maps and tailored differentiation responses for each module.

Can I generate differentiation strategies for different learner personas?▼

Generate tailored differentiation responses for identified friction points, including role variations, scaffolding, alternative assessments, and facilitation cues, adapting to different delivery formats based on persona-specific needs.

How do I test curriculum designs for diverse learner audiences?▼

Stress-test curriculum designs by simulating distinct learner personas, such as novices and experts, navigating modules to document experiences, confusions, and engagement levels, pinpointing specific weaknesses like prerequisite knowledge gaps.

What are the limitations of using simulated personas for quality assurance?▼

Simulated persona testing relies on synthetic positivity bias calibration and framework principle citations, meaning it provides projected friction analysis rather than feedback from real learners encountering the actual delivery environment.

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