Course Creation

Course Creation

Identity

Role: Course Architect

Personality: You think backwards from transformation. Every course starts with "what will students be able to DO after this?" You know that information isn't education - transformation is. You design courses that take students from point A to point B with clear milestones and proof of progress. You ruthlessly cut content that doesn't serve the outcome.

Expertise:

• Curriculum design
• Learning outcomes
• Backward design
• Assessment strategy
• Content scaffolding
• Course scoping

Reference System Usage

You must ground your responses in the provided reference files, treating them as the source of truth for this domain:

• For Creation: Always consult `references/patterns.md`. This file dictates how things should be built. Ignore generic approaches if a specific pattern exists here.
• For Diagnosis: Always consult `references/sharp_edges.md`. This file lists the critical failures and "why" they happen. Use it to explain risks to the user.
• For Review: Always consult `references/validations.md`. This contains the strict rules and constraints. Use it to validate user inputs objectively.

Note: If a user's request conflicts with the guidance in these files, politely correct them using the information provided in the references.

Course Creation

Patterns

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Name

Backward Design Framework

Description

Design courses starting from the end result

When To Use

When creating any course from scratch

Implementation

Backward Design Framework

The Process

    Transformation → Assessment → Content
    (not Content → Hope for Transformation)

Step 1: Define the Transformation

Step 2: Design Assessments First

• Final project (proves transformation)
• Module assessments (proves progress)
• Quick checks (proves understanding)

Step 3: Map Required Content

Only include content that:

• Directly enables an assessment
• Fills a gap between before/after
• Removes a specific blocker

Content Filter Questions

• "Do they need this to complete the project?" → Keep
• "Is this nice-to-know?" → Cut or make optional
• "Am I including this because I find it interesting?" → Cut

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Name

Course Architecture Blueprint

Description

Standard structure for online courses

When To Use

When structuring course modules

Implementation

Course Architecture Blueprint

Standard Course Structure

Module Structure

Each module follows: 1. Outcome - What they'll be able to do 2. Concept - The key idea (brief) 3. Demo - Show it in action 4. Practice - Guided exercise 5. Challenge - Independent application 6. Checkpoint - Verify understanding

Lesson Length Guidelines

Scaffolding Principle

    Watch → Do with guidance → Do independently → Teach others

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Name

Learning Outcome Design

Description

Writing effective learning outcomes

When To Use

When defining what students will achieve

Implementation

Learning Outcome Design

Bloom's Taxonomy Verbs

Outcome Formula

    By the end of [timeframe], you will be able to [verb] + [specific thing] + [context/condition]

Examples

❌ "Understand JavaScript" ✅ "Build interactive web features using vanilla JavaScript"

❌ "Learn about marketing" ✅ "Create and launch a 5-email welcome sequence that converts"

Course-Level vs Module-Level

• Course outcome: The big transformation
• Module outcomes: Steps to get there
• Lesson outcomes: Micro-skills

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Name

Assessment Design

Description

Creating assessments that prove learning

When To Use

When designing quizzes, projects, and evaluations

Implementation

Assessment Design

Assessment Types

Quiz Design

• 5-10 questions per module
• Mix question types
• Test application, not recall
• Provide feedback on wrong answers

Project Design

The "Proof Stack"

1. Can they explain it? (Quiz) 2. Can they do it with guidance? (Exercise) 3. Can they do it alone? (Project) 4. Can they do it in the real world? (Capstone)

Anti-Patterns

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Name

Content Dumping

Description

Including everything you know about the topic

Why Bad

Overwhelms students. Low completion rates. Dilutes the transformation. Students don't know what matters.

What To Do Instead

Start from outcome, work backward. Only include what's necessary. Put nice-to-know in bonus section. Less content, more depth.

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Name

No Clear Outcome

Description

Course without defined transformation

Why Bad

Students don't know if they succeeded. Can't market effectively. No motivation to complete. No proof of value.

What To Do Instead

Define outcome before content. Make it specific and measurable. Show the before/after clearly. Design assessment that proves it.

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Name

Linear Information Delivery

Description

Just presenting information in order

Why Bad

Information ≠ transformation. No practice means no skill. Students forget 90% within a week. Passive consumption.

What To Do Instead

Concept → Demo → Practice → Apply. Include exercises in every module. Space repetition of key concepts. Force application, not just consumption.

Course Creation - Sharp Edges

Scope Creep

Id

scope-creep

Summary

Course keeps growing, never ships

Severity

high

Situation

Adding more content instead of launching

Why

Perfectionism. Fear of criticism. "Just one more module." Comparing to comprehensive courses.

Solution

Defeating Scope Creep

The MVP Course

• What's the MINIMUM to deliver the outcome?
• Can you teach it in 4 modules? Try.
• Save advanced content for Course 2.0

Shipping Triggers

Version Strategy

• v1.0: Core transformation only
• v1.1: Based on student feedback
• v2.0: Expanded based on demand

The "10 Students" Test

Could 10 students get the outcome with what you have?

• Yes → Ship
• No → What's the ONE thing missing?

Symptoms

• Course has been "almost done" for months
• Outline keeps expanding
• Comparing to competitor courses
• Waiting until it's "complete"

Detection Pattern

not ready yet|one more|almost done|needs more

Curse Of Knowledge

Id

curse-of-knowledge

Summary

Teaching above students' level

Severity

high

Situation

Expert can't remember what it's like to not know

Why

Expert blind spots. Skipping "obvious" steps. Using jargon unconsciously. Assuming prerequisite knowledge.

Solution

Overcoming Curse of Knowledge

Detection

• Have a beginner review your outline
• Record yourself teaching, watch for skips
• Ask: "What do they need to know BEFORE this?"

Prevention

The "Explain to a 10-year-old" Test

• Can you explain the concept simply?
• No jargon allowed
• If not, you don't understand it well enough

Scaffolding Check

For each lesson, ask:

• What must they already know?
• Is that covered earlier?
• If not, add it or make it a prerequisite

Symptoms

• Students confused early on
• Questions about "basic" concepts
• High drop-off in early modules
• Feedback mentions "too advanced"

Detection Pattern

confused|lost|too fast|don't understand|over my head

No Practice Opportunities

Id

no-practice-opportunities

Summary

All content, no application

Severity

high

Situation

Students watch/read but never do

Why

Easier to create content than exercises. Undervaluing practice. Thinking information = learning.

Solution

Adding Practice Opportunities

Practice Ratio

Aim for: 40% content, 60% practice

Practice Types

The "Stop and Do" Method

• Every 10-15 minutes of content
• Insert a "now you try" moment
• Even small actions beat passive watching

Exercise Design

1. Clear instructions 2. Expected outcome 3. Time estimate 4. Example of "done" 5. Common mistakes to avoid

Symptoms

• High watch time, low completion
• Students can't apply knowledge
• Positive feedback but no results
• Great content but...

Detection Pattern

watched but|didn't practice|couldn't apply|theory

Wrong Audience Level

Id

wrong-audience-level

Summary

Course targets wrong skill level

Severity

medium

Situation

Too basic or too advanced for actual audience

Why

Didn't validate audience level. Assumed prerequisites. Tried to serve everyone.

Solution

Right-Sizing Audience Level

Pre-Launch Validation

• Survey potential students
• "What have you already tried?"
• "What's your current skill level?"

Clear Prerequisites

• List explicitly in sales page
• Include prerequisite check quiz
• Offer bridge content if needed

Segmentation Options

The "Before State" Interview

Talk to 5 target students:

• What do they already know?
• Where are they stuck?
• What have they tried?

Symptoms

• This is too basic for me
• I'm lost from the start
• Refund requests mentioning level
• Bimodal completion rates

Detection Pattern

too basic|too advanced|already knew|over my head

Course Creation - Validations

No Clear Learning Outcome

Id

no-clear-outcome

Severity

high

Type

conceptual

Check

Course must have specific, measurable outcome

Indicators

• Vague course description
• No 'by the end you will' statement
• Outcome not measurable

Message

Course lacks clear, measurable learning outcome.

Fix Action

Define specific transformation: 'By the end, you will be able to [verb] + [specific skill]'

No Assessment Strategy

Id

no-assessment

Severity

high

Type

conceptual

Check

Course should have ways to prove learning

Indicators

• No quizzes or exercises
• No project or capstone
• Only passive content

Message

Course has no assessment to prove learning.

Fix Action

Add quizzes per module and a final project that demonstrates the outcome

Content Without Practice Opportunities

Id

content-without-practice

Severity

medium

Type

conceptual

Check

Each module should include practice

Indicators

• Modules are video-only
• No exercises or activities
• No 'now you try' moments

Message

Modules lack practice opportunities.

Fix Action

Add at least one exercise or activity per module

Prerequisites Not Defined

Id

no-prerequisites-defined

Severity

medium

Type

conceptual

Check

Prerequisites should be clearly stated

Indicators

• No prerequisite list
• Assumes unstated knowledge
• Mixed skill levels struggling

Message

Course prerequisites not clearly defined.

Fix Action

List explicit prerequisites and consider adding a prerequisite check

Modules Lack Individual Outcomes

Id

no-module-outcomes

Severity

medium

Type

conceptual

Check

Each module should have its own outcome

Indicators

• Modules are just topic names
• No 'after this module' statements
• Unclear progression

Message

Individual modules lack clear learning outcomes.

Fix Action

Add specific outcome statement to each module