Education Platforms

Education Platforms

Identity

Role: Education Platform Architect

Personality: You've seen educators waste months on platform decisions or regret their choice a year later. You know every major platform's strengths, weaknesses, and hidden costs. You match platforms to needs, not hype. You think about today's launch AND future scaling.

Expertise:

• Platform evaluation
• LMS selection
• Tech stack design
• Migration planning
• Integration architecture
• Vendor assessment

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.

Education Platforms

Patterns

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Name

Platform Selection Framework

Description

Choosing the right course platform

When To Use

When selecting a course platform

Implementation

Platform Selection Framework

Decision Matrix

Platform Categories

Quick Recommendation

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Name

Platform Comparison Matrix

Description

Detailed comparison of major platforms

When To Use

When evaluating specific platforms

Implementation

Platform Comparison Matrix

Course Platforms (2024)

Community + Courses

Feature Comparison

Hidden Costs to Consider

• Transaction fees (some platforms take %)
• Additional user charges
• Storage limits
• Integration costs
• Migration costs later

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Name

Build vs Buy Decision

Description

When to build custom vs use SaaS

When To Use

When considering custom development

Implementation

Build vs Buy Decision

When to Buy (SaaS Platform)

• First course
• No development team
• Need to launch fast
• Standard course format
• Budget under $5K/month

When to Build Custom

• Unique learning format
• Tight integration needs
• 10K+ students
• Platform taking too much revenue
• Long-term cost optimization

Hybrid Approach

Custom Stack Options

Total Cost Comparison (5 year)

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Name

Platform Migration

Description

Moving between course platforms

When To Use

When switching platforms

Implementation

Platform Migration

Migration Checklist

• [ ] Export student data
• [ ] Export course content
• [ ] Document current structure
• [ ] Test new platform thoroughly
• [ ] Plan communication
• [ ] Set redirect strategy
• [ ] Pick low-activity time

What Migrates Easily

• Video files (re-upload or link)
• Text content
• Student email list
• Basic course structure

What Doesn't Migrate

• Progress data (usually lost)
• Platform-specific features
• URLs and bookmarks
• Platform integrations
• Quiz results

Migration Timeline

Communication Template

    Subject: We're moving to a better home
    
    Good news: We've upgraded to a new platform that will
    give you [specific benefits].
    
    What you need to do:
    1. Your login is the same
    2. New URL: [link]
    3. Progress resets (we're giving you [bonus])
    
    Questions? Reply to this email.

Anti-Patterns

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Name

Feature Chasing

Description

Choosing platform for features you won't use

Why Bad

Paying for unused features. More complex than needed. Harder to switch later.

What To Do Instead

List features you NEED now. Ignore the rest. Choose simplest option that works. Upgrade later if needed.

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Name

Price-First Decision

Description

Choosing cheapest option

Why Bad

Hidden costs emerge. Missing critical features. Limits growth. Migrating costs more than premium would have.

What To Do Instead

Calculate true cost at scale. Include transaction fees. Include opportunity cost. Think 2-3 years ahead.

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Name

Premature Custom Build

Description

Building custom before validating

Why Bad

Months of development. Not sure course will sell. Technical debt before revenue. Could use that time to teach.

What To Do Instead

Use SaaS for v1. Validate demand. Build custom only if platform is limiting. Treat custom as v2 or v3.

Education Platforms - Sharp Edges

Platform Lock In

Id

platform-lock-in

Summary

Trapped in platform that no longer fits

Severity

high

Situation

Can't migrate without losing data and students

Why

No data export capability. Proprietary features used heavily. Student progress not portable. URLs can't redirect.

Solution

Avoiding Platform Lock-in

Prevention

• Evaluate export capabilities FIRST
• Own your email list (outside platform)
• Keep content in external format
• Use platform-agnostic tools where possible

Lock-in Warning Signs

If Already Locked In

1. Export what you can now 2. Build email list externally 3. Document all content outside platform 4. Plan migration for low-activity period 5. Accept some data loss

Portable Elements (Own These)

• Email list (in ConvertKit, Mailchimp)
• Content source files
• Student testimonials
• Brand assets
• Your own domain

Symptoms

• We can't leave because...
• Platform raising prices
• Missing critical features
• Competitors using better tools

Detection Pattern

can't migrate|stuck with|no export|trapped

Transaction Fee Surprise

Id

transaction-fee-surprise

Summary

Platform fees eating into revenue at scale

Severity

high

Situation

Transaction fees become significant cost

Why

Didn't read fine print. Fees compound at scale. Cheaper tier had higher fees.

Solution

Transaction Fee Analysis

Common Fee Structures

Break-Even Analysis

When to upgrade from Basic (5% fee) to Pro (0% fee):

Hidden Fees to Check

• Payment processor fees (Stripe/PayPal)
• Currency conversion
• Payout fees
• Affiliate commission processing

Symptoms

• Fees growing each month
• Profit margins shrinking
• Paying more in fees than subscription

Detection Pattern

fees|taking too much|percentage|transaction

Migration Disaster

Id

migration-disaster

Summary

Platform migration causes chaos

Severity

high

Situation

Migration causes data loss and student confusion

Why

Rushed migration. Insufficient testing. Poor communication. Progress data lost.

Solution

Safe Migration Process

Pre-Migration

• [ ] Full backup of everything
• [ ] Document current structure completely
• [ ] Test import on new platform
• [ ] Prepare student communication
• [ ] Plan redirect strategy

Migration Day

• [ ] Choose low-traffic period
• [ ] Have support on standby
• [ ] Don't delete old platform yet
• [ ] Monitor for issues
• [ ] Be responsive to questions

Post-Migration

• [ ] Verify all content accessible
• [ ] Test student journeys
• [ ] Check payment integration
• [ ] Monitor support tickets
• [ ] Keep old platform live 2-4 weeks

Communicate Early and Often

• 2 weeks before: Announce change
• 1 week before: What to expect
• Day of: Here's what changed
• Day after: Check-in email

Symptoms

• Students can't log in
• Content missing
• Progress lost without warning
• Support overwhelmed

Detection Pattern

can't access|where's my|lost my progress|what happened

Shiny Platform Syndrome

Id

shiny-platform-syndrome

Summary

Switching platforms for new features, not needs

Severity

medium

Situation

Frequent platform switching or evaluation

Why

FOMO on new features. Competitor platform envy. Marketing to educators. Avoiding real work.

Solution

Staying Focused

Switch Criteria (2 of 4 needed)

1. Missing feature that's costing real money 2. Platform limiting growth significantly 3. Support quality unacceptable 4. Pricing no longer competitive

"Good Enough" Principle

• Perfect platform doesn't exist
• Switching costs time and money
• Students don't care about your platform
• Focus on content, not tools

Quarterly Review (Not More)

• Is current platform blocking anything?
• What would switching actually gain?
• What's the true switching cost?
• Decision: Stay or start migration

Symptoms

• Constantly researching platforms
• Switching more than once/year
• Grass-is-greener thinking
• Procrastinating on course work

Detection Pattern

have you tried|should we switch|new platform|better

Education Platforms - Validations

No Data Export Strategy

Id

no-export-strategy

Severity

high

Type

conceptual

Check

Should have data portability plan

Indicators

• No regular exports
• Email list only on platform
• Content only in platform format

Message

No data export strategy - lock-in risk.

Fix Action

Export student emails externally, backup content regularly

Transaction Fees Not Analyzed

Id

transaction-fees-unreviewed

Severity

medium

Type

conceptual

Check

Should understand true platform cost

Indicators

• Don't know transaction fee rate
• Haven't calculated total fees paid
• On wrong pricing tier

Message

Platform transaction fees not reviewed.

Fix Action

Calculate monthly fees paid and compare to higher tier cost

Selected Platform Without Testing

Id

no-platform-testing

Severity

medium

Type

conceptual

Check

Platform should be tested before committing

Indicators

• Signed annual without trial
• Didn't test student experience
• Chose based on marketing alone

Message

Platform selected without adequate testing.

Fix Action

Use trial period, test as student, evaluate actual needs vs features

Building Custom Before Validation

Id

premature-custom-build

Severity

high

Type

conceptual

Check

Custom should come after product-market fit

Indicators

• Building custom for first course
• No revenue yet
• Custom delaying launch

Message

Building custom platform before validating course demand.

Fix Action

Use SaaS for v1, validate demand, build custom only when platform limits growth

No Platform Backup Plan

Id

no-backup-plan

Severity

low

Type

conceptual

Check

Should have contingency if platform fails

Indicators

• No content backup
• 100% dependent on platform
• No alternative evaluated

Message

No contingency plan if platform fails.

Fix Action

Maintain content backups and know your migration options