Section 06: Validation Experiments & Hypotheses
Transforming assumptions into actionable experiments for SkillSwap.
1. Hypothesis Framework
Hypothesis #1: The Trust Barrier
🔴 Critical"We believe that suburban homeowners will invite neighbors into their homes for skill exchange if we provide a vouching system and verified profiles."
Validation Signal: 60% of interviewees express willingness to enter a neighbor's home for exchange *if* vouched.
Hypothesis #2: Time-Credit Valuation
🔴 Critical"We believe that users will value 1 hour of piano lessons equal to 1 hour of lawn mowing if we provide a strict egalitarian time-banking system."
Validation Signal: Users complete exchanges without requesting "top-up" payments for higher-skilled tasks.
Hypothesis #3: Liquidity Bootstrapping
🟡 High"We believe that new users will engage immediately if we provide 3 free starter credits."
Validation Signal: 70% of new signups request a service within 48 hours using starter credits.
Hypothesis #4: HOA Partnership
🟡 High"We believe that HOA Boards will pay $99/month if we provide community engagement dashboards and group features."
Validation Signal: 3 out of 10 HOA presidents agree to a pilot meeting.
Hypothesis #5: Social Motivation
🟢 Medium"We believe that retirees will participate primarily for social connection rather than just transactional gain."
Validation Signal: Qualitative feedback ranks "meeting neighbors" higher than "getting free help".
Hypothesis #6: Channel Efficiency
🟢 Medium"We believe that physical community events will yield higher quality users than Facebook ads."
Validation Signal: Event signups have 3x higher retention rate than digital signups after 30 days.
2. Experiment Catalog
3. Experiment Prioritization Matrix
Prioritized by Impact vs. Effort. Focus on Critical Path items first.
4. Experiment Schedule (8-Week Sprint)
- Launch Landing Page (Exp #2)
- Recruit 20 interviewees via Nextdoor/FB Groups
- Conduct Problem Discovery Interviews (Exp #1)
- Analyze interview data for "Trust" insights
- Onboard 10 neighbors into "Manual Matchmaker" (Exp #3)
- Facilitate 10 exchanges manually (WhatsApp/Sheets)
- Gather feedback on "Time-Credit" fairness
- Test "Starter Credits" mechanic manually
- Conduct HOA Sales Sprint (Exp #4)
- Run Physical Flyer Test in pilot neighborhood (Exp #7)
- A/B Test Value Proposition Copy (Exp #6)
- Pricing Survey with early users (Exp #8)
- Compile all experiment results
- Calculate retention from Concierge phase
- Go/No-Go Decision Meeting
- Plan MVP build or Pivot strategy
5. Minimum Success Criteria (Go/No-Go)
Problem Validation
- Interview Confirmation ≥ 60%
- Landing Page Conversion ≥ 5%
Solution Validation
- Exchange Completion Rate ≥ 80%
- Time-Credit Fairness Rating ≥ 7/10
Business Model
- HOA Meeting Interest ≥ 3 mtgs
- Willingness to Pay (Premium) ≥ 30%
6. Pivot Triggers & Contingency Plans
| Trigger | Signal | Pivot / Action |
|---|---|---|
| Trust Barrier Too High | < 40% willing to enter neighbor's home. | Pivot to "Public Spaces Only" model (meet at parks/coffee shops) or focus on digital skills only. |
| Time-Credit Rejection | Users demand cash differential for high-skill tasks. | Pivot to "Marketplace + Barter" hybrid. Allow cash top-ups or market-rate pricing. |
| HOA Indifference | 0 HOA meetings booked from outreach sprint. | Drop B2B focus. Pivot to B2C Freemium only. Focus on individual neighborhoods rather than associations. |
| Low Liquidity | < 20% of users complete a second exchange. | Pivot to "Event-Based" model (Skill Swaps) rather than ongoing 1:1 exchange. |
7. Experiment Documentation Template
## Experiment: [Name] **Date:** [Start - End] **Hypothesis Tested:** #X ### Setup - What we did: [Brief description] - Sample size: [N] - Tools used: [e.g., Typeform, Zapier] - Cost incurred: [$] ### Results | Metric | Target | Actual | Pass/Fail | |--------|--------|--------|-----------| | [Metric 1] | [Target] | [Actual] | [Status] | ### Key Learnings - Insight #1: [Observation] - Insight #2: [Observation] - Surprise finding: [Unexpected data] ### Evidence - [Link to Google Drive/Notion] - [User Quote: "..."] ### Next Steps - [Decision: Proceed, Pivot, or Perish] - [Follow-up experiment needed?]