Metrics Framework & Testing Plan
How to Know If It's Working
Test Architect: Murat Philosophy: Risk-based testing. Depth scales with impact. Data-driven decisions.
Critical Success Metrics (Must Track)
Leading Indicators (Week 1-2)
These tell you early if you're on track or need to pivot.
| Metric | Target | Red Flag | Action if Red Flag |
|---|---|---|---|
| First-session attendance | 15+ people Week 1 | <10 people | Intensify outreach, consolidate locations |
| Contact capture rate | 80%+ | <60% | Simplify signup process, incentivize |
| 48-hour response rate | 40%+ reply to first contact | <20% | Test different messaging, timing |
| Ambassador activation | 20+ of 30 say yes | <15 | Personal calls, improve incentives |
| Property manager responses | 3+ positive responses | <2 | Shift focus to Strategy 1 & 3 |
Momentum Indicators (Week 2-3)
These show if your retention system is working.
| Metric | Target | Red Flag | Action if Red Flag |
|---|---|---|---|
| Week 1 → Week 2 return rate | 60% | <40% | Fix retention flow, survey dropouts |
| Week 2 → Week 3 return rate | 75% | <50% | Experience isn't compelling enough |
| Referral rate | 20% bring a friend by Week 3 | <10% | Explicitly ask for referrals |
| Email open rate | 40%+ | <25% | Improve subject lines |
| SMS response rate | 30%+ | <15% | Test voice note vs text |
Conversion Indicators (Week 3-5)
These determine if you'll fill the January course.
| Metric | Target | Red Flag | Action if Red Flag |
|---|---|---|---|
| Intro talk signup rate | 50% of Week 3+ attendees | <30% | Strengthen in-session promotion |
| Intro talk attendance | 80% of signups show | <60% | Day-before confirmation calls |
| Intro talk → Course conversion | 30-40% | <20% | Improve intro talk content, offer payment plans |
| Early bird discount uptake | 60% register before Jan 8 | <40% | Emphasize deadline, create urgency |
Tracking System
Master Google Sheet Structure
Tab 1: Session Attendance | Date | Location | Attendees | New | Returning | Contacts Captured | Notes | |------|----------|-----------|-----|-----------|-------------------|-------| | 11/27 | Building A | 12 | 12 | 0 | 10 (83%) | Good energy | | 12/4 | Building A | 15 | 8 | 7 (58% retention) | 14 (93%) | |
Tab 2: Participant Tracking | Name | Phone | Email | First Session | Sessions Attended | Buddy Assigned | Intro Talk? | Course Registered? | |------|-------|-------|---------------|-------------------|----------------|-------------|-------------------| | Jane Doe | 202-555-1234 | jane@email.com | 11/27 | 11/27, 12/4, 12/11 | Sarah K. | Yes (12/14) | Yes |
Tab 3: Communication Log | Name | Voice Note Sent | SMS Sent | Email Sent | Responses | Week 2 Attended? | |------|----------------|----------|------------|-----------|------------------| | Jane Doe | 11/27 8pm | 11/28 9am | 11/29 10am | Replied to SMS | Yes |
Tab 4: Strategy Performance | Strategy | Contacts Generated | Intro Talk Attendees | Course Registrations | Cost | ROI | |----------|-------------------|---------------------|---------------------|------|-----| | Graduate Ambassadors | 45 | 32 | 15 | $150 | 10x | | Residential Buildings | 38 | 12 | 4 | $250 | 1.6x |
Tab 5: Weekly Dashboard | Week | Total Attendance | New Contacts | Retention Rate | Intro Signups | Course Registrations | Notes | |------|-----------------|--------------|----------------|---------------|---------------------|-------| | 1 (11/27) | 20 | 20 | N/A | 0 | 0 | Launch week | | 2 (12/4) | 28 | 16 | 60% | 3 | 0 | On track |
A/B Testing Plan
Week 1 Experiments (Sprint 1)
Test 1: Voice Note vs. SMS (Sally's Hypothesis)
- What: Hour-1 retention contact method
- Group A: Voice note via WhatsApp
- Group B: Text message only
- Sample size: Minimum 20 people (10 per group)
- Measure: Week 2 return rate
- Decision criteria: If voice note improves retention by >15%, use voice notes for all
Test 2: Messaging Variants
- What: Session promotion messaging
- Variant A: "Free Stress-Relief Meditation"
- Variant B: "Navigate Uncertainty with Breathwork"
- Variant C: "Science-Backed Calm for DC Professionals"
- Where: Property manager outreach, flyers, social posts
- Measure: First-session attendance per variant
- Decision criteria: Double down on highest-performing message Week 2
Test 3: Session Timing (If Feasible)
- What: Optimal session time
- Option A: Wednesday 7:00 PM
- Option B: Wednesday 12:00 PM (lunch)
- Option C: Saturday 10:00 AM
- Measure: Attendance and retention rates
- Decision criteria: Focus on time slot with best retention
Week 2 Optimizations
Based on Week 1 data: - Kill underperforming channels - Double down on what works - Refine messaging - Adjust retention flow timing
Example: - If voice notes win → train all volunteers on voice notes - If evening sessions win → consolidate to evenings only - If "stress-free" messaging wins → update all collateral
Week 3-4 Iteration
Focus: Conversion optimization - Test different intro talk closing scripts - Test discount amounts (if allowed) - Test payment plan messaging - Test testimonial formats (video vs. written)
Risk Mitigation Framework
High-Risk Scenarios
RISK 1: Property Managers Ignore Outreach
- Likelihood: HIGH (60%)
- Impact: MEDIUM (reduces Strategy 2 effectiveness)
- Mitigation:
- Multi-touch approach (email → phone → in-person)
- Fallback: Focus on Strategies 1 & 3
- Pivot timeline: If <2 responses by Nov 26, deprioritize Strategy 2
- Test: Week 1 outreach results
RISK 2: First Sessions Have <5 People
- Likelihood: MEDIUM (30%)
- Impact: HIGH (demoralizing, inefficient)
- Mitigation:
- Consolidate locations (better to have 1 full session than 3 empty ones)
- Intensify promotion (Ambassadors attend Week 1 to boost numbers)
- Lower threshold for "success" (8-10 people is still viable)
- Test: Week 1 attendance data
RISK 3: Retention Flow Breaks (Volunteer No-Shows)
- Likelihood: MEDIUM (35%)
- Impact: HIGH (kills retention system)
- Mitigation:
- Backup volunteers assigned for each role
- Automated email sequence as fallback
- Community Connectors handle max 10 people each (scalability)
- Test: Week 1 volunteer execution tracking
RISK 4: December 21 WMD Competes with Holiday Travel
- Likelihood: MEDIUM (40%)
- Impact: MEDIUM (lower WMD attendance)
- Mitigation:
- Frame as "escape holiday stress" not "add to schedule"
- Host early (7 PM) to accommodate dinner plans
- Hybrid option (if technically feasible)
- Test: RSVP data Dec 15-20
RISK 5: January Course Timing Conflicts
- Likelihood: LOW (20%)
- Impact: MEDIUM (lose late converters)
- Mitigation:
- Offer February cohort as backup
- Payment plans (pay now, take course later)
- Flexible scheduling if possible
- Test: Registration feedback
Medium-Risk Scenarios
RISK: Yoga Studios Slow to Respond
- Fallback: Direct outreach to yoga teachers (not just studio owners)
- Pivot: Offer workshops at Art of Living center instead
RISK: Digital Ads Don't Perform
- Fallback: Redirect budget to printing/materials for Strategies 1-3
- Pivot timeline: If <1% CTR after $200 spent, pause ads
RISK: Ambassador Fatigue
- Fallback: Smaller ask (1 friend instead of 2)
- Pivot: Focus on top 10 most engaged Ambassadors
Weekly Standup Metrics Review
Every Monday 8:00 PM
Agenda Item: Metrics Review (5 minutes)
Review Dashboard: 1. Last week attendance vs. target 2. Retention rate (actual vs. 60%/75% target) 3. Contact capture rate 4. Any red flags? 5. What's working? (do more) 6. What's not? (kill or fix)
Decision Framework: - Green metrics → Stay the course - Yellow metrics → Test improvements - Red metrics → Pivot or kill
Success Measurement - Campaign Level
Primary Goal: Fill January Course
Target: 25-40 registrations (viable class size) Minimum: 20 registrations (break-even) Stretch: 50+ registrations (exceptional)
Measure by: - Weekly registration tracker - Conversion funnel analytics - Revenue forecast
Secondary Goals
Community Building: - Target: 50+ unique individuals attend at least 1 meditation - Measure: Unique names in participant tracker
Email List Growth: - Target: 150+ contacts captured - Measure: Total contacts in database
World Meditation Day: - Target: 100+ attendees across all DC locations - Measure: WMD attendance count
Volunteer Engagement: - Target: 80%+ volunteer retention through campaign - Measure: Volunteer attendance at weekly standups
Testing Principles (Murat's Mandates)
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Test aggressively Week 1. You have 31 days. No time to waste.
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Kill what doesn't work. Ruthlessly. No emotional attachment to failing strategies.
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Double down on winners. If something works, scale it immediately.
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Small bets before big bets. Test with $200 before spending $800.
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Measure everything. If you can't measure it, you can't improve it.
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Weekly reviews, not monthly. Adapt fast.
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Qualitative + Quantitative. Numbers tell you WHAT. Conversations tell you WHY.
- Survey dropouts: "Why didn't you return Week 2?"
- Interview converters: "What made you sign up for the course?"
Survey Templates
Post-Session Survey (Week 1)
Sent via Google Form link in retention flow
- How did you hear about this meditation session?
- Friend/family
- Property manager/building
- Yoga studio
- Social media
-
Other: _____
-
How would you rate today's session? (1-5 stars)
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Will you attend again next week?
- Definitely yes
- Probably yes
- Not sure
- Probably not
-
Definitely not
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What did you like most?
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What could be improved?
Week 2 Dropout Survey
Sent to people who attended Week 1 but not Week 2
- We missed you this week! What kept you from attending?
- Schedule conflict
- Didn't feel beneficial
- Forgot about it
-
Other: _____
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Would you consider coming back in the future?
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How can we make this better for you?
Intro Talk Exit Survey
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How likely are you to register for The Happiness Course? (1-10)
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If <7: What's holding you back?
- Price
- Time commitment
- Not sure it's for me
- Want to think about it
-
Other: _____
-
What would make you more likely to register?
Data-Driven Decision Examples
Scenario 1: Week 1 retention rate is 45% (target: 60%) - Action: Survey dropouts immediately - If feedback: "Forgot about it" → Increase reminder touchpoints - If feedback: "Didn't feel beneficial" → Revise session structure
Scenario 2: Graduate Ambassador strategy produces 20 intro attendees, 10 course registrations (50% conversion!) - Action: Double down. Add second Ambassador recruitment wave. Increase incentives.
Scenario 3: Digital ads have 0.5% CTR after $200 (target: 2%) - Action: Kill ads. Redirect $500 to printing materials for Strategies 1-3.
Scenario 4: Residential building has 3 people at first session - Action: Don't give up yet. Intensify building-specific promotion. Ambassador who lives there invites neighbors. Give it 2 weeks, then consolidate if still low.
Final Success Checklist
By January 10: - [ ] 25+ course registrations ✅ PRIMARY GOAL - [ ] 60%+ Week 1→2 retention rate - [ ] 50+ unique meditation participants - [ ] 100+ contacts in database - [ ] 3+ successful intro talks completed - [ ] 80%+ volunteer retention
Murat's final note: The 48-hour retention flow (file 03) is your highest-leverage intervention. If that fails, nothing else matters. Test it aggressively Week 1. Iterate Week 2. Perfect it Week 3. Everything else is secondary.