Loading source
Pulling the file list, source metadata, and syntax-aware rendering for this listing.
Source from repo
Optimizes post-signup user onboarding to accelerate time-to-value and improve activation rates.
Files
Skill
Size
Entrypoint
Format
Open file
Syntax-highlighted preview of this file as included in the skill package.
references/experiments.md
1# Onboarding Experiment Ideas23Comprehensive list of A/B tests and experiments for user onboarding and activation.45## Contents6- Flow Simplification Experiments (reduce friction, step sequencing, progress & motivation)7- Guided Experience Experiments (product tours, CTA optimization, UI guidance)8- Personalization Experiments (user segmentation, dynamic content)9- Quick Wins & Engagement Experiments (time-to-value, motivation mechanics, support & help)10- Email & Multi-Channel Experiments (onboarding emails, email content, feedback loops)11- Re-engagement Experiments (stalled user recovery, return experience)12- Technical & UX Experiments (performance, mobile onboarding, accessibility)13- Metrics to Track1415## Flow Simplification Experiments1617### Reduce Friction1819| Test | Hypothesis |20|------|------------|21| Email verification timing | During vs. after onboarding |22| Empty states vs. dummy data | Pre-populated examples |23| Pre-filled templates | Accelerate setup with templates |24| OAuth options | Faster account linking |25| Required step count | Fewer required steps |26| Optional vs. required fields | Minimize requirements |27| Skip options | Allow bypassing non-critical steps |2829### Step Sequencing3031| Test | Hypothesis |32|------|------------|33| Step ordering | Test different sequences |34| Value-first ordering | Highest-value features first |35| Friction placement | Move hard steps later |36| Required vs. optional balance | Ratio of required steps |37| Single vs. branching paths | One path vs. personalized |38| Quick start vs. full setup | Minimal path to value |3940### Progress & Motivation4142| Test | Hypothesis |43|------|------------|44| Progress bars | Show completion percentage |45| Checklist length | 3-5 items vs. 5-7 items |46| Gamification | Badges, rewards, achievements |47| Completion messaging | "X% complete" visibility |48| Starting point | Begin at 20% vs. 0% |49| Celebration moments | Acknowledge completions |5051---5253## Guided Experience Experiments5455### Product Tours5657| Test | Hypothesis |58|------|------------|59| Interactive tours | Tools like Navattic, Storylane |60| Tooltip vs. modal guidance | Subtle vs. attention-grabbing |61| Video tutorials | For complex workflows |62| Self-paced vs. guided | User control vs. structured |63| Tour length | Shorter vs. comprehensive |64| Tour triggering | Automatic vs. user-initiated |6566### CTA Optimization6768| Test | Hypothesis |69|------|------------|70| CTA text variations | Action-oriented copy testing |71| CTA placement | Position within screens |72| In-app tooltips | Feature discovery prompts |73| Sticky CTAs | Persist during onboarding |74| CTA contrast | Visual prominence |75| Secondary CTAs | "Learn more" vs. primary only |7677### UI Guidance7879| Test | Hypothesis |80|------|------------|81| Hotspot highlights | Draw attention to key features |82| Coachmarks | Contextual tips |83| Feature announcements | New feature discovery |84| Contextual help | Help where users need it |85| Search vs. guided | Self-service vs. directed |8687---8889## Personalization Experiments9091### User Segmentation9293| Test | Hypothesis |94|------|------------|95| Role-based onboarding | Different paths by role |96| Goal-based paths | Customize by stated goal |97| Role-specific dashboards | Relevant default views |98| Use-case question | Personalize based on answer |99| Industry-specific paths | Vertical customization |100| Experience-based | Beginner vs. expert paths |101102### Dynamic Content103104| Test | Hypothesis |105|------|------------|106| Personalized welcome | Name, company, role |107| Industry examples | Relevant use cases |108| Dynamic recommendations | Based on user answers |109| Template suggestions | Pre-filled for segment |110| Feature highlighting | Relevant to stated goals |111| Benchmark data | Industry-specific metrics |112113---114115## Quick Wins & Engagement Experiments116117### Time-to-Value118119| Test | Hypothesis |120|------|------------|121| First quick win | "Complete your first X" |122| Success messages | After key actions |123| Progress celebrations | Milestone moments |124| Next step suggestions | After each completion |125| Value demonstration | Show what they achieved |126| Outcome preview | What success looks like |127128### Motivation Mechanics129130| Test | Hypothesis |131|------|------------|132| Achievement badges | Gamification elements |133| Streaks | Consecutive day engagement |134| Leaderboards | Social comparison (if appropriate) |135| Rewards | Incentives for completion |136| Unlock mechanics | Features revealed progressively |137138### Support & Help139140| Test | Hypothesis |141|------|------------|142| Free onboarding calls | For complex products |143| Contextual help | Throughout onboarding |144| Chat support | Availability during onboarding |145| Proactive outreach | For stuck users |146| Self-service resources | Help docs, videos |147| Community access | Peer support early |148149---150151## Email & Multi-Channel Experiments152153### Onboarding Emails154155| Test | Hypothesis |156|------|------------|157| Founder welcome email | Personal vs. generic |158| Behavior-based triggers | Action/inaction based |159| Email timing | Immediate vs. delayed |160| Email frequency | More vs. fewer touches |161| Quick tips format | Short actionable content |162| Video in email | More engaging format |163164### Email Content165166| Test | Hypothesis |167|------|------------|168| Subject lines | Open rate optimization |169| Personalization depth | Name vs. behavior-based |170| CTA prominence | Single clear action |171| Social proof inclusion | Testimonials in email |172| Urgency messaging | Trial reminders |173| Plain text vs. designed | Format testing |174175### Feedback Loops176177| Test | Hypothesis |178|------|------------|179| NPS during onboarding | When to ask |180| Blocking question | "What's stopping you?" |181| NPS follow-up | Actions based on score |182| In-app feedback | Thumbs up/down on features |183| Survey timing | When to request feedback |184| Feedback incentives | Reward for completing |185186---187188## Re-engagement Experiments189190### Stalled User Recovery191192| Test | Hypothesis |193|------|------------|194| Re-engagement email timing | When to send |195| Personal outreach | Human vs. automated |196| Simplified path | Reduced steps for returners |197| Incentive offers | Discount or extended trial |198| Problem identification | Ask what's blocking |199| Demo offer | Live walkthrough |200201### Return Experience202203| Test | Hypothesis |204|------|------------|205| Welcome back message | Acknowledge return |206| Progress resume | Pick up where left off |207| Changed state | What happened while away |208| Re-onboarding | Fresh start option |209| Urgency messaging | Trial time remaining |210211---212213## Technical & UX Experiments214215### Performance216217| Test | Hypothesis |218|------|------------|219| Load time optimization | Faster = higher completion |220| Progressive loading | Perceived performance |221| Offline capability | Mobile experience |222| Error handling | Graceful failure recovery |223224### Mobile Onboarding225226| Test | Hypothesis |227|------|------------|228| Touch targets | Size and spacing |229| Swipe navigation | Mobile-native patterns |230| Screen count | Fewer screens needed |231| Input optimization | Mobile-friendly forms |232| Permission timing | When to ask |233234### Accessibility235236| Test | Hypothesis |237|------|------------|238| Screen reader support | Accessibility impact |239| Keyboard navigation | Non-mouse users |240| Color contrast | Visibility |241| Font sizing | Readability |242243---244245## Metrics to Track246247For all experiments, measure:248249| Metric | Description |250|--------|-------------|251| Activation rate | % reaching activation event |252| Time to activation | Hours/days to first value |253| Step completion rate | % completing each step |254| Drop-off points | Where users abandon |255| Return rate | Users who come back |256| Day 1/7/30 retention | Engagement over time |257| Feature adoption | Which features get used |258| Support requests | Volume during onboarding |259