Pipeline & Funnel Health¶
How users move from signup to whale status — and where the pipeline breaks. This is the most important data section for product teams: it tells you where to intervene.
The Universal Pipeline¶
All three products share the same funnel structure:
New User → Pack Purchase → [PIPELINE BREAK] → Marketplace Discovery → Trading → Whale Trajectory
The break happens in different places for each product, but the pattern is identical: users enter through packs, the marketplace creates whales, and most users never make the transition.
Pipeline Transition Rates (Weekly)¶
| Transition | NBA | NFL | Disney | What It Means |
|---|---|---|---|---|
| S weekly churn | 43.0% | 41.8% | 45.6% | Nearly half of small buyers leave every week |
| S→M upgrade | 7.8% | 10.2% | 5.6% | Only 6-10% of small buyers increase spending |
| M→S downgrade | 37.6% | 36.4% | 51.0% | Disney loses half its mid-tier weekly |
| M→L upgrade | 4.0% | 4.4% | 2.5% | Disney's upgrade rate is half of sports |
| L→M downgrade | 42.9% | 43.5% | 52.9% | Disney L-tier is a revolving door |
| L→XL upgrade | 8.1% | 6.9% | 5.8% | Roughly similar across products |
| XL→L oscillation | 48.7% | 51.4% | 51.9% | Whales bounce between XL and L frequently |
| XL actual churn | 0.1% | 0% | 0% | Whales virtually never leave permanently |
Key Insight
XL actual churn is negligible across all products. Whales oscillate between XL and L but rarely leave permanently. The problem isn't whale retention — it's whale creation. The pipeline above them is shrinking.
Population Decline (March 2024 → March 2026)¶
| Segment | NBA | NFL | Disney |
|---|---|---|---|
| L tier decline | -54% | -54% | -75% |
| XL tier decline | -49% | ~-39% | -74% |
Disney's pipeline is catastrophically broken compared to sports products.
The Marketplace Discovery Problem (F013)¶
The single biggest funnel break: 83% of cheap-pack buyers ($1-8) never discover the marketplace.
| First Purchase Type | Marketplace Discovery (30d) | Avg Crossover Spend | Second Purchase Rate |
|---|---|---|---|
| $1-8 pack | 17% | Low | 40-71% |
| $50+ pack | 46% | $1,025 | Higher |
| Marketplace first | N/A | High | 95%+ |
The marketplace creates whales. Packs create one-time buyers. Users with 4+ marketplace transactions in their first 7 days become L/XL at 2-5x the base rate — even controlling for initial spend level.
The Pipeline in Numbers¶
100 new users arrive
→ 97 buy a pack (entry point)
→ 83 never discover the marketplace [BIGGEST LEAK]
→ 14 discover the marketplace
→ 7-8 make a marketplace purchase
→ 2-3 reach L/XL trajectory
Highest-Leverage Intervention
Post-pack marketplace surface: after every pack opening, show each moment's current marketplace value, recent sales, and a "trade now" prompt. This targets the 83% who never organically discover the marketplace.
The $50 Pack Gateway (F022)¶
$50+ pack buyers are 2.7x more likely to discover the marketplace and spend 8x more when they do.
This isn't because $50 packs are magic — it's self-selection. Users willing to spend $50 on a first purchase have enough initial commitment to explore beyond pack opening. The $50 pack buyer is your proto-whale.
Implication for Pack Strategy¶
- Reposition $50+ packs as the "collector's gateway" — premium onboarding, not just a higher price point
- Optimize the 46% marketplace discovery rate for this cohort (it should be higher)
- Use 7-day whale propensity scoring: flag users hitting 4+ marketplace transactions in week 1 for an accelerated engagement track
The 30-Day Activation Window (F010)¶
Users who transact within their first 30 days retain at dramatically higher rates:
| Product | Retention Lift (30-Day Activators vs. Non-Activators) |
|---|---|
| Disney | 7x |
| NFL | 6.4x |
| NBA | High (specific multiplier not isolated) |
After 30 days without a second transaction, the probability of activation drops sharply. For Disney, 70% of traders don't start until 90+ days after first purchase — but the pipeline bleeds users at the M tier before they reach that window.
The Disney Timing Problem
Disney's engagement engine (trading) activates late (90+ days average). Disney's pipeline bleeds users early (51% weekly M→S regression). These two facts together explain why Disney has the most broken funnel. The intervention: engineer the first trade EARLIER — trading events in the first 30 days, post-purchase trading prompts, sets designed to require trading to complete.
W0 Conversion: The 4x Win (F011)¶
NBA Top Shot's W0 conversion (signup → first purchase within 7 days) improved from 2.9% to 12.3% — sustained for 10 months.
The driver: positive expected value pricing. When the expected value of pack contents exceeds the pack price, collectors buy. Consumer surplus drives conversion. Aggressive extraction kills it.
This is a validated playbook lever, not a hypothesis. It proved that pricing reform alone can dramatically improve top-of-funnel conversion.
What Positive EV Means in Practice¶
- Pack price < expected resale value of contents
- Legendary caps at 75/season (scarcity creates the EV)
- Monthly tent-pole drops instead of weekly (F017) reduces supply dilution
- The collector's mental model: "Am I likely to get more value than I pay?" If yes → buy. If no → wait.
Disney: The Worst Pipeline (F006)¶
Disney Pinnacle's pipeline health by the numbers:
| Metric | Disney | NBA | NFL |
|---|---|---|---|
| L-tier loss (2yr) | -75% | -54% | -54% |
| XL-tier loss (2yr) | -74% | -49% | ~-39% |
| Weekly M→S regression | 51.0% | 37.6% | 36.4% |
| Weekly M→L upgrade | 2.5% | 4.0% | 4.4% |
| Active buyers (Mar 2026) | 662 | 5,914 | 1,728 |
Disney has no challenge mechanic (sports products' primary retention tool). Disney's engagement engine is trading, which takes 90+ days to activate (F007). Disney's pipeline bleeds users weekly at the M tier before they can reach the trading activation window.
The Best Pals Case Study (F014)¶
April 2025: Best Pals Vol.1 dropped. Results:
- 5,617 buyers acquired (7x spike)
- 98.1% never traded → $18 avg spend → churned
- 1.9% who traded → $5,408 avg spend → 48 still active
- The non-traders (4,988 who churned): only 41 still active
Lesson: Content spikes without a trading bridge replicate this failure. Every Disney content drop must include a mechanism to activate trading within 30 days.
Summary: Where to Focus¶
| Priority | Intervention | Finding | Expected Impact |
|---|---|---|---|
| 1 | Post-pack marketplace surface | F013 | Targets the 83% who never discover marketplace |
| 2 | Disney first-30-day trading activation | F006, F007, F010 | Addresses the most broken pipeline |
| 3 | $50+ pack repositioning | F022 | 2.7x marketplace discovery, $1,025 avg crossover |
| 4 | Positive EV pricing discipline | F011 | Proven 4x W0 conversion lift |
| 5 | 7-day whale propensity scoring | F022 | Flag early whales for accelerated track |