Pick a North Star metric

MEMORANDUM

TO: Executive Team FROM: Staff Product Manager DATE: October 24, 2024 SUBJECT: Crewmate North Star Metric Recommendation for Offsite & Board Reporting

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1. Executive Summary: The False Comfort of Top-Line Growth

In Q3, GMV grew 15.3% to $9.8M. On the surface, the marketplace looks healthy. In reality, that growth masks an accelerating decay in our core business.

The GMV increase was driven almost entirely by four enterprise clients: they expanded shift volume by 62% and raised hourly rates by 11%, increasing their share of GMV from 34% to 46%. Meanwhile, our 2,790 independent venues—the diversified bedrock of our marketplace—are failing: * Independent shift volume dropped by 4,800 fills/month (-11%) despite posts increasing to 58,000. * Independent fill rate plunged from 78.9% to 67.9%, falling below the critical 70% threshold where 6-month retention collapses from 84% to 41%. * Independent venue quarterly churn nearly doubled from 5% to 9%. * Operations spent $93,000 last month ($1.1M annualized) on $15 "rescue bonuses" to prop up same-day fill rates, which carry an unacceptable 13% no-show rate. * Supply spent heavily on $25 sign-up bonuses; 70% of those new sign-ups never worked a single shift.

Each team is currently optimizing for a siloed proxy that actively harms the broader platform. We must align around a single, un-gameable measure of marketplace health.

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2. Recommended North Star Metric: Successfully Completed Shifts (SCS)

Definition: The count of shifts that are matched, worked, and completed without a dispute or no-show.

$$\text{Successfully Completed Shifts (SCS)} = \text{Shifts Claimed} \times (1 - \text{No-Show / Dispute Rate})$$

#### Why This Metric? 1. Captures Mutual Value Exchange: Venues don't pay for posted shifts or claimed shifts; they pay for labor that shows up. Workers don't benefit from registrations; they benefit from earned wages. SCS represents the exact transaction where value is realized and Crewmate earns its 18% fee. 2. Exposes False Liquidity: Fills that result in no-shows (currently 13% for rescue shifts and 6% baseline) destroy venue trust. Fill rate treats a no-show as a success until a dispute occurs; SCS counts only real completions. 3. Corrects Cross-Functional Misalignment: To grow SCS, Demand cannot post unfillable shifts, Supply cannot recruit ghost workers, and Ops cannot paper over structural matching issues with subsidy-driven, unreliable fills.

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3. Metric Tree and Input Ownership

``` [North Star: Successfully Completed Shifts (SCS)] | +--------------------------------+--------------------------------+ | | [Fill Volume] [Fulfillment Reliability] | | +-----+-------------------------+ +-------------+-------------+ | | | | [Fillable Shift Demand] [Retained Worker Supply] [Attendance Rate] [Dispute-Free Rate] (Demand Team) (Supply Team) (Operations) (Product/Ops) ```

Each tier-one input has a single owner accountable for driving it:

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4. Paired Business Measure: Net Contribution Margin per Shift

A North Star can encourage excessive spending to generate volume. To ensure sustainable, profitable growth, SCS must be paired with Net Contribution Margin per Completed Shift.

$$\text{Net Contribution Margin} = (\text{Take Rate} \times \text{Shift Value}) - (\text{Acquisition Subsidies} + \text{Rescue Bonuses} + \text{Dispute Costs})$$

• Why it matters: In Q3, Ops spent $93,000/month on rescue fills, and Supply spent $197,500 on registration bonuses for workers who never activated. Subsidies directly cannibalized the marketplace margin.
• The Constraint: Teams cannot buy SCS growth through operational bailouts or uneconomic supply acquisition. Every completed shift must generate positive net platform margin.

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5. Gaming Vectors and Guardrails

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6. Re-anchoring the Executive Team: What Current Metrics Become

To establish SCS as our operational standard, the executive team must reframe their existing target metrics from headline drivers to supporting inputs:

#### CEO: GMV $\rightarrow$ The Enterprise Valuation Output * What it becomes: A downstream financial output metric for quarterly investor updates. * Why: GMV inflated by rate hikes and enterprise concentration gave false confidence while 9% of our independent client base vanished. GMV will grow healthily only if SCS grows sustainably.

#### Head of Demand: Shifts Posted $\rightarrow$ Liquidity-Adjusted Posts * What it becomes: Advance-notice shifts posted ($>24\text{h}$ lead time) with market-clearing rates. * Why: Unfilled posts drive churn. Posting low-lead-time, below-market shifts destroys venue trust when fill rates sit at 58%. Demand's target is shifts that can realistically clear.

#### Head of Supply: Active Workers $\rightarrow$ Activated Core Workers ($3+$ shifts/month) * What it becomes: Cohort activation rate within 30 days of onboarding. * Why: Raw registrations jumped to 7,900 via a $25 bonus, but only 30% ever worked. Focusing on workers reaching 3+ shifts increases 90-day retention by $5.5\times$ (66% vs. 12%), creating dependable supply.

#### COO: Gross Fill Rate $\rightarrow$ Net Verified Completion Rate * What it becomes: $\text{Completed Shifts} \div \text{Posted Shifts}$ net of cancellations, no-shows, and rescue subsidies. * Why: Buying fill rate with a 13% no-show rate and a $93,000 monthly subsidy masks operational deficits. Operations must optimize for clean, reliable shifts, not emergency rescue band-aids.

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7. Recommendation for the Offsite

At next week's offsite, we should formally adopt Successfully Completed Shifts (SCS) as our sole operational North Star, paired with Net Contribution Margin per Shift.

Adopting SCS unifies product, supply, demand, and operations behind marketplace quality, directly targets our independent churn crisis, and presents the Board with a repeatable growth engine rather than masked churn.

Decision memo: Crewmate’s North Star

To: Executive team From: Staff PM Decision for next week’s offsite: Adopt successful shifts worked per month as our North Star, paired with marketplace contribution dollars. Publish both with mandatory enterprise/independent breakdowns.

Why this, not today’s competing metrics?

Crewmate creates value when a venue gets the staffing it requested and a worker completes paid work—not when someone posts, registers, or accepts a shift.

Our headline growth currently masks deteriorating service:

GMV rose 15.3%, but independent GMV fell approximately 5.7%, from $5.61M to $5.29M. Enterprise growth and its 11% seasonal hourly-rate increase obscure that deterioration. Four contracted chains now produce 46% of GMV; none stopped posting, while independent cessation rose from 5% to 9%.

This matters beyond one quarter. Venues with fill rates of at least 90% have 84% six-month posting retention, versus 41% below 70%. That is an association, not proof of causation, but it makes independent reliability our clearest warning.

Neither fill rate nor filled-shift volume is sufficient. Fill rate can improve by discouraging difficult demand. Filled volume can grow through unreliable, subsidized matches: rescue fills have a 13% no-show rate versus 4% otherwise.

Successful shifts worked measures delivered marketplace value. It rewards demand growth, useful supply, and reliable execution together. Segment guardrails prevent enterprise growth from concealing independent failure.

Definition and metric tree

A successful shift is one genuine venue staffing request that a worker actually works and for which payment is owed, with no upheld no-show or material service dispute. Acceptance alone does not count. Rescue reassignment does not create another shift.

Count by shift date, using a seven-day reporting lag; restate later adjudications transparently.

For each venue segment × local market × posting-lead-time cohort:

> Successful shifts = genuine shifts posted × fill rate × successful-work rate among filled shifts

Sum cohort results for the North Star. Keep same-day requests in the denominator.

Supply’s key activation diagnostic becomes the share of new workers completing three shifts within their first 30 days, measured only for mature cohorts. These workers have much stronger observed retention: 66% versus 12%. Treat that as a hypothesis to test, not permission to manufacture three token shifts.

Measurement: we do not yet know the North Star

Only 64% of filled shifts have venue-reported outcomes; 6% of those were no-shows or disputed. The other 36% are assumed worked. We cannot assume confirmed and unconfirmed shifts have identical outcomes—or that every dispute ultimately represents failure.

Therefore, 71,000 Q3 filled shifts is not a completed-work baseline.

Before the board meeting, Data and Ops will:

• Reconcile outcome evidence, payouts, cancellations, and dispute status.
• Audit a representative sample of unconfirmed shifts, stratified by segment, lead time, and rescue status.
• Publish successful-shift estimates with uncertainty, known outcomes, and unresolved coverage. If the sample cannot support a defensible estimate, publish bounds rather than false precision.
• Apply the same method to any historical comparison. Better confirmation coverage must not masquerade as growth.

Product should make outcome capture routine through venue confirmation and worker attendance evidence, with independent checks where those conflict.

Paired business measure

Use monthly marketplace contribution dollars:

> Net transaction revenue, after refunds and credits, minus worker/venue incentives and variable payment, verification, and servicing costs.

Finance owns this measure. Keep fixed overhead separate and define cost allocation consistently.

At an 18% take rate, Q3 GMV implies $1.764M in monthly gross fees before adjustments and costs. The latest month’s rescue bonuses alone cost $93,000. That is not necessarily waste—but rescue acceptance is not proof of incremental, profitable completion.

Continue reporting GMV to the board, with a bridge separating completed volume, shift hours/rates, and enterprise mix. GMV remains financially useful; it stops being our definition of customer value.

Gaming risks and guardrails

Demand and Supply should jointly test earlier posting and better same-day coverage: same-day shifts fill only 58% of the time and constitute 31% of independent posts versus 8% of enterprise posts. Do not simply stop serving them.

What each current metric becomes

• CEO—GMV: Board financial context and revenue bridge, not North Star.
• Demand—shifts posted: Demand input, evaluated alongside repeat posting and independent reliability.
• Supply—active workers: Capacity diagnostic, segmented by availability and market; prioritize productive activation and retained workers over registrations. Only 2,370 of 7,900 Q3 registrants have worked a shift.
• COO—fill rate: Intermediate conversion metric, subordinate to successful work, quality, and contribution.

Approve the definition, owners, guardrails, and measurement plan at the offsite. Set the numerical North Star growth target only after establishing a trustworthy baseline.

To: Exec team From: Staff PM Re: Proposed North Star for the offsite

Recommendation

North Star: completed shifts per month, meaning shifts that were filled and worked, with no no-show and no dispute.

Paired business measure: net take revenue, meaning our 18% take minus all supply incentives (rescue bonuses, sign-up bonuses, no-show credits). Q3 gross take was about $1.76M a month before incentives.

GMV stays in the board pack, shown with a price/volume split, as context rather than as the North Star.

Why not GMV

Q3 looks strong on GMV (+15%, $8.5M to $9.8M), but the underlying picture is weaker:

• Chains drove the growth, and price is part of it. Chain GMV rose from about $2.9M to $4.5M, helped by an 11% holiday rate increase. GMV can't tell price from volume.
• Independents shrank. Their GMV fell about 6%, and their filled shifts fell 11% (44,200 to 39,400).
• The blended fill rate hid the problem. It fell from 82.7% to 77.2%, even though chains (steady at 93% fill) grew their share of posts. Independent fill fell from 79% to 68%.

Completed shifts measure delivered volume, which is price-neutral. They exclude no-shows, and each one is worth roughly $25 of take (18% of the Q3 average shift value of about $138). They also tie directly to the revenue we keep.

Fill rate would have caught the independent decline, but it is a ratio that averages two very different segments. Filled shifts overcount, since they include shifts that never happen. Registrations and active workers are inflated by bonuses.

Metric tree

Completed shifts = shifts posted × fill rate × completion rate

• Shifts posted = active venues × posts per active venue. Owner: Head of Demand.
• Active venues: venues that posted in the last 30 days. Watch 90-day retention: 84% of venues with fill ≥90% are still posting after six months, versus 41% of venues under 70%. Independent churn was 9% in Q3, up from 5%.
• Posts per active venue: includes same-day share. Same-day shifts are 31% of independent posts and fill only 58% of the time.
• Fill rate = filled ÷ posted. Owner: Head of Supply.
• Active workers: workers with three or more shifts in the trailing 30 days.
• Activation rate of new sign-ups: share who work three or more shifts in their first month. Only 2,370 of 7,900 Q3 registrants (30%) have worked at all.
• Completion rate = worked ÷ filled. Owner: COO.
• Verification coverage: share of filled shifts confirmed by the venue. Today it's 64%.
• No-show and dispute rate: 6% of confirmed shifts. Rescue-filled shifts run at 13%, against 4% for the rest.
• Net take (the paired measure) = completed shifts × average shift value × 18%, minus incentives. Owner: Finance lead, to be named. The brief names no CFO.

Paired business measure: net take

Net take is the number that tells us whether incentives pay for themselves. The rescue program is the clearest case. At last month's 6,200 rescue fills, $93,000 in bonuses against roughly $154,000 of take on those shifts (assuming the Q3 average shift value) means the bonus absorbs about 60% of take before counting the extra no-shows. That is a reasonable trade if it saves fills that would otherwise be lost, but we need the net figure to know.

How it could be gamed, and guardrails

1. Fill rate bought with bonuses. Report rescue fills separately, with their cost. Cap incentive spend at 50% of take on each completed shift. Rescue is at about 60% today, so it breaches the cap.
2. Completed shifts inflated by auto-confirmation. The 36% of fills nobody confirms are currently assumed worked. Count a shift only once it is confirmed or its dispute window closes undisputed. Target verification coverage of 90% or more.
3. Sign-up bonuses inflating supply. The North Star doesn't use registrations. The guardrail is the activation rate and three-month retention of each sign-up cohort. Today it is 66% for workers who hit three shifts in month one, against 12% for everyone else.
4. Posting inflated with unfillable shifts. Track fill rate by segment, and 24-hour same-day fill separately. Watch venue retention.
5. GMV growth from price. Show GMV per completed shift alongside total GMV, so price increases are visible.
6. Concentration in chains. Independent active venues must not fall quarter over quarter, and independent churn stays at or below 5% a quarter (the Q2 level). Chains are now 46% of GMV, so this is the risk to watch.
7. No-show rate. Keep it at or below 5% of verified shifts overall.

What each team's metric becomes

• CEO: GMV becomes net take revenue as the paired business measure. GMV stays in the board pack, with a price/volume split.
• Head of Demand: shifts posted becomes active venues and completed shifts from venues we retain. A post counts only as an input, not as success.
• Head of Supply: active workers becomes three-month retained workers, by sign-up cohort. Fill rate is reported with rescue fills shown separately.
• COO: fill rate becomes completion rate and verification coverage, plus cost per completed shift. Fill rate stays as an input.

Data gaps to close before the board

• Baseline. Because 36% of fills are unverified, we cannot state the exact Q3 completed-shift count. Filled shifts (71,000 a month) is an upper bound.
• Enterprise GMV per filled shift fell from about $148 to $143 despite the 11% rate rise. I can't explain this from the data. The rate rise also applies only from August, so Q3 contains only part of it. We need shift-mix data.
• Same-day share in Q2 for independents isn't provided, so we can't say how much of their fill decline is mix rather than demand.
• Rescue economics use the Q3 average shift value as a stand-in. We need actual rescue shift values, and the sign-up bonus cost, which the brief doesn't give.

Decisions for the offsite

1. Adopt completed shifts as the North Star, with the definition above.
2. Adopt net take as the paired measure.
3. Approve the guardrail thresholds, including the 50% incentive cap.
4. Decide the rescue program: keep as is, cap it, or redesign it. My recommendation is to keep it only for shifts where the net take stays positive after the bonus.
5. Name the owner of net take.