Pick a North Star metric

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: Executive team Subject: Choose successful completed shifts as Crewmate’s North Star

Recommendation

Adopt monthly successful completed shifts as Crewmate’s North Star: the number of unique posted shifts that are filled, actually worked, and have no unresolved dispute. Count a shift once, after its scheduled end; exclude cancellations, no-shows, and disputed shifts until resolved.

This measures the outcome venues hire us for and workers show up to deliver—not activity on either side of the marketplace. It also directs attention to the reliability that supports repeat use. Venues with fill rates of at least 90% are much more likely to still be posting six months later than venues below 70% (84% vs. 41%).

The latest figures show why the distinction matters. Monthly posts rose from 77,000 in Q2 to 92,000 in Q3, while fills rose from 63,700 to 71,000. But overall fill rate fell from 82.7% to 77.2%; independent-venue fill rate fell from 78.9% to 67.9%, and independent venues stopping posts rose from 5% to 9%. Meanwhile, GMV grew 15%, but chains’ share of GMV rose from 34% to 46% and they raised rates 11% for the holiday season. GMV is important, but this mix and price change make it a poor standalone signal of marketplace health.

Nor should we equate registrations with supply: only 2,370 of 7,900 Q3 registrants worked a shift, after the sign-up bonus began. Workers who complete three or more shifts in their first month are far more likely to remain active. We should reward dependable activity, not sign-ups.

Metric tree and accountability

The core identity is:

Successful completed shifts = valid posted shifts × fill rate × successful-completion rate

The first three inputs calculate the North Star; worker coverage and repeat venue demand are leading drivers and diagnostic cuts, not extra terms to multiply into it. Review all results by enterprise vs. independent, and scheduled vs. same-day.

Paired business measure

Pair the North Star with monthly contribution margin dollars: Crewmate’s 18% take-rate revenue on completed-shift GMV, less variable fulfillment costs, including rescue bonuses and other worker incentives. This checks that completed shifts create sustainable value rather than being purchased at any cost. Continue reporting GMV to the board as a scale measure, but not as our North Star.

Measurement, gaming, and guardrails

Completion data is not yet strong enough for an unqualified claim: venues confirm only 64% of filled shifts, and the rest are assumed worked unless disputed. Among confirmed shifts, 6% were no-shows or disputed; rescue-filled shifts have a 13% no-show rate versus 4% for other fills. For the first board readout, label the metric provisional, disclose the confirmation rate, and show the calculation and coverage. Then instrument worker and venue check-in/out, reconcile mismatches, and audit a sample. Do not treat missing confirmation as proof of success indefinitely.

Key gaming risks and controls:

• Post inflated, duplicate, or low-quality shifts: count only valid shifts; monitor cancellations, disputes, and fill rate.
• Favor easy or high-priced chain shifts over independent or same-day demand: report North Star and fill/completion rates by segment; track independent-venue retention and same-day performance as guardrails.
• Buy apparent success with rescue bonuses: monitor rescue share, no-show rate, and contribution margin alongside completed shifts. Rescue fills are not successes unless the shift is actually worked.
• Misreport completion or suppress disputes: require auditable status capture and monitor confirmation coverage and dispute rates.

What current metrics become

• CEO — GMV: remains a board/business measure, paired with contribution margin; it is not the North Star.
• Demand — shifts posted: becomes a leading input, with valid posts and repeat independent-venue demand emphasized over raw volume.
• Supply — active workers: shifts to qualified, repeat workers and first-month activation (especially the three-shift threshold); registrations are a funnel diagnostic.
• COO — fill rate: remains a critical driver and guardrail, but success is completed shifts—not fills that fail to show up.

At the offsite, agree on the definition, owners, and guardrails. Before the board update, establish the provisional baseline and be explicit about its measurement limits.

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.