Pick a North Star metric

MEMO

To: Executive Team From: Staff PM Date: October 24 Subject: Pre-Read: Selecting Crewmate’s North Star Metric

The Diagnosis: Why Our Current Metrics Are Failing Us

On the surface, Q3 looks like a triumph: monthly GMV grew 15% to $9.8M, posted shifts hit 92,000, and worker registrations jumped 30%.

Beneath the surface, our core marketplace is cannibalizing itself because every team is optimizing for its own siloed number:

1. GMV is masking an independent venue exodus. Enterprise chains grew from 34% to 46% of GMV in Q3, buoyed by a massive spike in posts and an 11% seasonal wage hike. This pulled worker supply away from Independent venues. Independent fill rates plunged from 78.9% to 67.9%. Waitstaff didn't disappear; they went to higher-paying, earlier-posted Enterprise shifts. Because venues with a <70% fill rate only retain at 41% (versus 84% for >90% fill rate), independent venue churn nearly doubled from 5% to 9% in Q3. We are trading our diversified, high-margin core for concentration risk in just four Enterprise clients.
2. Demand is chasing volume over fillability. Demand hit 92,000 posted shifts, but 31% of Independent shifts are posted with less than 24 hours' notice (filling at just 58%, compared to 8% same-day posts for Enterprise). Counting unfillable, last-minute shifts as "Demand success" sets Ops up to fail.
3. Supply is buying hollow registrations. Driven by a $25 sign-up bonus, Supply registered 7,900 workers in Q3, but 70% of them never worked a single shift. We are paying for top-of-funnel vanity while starving the marketplace of actual labor.
4. Ops is subsidizing "fake" fills. To defend Fill Rate against same-day posts and low active supply, Ops spent $93,000 last month ($15/shift) on 6,200 "rescue fills." However, rescue shifts have a 13% no-show rate (vs. 4% normally). Worse, without those 6,200 subsidized fills, our Q3 fill rate would have been 70.4%, not 77.2%.

Most importantly: a "filled" shift is not a worked shift. Across confirmed shifts, 6% result in no-shows or disputes. A venue with a no-show has an empty floor; they don’t care that our dashboard marked the shift "filled."

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The Recommendation: Monthly Completed Shifts (MCS)

I recommend our North Star Metric be Monthly Completed Shifts (MCS)—defined as shifts that are posted, claimed, and actually worked without a no-show or venue dispute.

Why MCS? A North Star must capture the exact moment we deliver value to both sides of the marketplace and earn our 18% take rate. * Why not GMV? GMV is an output, not an input. It is artificially inflated by wage inflation (Enterprise's 11% bump) and shift duration, masking underlying marketplace decay. * Why not Fill Rate? Fill rate is a ratio. You can achieve a 100% fill rate by firing all Independent venues and shrinking the business. Furthermore, "filled" ignores our 6% no-show problem. * Why not Shifts Posted or Active Workers? Each represents only half the marketplace. Unfilled posts cause venue churn; idle workers cause supply churn.

MCS forces alignment: Demand must source fillable shifts, Supply must activate reliable workers, and Ops must ensure completion, not just claims.

(Note on instrumentation: Currently, 36% of shifts are "assumed worked" unless disputed. Product will immediately build frictionless check-in/out to close this blind spot, though the silent-dispute baseline is accurate enough to begin tracking MCS today).

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The Metric Tree & Ownership

$$\text{Monthly Completed Shifts} = \text{Posted Shifts} \times \text{Fill Rate} \times \text{Completion Rate}$$

Using Q3 baselines (92,000 posted $\times$ 77.2% fill $\times$ ~94% completion), we are currently at ~66,750 MCS. Here is how we break the tree down by owner:

1. Head of Demand: Quality Posted Shifts * Inputs: Active Venues $\times$ Shifts/Venue $\times$ % Posted >24hrs in Advance. * Focus: Stop Incentivizing raw post volume. Work with Independents to post schedules earlier (reducing their 31% same-day post rate) and price shifts competitively against Enterprise.

2. Head of Supply: Activated & Retained Workers * Inputs: New Worker Activation (% hitting $\ge$3 shifts in Month 1) + Retained Active Workers. * Focus: Our data shows workers who complete $\ge$3 shifts in their first month retain at 66% at month three, vs. 12% for everyone else. Supply must shift the $25 bonus from registration to completing the 3rd shift.

3. COO (Ops) & Product: Match Efficiency & Reliability * Inputs: Fill Rate (segmented by Enterprise vs. Independent) $\times$ Completion Rate ($1 - \text{No-Show/Dispute Rate}$). * Focus: Replace blanket $15 rescue bonuses with algorithmic reliability scoring (penalizing no-shows, rewarding streaks) and better matching to keep Independent venues above the critical 90% fill threshold.

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The Paired Business Measure: Net Contribution Margin (or Net Revenue)

To satisfy the Board and prevent us from buying growth unprofitably, MCS must be paired with Net Contribution Margin (Gross Revenue minus direct variable incentives like the $15 rescue and $25 sign-up bonuses).

In Q3, we averaged $9.8M in GMV, yielding ~$1.76M in gross revenue (at 18%). However, accounting for the ~6% no-show rate (~$105k in uncollected fees) and ~$160k/month in worker bonuses ($93k rescue + ~$66k sign-up), we burned over 15% of our gross revenue on flawed incentives. Pairing MCS with Net Contribution Margin proves to the board that operational discipline drives durable GMV.

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Gaming the Metric & Our Guardrails

Every metric can be gamed. Here is how teams might game MCS, and the guardrails we will lock in to prevent it:

• Gaming Risk 1: Over-indexing on Enterprise. Because Enterprise shifts fill at 93% with low same-day rates, teams could abandon Independents entirely to juice MCS.
• Guardrail: % of Independent Venues with $\ge$80% Completion Rate. We must protect the long-tail marketplace. If Independent health drops, we fail.
• Gaming Risk 2: Splitting shifts. Demand could ask venues to turn one 8-hour shift into two 4-hour shifts to double MCS.
• Guardrail: Average Hours (or GMV) per Shift. Must remain stable within historical bands.
• Gaming Risk 3: Buying completions. Ops and Supply could ramp up $15 and $25 bonuses to force completions at a financial loss.
• Guardrail: Incentive Spend as a % of Gross Revenue (capped via our paired business metric).

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Summary: What Your Current Metric Becomes

For the Board and our weekly operating reviews, here is how our scorecard evolves:

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.