Pick a North Star metric

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.

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.

Pre-read: One North Star for Crewmate

To: Executive team From: Staff PM Decision requested: Adopt reliably completed shifts per month as our North Star, paired with contribution profit, and retire posted shifts, active workers, fill rate, and GMV as competing definitions of success.

Why this is the right North Star

Crewmate creates value when a venue gets the labor it needs and a worker completes paid work—not when a shift is posted, someone registers, or a booking is made.

Our current metrics tell conflicting stories:

GMV grew 15%, but independent filled shifts fell 11%. Enterprise expansion masked that deterioration; chains also increased hourly rates by 11% from August, lifting GMV without necessarily delivering more work. Enterprise share of GMV rose from 34% to 46%.

This matters for retention. Venues with fill rates of at least 90% have 84% six-month retention, versus 41% below 70%. That is an association, not proof of causation, but it is a strong warning: independent fill rate is now below 70%, and independent posting cessation rose from 5% to 9%.

Supply growth is similarly misleading. Registrations increased after the bonus, but only 2,370 of 7,900 Q3 registrants have worked a shift. Workers completing three shifts in their first month have much stronger subsequent retention.

Finally, a fill is not delivery. Rescue bonuses generated 6,200 fills last month, but those bookings had a 13% no-show rate versus 4% elsewhere.

Reliable completion aligns Demand, Supply, and Ops around the marketplace’s actual promise.

Definition and measurement

Count a shift once when:

• The worker actually performed the agreed work.
• Payment is settled.
• Any material attendance or service dispute is resolved.

Use the shift’s scheduled date for reporting, with a published maturation window and subsequent restatements. Exclude cancellations, no-shows, and materially unfulfilled shifts. Count the original shift once, even if a replacement worker was needed.

We cannot yet report a trustworthy baseline. Only 64% of filled shifts receive venue confirmation; the rest are assumed completed unless disputed. The reported 6% failure rate among confirmed shifts cannot safely be extrapolated to unconfirmed shifts.

Data and Ops will establish attendance verification using venue confirmation or corroborated worker attendance evidence. Payment without a dispute is not sufficient evidence by itself. Until coverage is adequate, report an explicitly labeled, stratified audit estimate, its uncertainty, and verification coverage—not an invented historical completion series.

Metric tree and accountable owners

For each segment:

Reliable completions = eligible shifts posted × booking fill rate × reliable-completion rate among booked shifts

The North Star is the sum across segments. Every input is reported separately for enterprise/independent and same-day/advance-notice shifts.

Worker activation—especially reaching three completed shifts in the first month—is a Supply input, not a second North Star. Demand owns advance-notice share; Supply and Ops own matching and delivery within each notice category.

Mix protection is mandatory: aggregate growth is not a green result if independent reliable completions or independent service reliability decline. Report both segment outcomes alongside the total, with independent posting cessation as a retention guardrail. First stop deterioration; then set recovery targets against the 90% venue-reliability benchmark after baselining.

Business measure: contribution profit

Pair the North Star with monthly contribution profit: earned marketplace fees less variable fulfillment costs, including rescue and acquisition incentives, refunds, payment costs, and variable support costs. Finance owns its definition and reconciliation.

The 18% take rate translates reported GMV into approximately $1.53M in Q2 and $1.76M in Q3 monthly fees, before adjustments and costs. That is not profit. Last month’s rescue bonuses alone cost $93,000; we should not subtract that month’s expense from a quarterly-average figure and call it a reconciled result.

The board still receives GMV, with a bridge separating shift volume, average shift value, segment mix, and pricing. GMV remains a financial scale indicator—not the product’s success criterion.

Gaming risks and guardrails

What each current metric becomes

• CEO—GMV: Board reporting and financial reconciliation, paired with contribution profit.
• Demand—shifts posted: A demand input, qualified by eligibility, notice period, and venue retention.
• Supply—active workers: A capacity diagnostic; prioritize qualified availability, first-month activation, and retained productive workers over registrations.
• COO—fill rate: An intermediate conversion metric, always paired with completion quality and fulfillment cost.

Before the board meeting

At the offsite, approve the definition, owners, and segment guardrails—not an unsupported growth target. Over the following three weeks, Data and Ops will audit completion by segment, notice period, and rescue status; Finance will reconcile contribution profit; teams will produce the first shared scorecard.

The CEO can then report what we know, what remains estimated, and our independent-marketplace recovery plan. A credible baseline is more valuable than another flattering number.