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.

Memo: One North Star for Crewmate

To: Exec team | From: Staff PM | For: Offsite decision, ahead of the board report

Recommendation

North Star: Shifts worked as booked, per month. This counts shifts that were filled, worked, and not disputed. It is always reported split by chains and independents.

Paired business measure: Net revenue. This is our 18% take on worked shifts, minus worker incentives (sign-up and rescue bonuses).

A shift that gets filled and actually worked is the one event that keeps both sides of the marketplace. Venues at 90%+ fill keep posting (84% are still posting at six months, against 41% for venues under 70%). Workers who get three or more shifts in their first month stay (66% against 12%). Every team's work feeds this one number.

Why not the four metrics on the table

Q3 looks good on each team's number. The data underneath says otherwise.

• GMV (CEO): up 15%, from $8.5M to $9.8M a month. All of that growth is chains. Chain GMV rose from $2.9M to $4.5M, helped by an 11% holiday rate rise that will unwind. Independent GMV fell from $5.6M to $5.3M, down 6%. Four customers now produce 46% of GMV. GMV hid our biggest problem, and next quarter it will flatter or punish us on chain pricing we don't control.
• Shifts posted (Demand): up 19%. About 13,000 of the 15,000 extra shifts were chains. The metric also counts a shift that never fills as a win.
• Active workers (Supply): registrations up 30% after the $25 bonus. Only 2,370 of the 7,900 Q3 registrants (30%) have worked a shift.
• Fill rate (COO): this is the closest to right, but it fell from 83% to 77%. Chains held at 93%, while independents dropped from 79% to 68%. It has three flaws:
• It assumes the 36% of unconfirmed shifts were worked.
• It is propped up by rescue fills, which have a 13% no-show rate.
• It improves if venues simply stop posting hard shifts.

The real story: the average independent venue is now below the 70% fill line where retention collapses. Independent churn nearly doubled, from 5% to 9% a quarter. Chains, at 93%, lost no venues.

Estimated baseline. This applies the 6% no-show/dispute rate seen on confirmed shifts to all filled shifts.

This is the honest version of Q3: real growth from chains, with the independent base eroding.

Metric tree

Shifts worked as booked = Shifts posted × Fill rate × Worked-as-booked rate

1. Shifts posted by active venues. Owner: Head of Demand - 1a. Independent venues still posting (quarterly churn, now 9%) - 1b. Share of independent posts made 24+ hours ahead (now 69%). Same-day shifts fill only 58% of the time and are 31% of independent posts, against 8% for chains. - 1c. Chain shift volume (account management) 2. Fill rate, by segment - 2a. Fill rate on shifts posted 24+ hours ahead. Owner: Head of Supply. The driver is new workers reaching three shifts within 30 days, because that is the pool that becomes reliable supply. - 2b. Same-day fill rate (58%). Owner: COO 3. Worked-as-booked rate. Owner: COO - 3a. No-show rate (4% standard, 13% on rescue fills) - 3b. Venue confirmation rate (64%). Product builds the confirmation flow; the COO owns the rate.

Fill rate by segment, and the share of independents at 90%+ fill, remain diagnostics the COO reports weekly.

The business pairing

Our gross take is about $1.76M a month. Net revenue subtracts what we pay to manufacture activity, which has become material.

Rescue bonuses. An independent shift averages about $134 GMV, so we earn about $24 on it. A rescue bonus costs $15. After the 13% no-show rate, that is about $17 per rescue shift actually worked, or roughly 70% of our take. Last month that was $93,000.

Sign-up bonuses. At $25 per sign-up, 7,900 registrations cost up to about $200,000, if the bonus was paid on sign-up. Fewer than a third of those registrants have worked.

Net revenue makes these trade-offs visible. GMV hides them.

We should still show the board GMV as context, with the chain price effect disclosed. It should not be what we steer by.

How this could be gamed, and the guardrails

What each team's metric becomes

Nobody loses their number. Each team's number becomes an input, and no team's metric can go up while the North Star goes down.

Decisions for the offsite

1. Adopt the North Star and its definition, including the 7-day dispute window.
2. Adopt net revenue as the paired measure, with GMV as board context.
3. Confirm the owners for each input above.
4. Approve the incentive changes: both bonuses paid on completion.
5. Agree the board narrative: real chain growth, an independent problem we have identified, and a plan to fix it.

Before the board meeting

Data will backfill the North Star by segment for Q2 and Q3, using actual confirmed and disputed records instead of my estimate. We do not yet know the dispute rate on unconfirmed shifts. That is the main uncertainty in the baseline.

Data will also separate how much of the Q3 fill rate came from rescue fills, so we report the underlying independent rate. I expect it to be below 68%.

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.