Pick a North Star metric

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.

Memo: Choosing Crewmate's North Star

To: Exec team | From: Staff PM | For: Offsite decision; CEO reports to the board three weeks later

Recommendation

North Star: Completed shifts, meaning shifts filled by a vetted worker and worked (no no-show, no dispute), per month.

Paired business measure: Net revenue, which is our 18% take minus worker incentives (rescue and sign-up bonuses). GMV stays in the board deck as context, shown at constant rates and split by segment.

Why not the four numbers on the table

Each can rise while the business gets worse. Q2 to Q3, monthly averages:

• Shifts posted rose 19% (77k to 92k), but filled shifts rose only 11%. Independents posted 4% more and filled 11% fewer (44.2k to 39.4k). Fill fell from 79% to 68%.
• GMV rose 15% ($8.5M to $9.8M), but all the growth is chains. Chain GMV went from about $2.9M to $4.5M (+56%) and independent GMV from about $5.6M to $5.3M (−6%). The chains' 11% rate rise from August also inflates it. That is price, not service.
• Active workers is the most gameable. Registrations rose 30% (6,100 to 7,900) after the $25 bonus, but only 2,370 of the Q3 registrants (30%) have worked a shift.
• Fill rate is now partly bought. Chains hold at 93% and independents have dropped to 68%. Ops spends $93k a month on $15 rescue bonuses, and those fills no-show at 13% against 4% elsewhere. That is not a criticism of Ops. The fill rate simply can't tell a durable fill from a purchased one.

Completed shifts needs demand, supply and reliability to all work, and price can't move it. It also tracks what keeps venues: those filling 90% or more retain at 84% after six months, against 41% below 70%. The average independent is now at 68%, and 9% of independents stopped posting in Q3 (5% in Q2).

Caveats you should know: 1. The headline will look healthy. I estimate completed shifts rose about 11%, from ~60k to ~67k a month, applying the 6% failure rate to filled shifts. Chains are carrying that, so the independent segment must be reported next to it (see guardrails). 2. The baseline is provisional. Venues confirm only 64% of filled shifts. The 6% failure rate comes from that confirmed subset, and the other 36% are assumed worked. Our first board number should be labeled an estimate, with confirmation coverage disclosed.

Metric tree

Completed shifts = Posted shifts × Fill rate × Show-up rate

Supply drives fill, so the Head of Supply's activation target is a stated input to the COO's fill target. Owners agree those two numbers jointly.

How it could be gamed, and the guardrails

What each team's current metric becomes

What I'm asking the exec team to decide at the offsite

1. Adopt completed shifts as the North Star, paired with net revenue.
2. Agree the definition: filled, not no-show, not disputed. The board gets the estimated baseline (~60k in Q2, ~67k in Q3) with confirmation coverage disclosed.
3. Confirm the owners above.
4. Change incentive payouts. Rescue bonuses are paid on completion, and the sign-up bonus on the third shift. I'd keep rescue itself, because fill matters for retention. We just shouldn't count it as organic.
5. Fund confirmation coverage, in-app confirmation prompts and worker clock-in, as the first Product deliverable. Until it lands, the North Star carries a known error band.

What I'm not claiming

I haven't shown that rescue or the sign-up bonus is net-negative. The data doesn't isolate their effects, and rescue covers only about one month of Q3. The point is that neither should be able to move our headline number without proving it produced a completed shift. Over the next quarter, Product and Finance should model the retention value of rescue fills against their cost and no-show rate.

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%.