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.

MEMORANDUM

TO: Executive Team FROM: Staff Product Manager DATE: October 24, 2024 SUBJECT: Crewmate North Star Metric Recommendation for Offsite & Board Reporting

---

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.

---

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.

---

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:

---

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.

---

5. Gaming Vectors and Guardrails

---

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.

---

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.

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.