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Is the Outreach Work Helping?

Generated 24 June 2026 — outreach pipeline customers vs everyone else, across 6 Square markets · GHL sub-account nYnvjp6gNOEPRj4yDuAU

SIGNAL: POSITIVE

On the fairest like-for-like comparison — recent sales that were worked by outreach vs recent sales that slipped past it — worked customers reach their crucial 2nd payment 34.4% of the time vs 30.8% for the un-worked group (+3.6 pp). The lift is strongest in Chicago (+12 pp). Texas (Houston + Dallas) currently runs the other way (-6 pp) and needs a look. Sample sizes are still maturing (only 250 outreach customers have had their 2nd payment fall due), so treat this as a directional early read, not a final verdict. Against the much older pre-outreach baseline outreach looks lower — expected, because outreach customers are far newer and earlier in their payment lifecycle.

1st payment made
53.4%
vs 56.9% recent not-worked · -3.5 pp
1st + 2nd payment made
34.4%
vs 30.8% recent not-worked · +3.6 pp
Collection rate
42.2%
vs 50.4% recent not-worked · -8.3 pp
Chargeback rate
0.8%
vs 1.0% recent not-worked · -0.2 pp

Headline cards compare the Outreach cohort against Recent, not-worked customers — the tenure-matched control (both started after outreach began). "pp" = percentage points. Lower is better for chargebacks.

How to read this. Outreach only started recently and only on new finance sales, so a naïve comparison against all old customers would be unfair. We use three cohorts per market:

Payment rates are age-gated: a customer only counts toward "1st payment made" once their 1st invoice is actually due, so young outreach customers aren't penalised for invoices that haven't come around yet.

1 · Fairest read — Outreach vs Recent sales that slipped past outreach

Both cohorts started after outreach began, so tenure is matched · the only difference is whether they were worked

CohortCustomers 1st pay %Δ 1st+2nd %Δ Collection On track1-2 miss3+/never
Outreach (treated) 650 53.4%
250/468
▼ -3.5 pp 34.4%
86/250
▲ +3.6 pp 42.2% 245 194 12
Recent, not worked 1,669 56.9%
484/851
30.8%
85/276
50.4% 482 345 9

Δ = outreach minus recent-not-worked, in percentage points. Green = outreach ahead. Both groups are recent, so tenure is matched. Outreach 2nd-payment sample n=250, control n=276.

2 · Before vs After — Outreach vs the older pre-outreach baseline

Same markets, customers who started before outreach began · NOT tenure-matched — read with care

CohortCustomers 1st pay %Δ 1st+2nd %Δ Collection On track1-2 miss3+/never
Outreach (treated) 650 53.4%
250/468
▼ -2.4 pp 34.4%
86/250
▼ -8.4 pp 42.2% 245 194 12
Pre-outreach baseline 22,641 55.8%
12569/22509
42.8%
9187/21457
46.6% 9509 3254 9514

Δ = outreach minus baseline. The baseline is far more tenured (avg customer is months further into their plan), so a lower outreach number here mostly reflects recency, not worse performance — which is exactly why Section 1 is the primary read.

3 · Side-by-side — Outreach vs everyone else (all other finance customers)

The literal "those people vs everyone else" — note the baseline skews older

CohortCustomers 1st pay %Δ 1st+2nd %Δ Collection On track1-2 miss3+/never
Outreach (treated) 650 53.4%
250/468
▼ -2.5 pp 34.4%
86/250
▼ -8.3 pp 42.2% 245 194 12
Everyone else 24,310 55.9%
13053/23360
42.7%
9272/21733
46.6% 9991 3599 9523

4 · Refunds & Chargebacks by cohort

Since each market's outreach start · attributed to the customer's recurring series

CohortCustomers RefundedRefund %Refund $ ChargebacksCB %CB $
Outreach (treated) 650 2 0.3% $420.83 5 0.8% $4,575.00
Pre-outreach baseline 22,641 60 0.3% $8,318.19 115 0.5% $36,286.50
Recent, not worked 1,669 10 0.6% $8,249.99 16 1.0% $9,475.66

Refund = voluntary (business-initiated, /v2/refunds). Chargeback = customer/bank dispute (/v2/disputes). Account totals this window: 1,072 refunds, 285 chargebacks (some land on non-recurring customers and aren't shown per-cohort).

5 · By market — where outreach is (and isn't) working

Outreach vs recent-not-worked, on the 2nd-payment metric, per Square account

Market Outreach n1st %1st+2nd % Recent nRecent 1st+2nd %Δ 2nd pay
Chicago
outreach from 2026-03-27
184 51.7% 36.7%
36/98
241 24.6%
14/57
▲ +12.2 pp
Boston
outreach from 2026-04-30
29 63.6% 44.4%
4/9
136 16.7%
1/6
low n
New York
outreach from 2026-03-27
124 52.9% 27.7%
18/65
282 27.0%
17/63
▲ +0.7 pp
Florida
outreach from 2026-04-13
76 60.0% 50.0%
8/16
455 38.2%
34/89
▲ +11.8 pp
Texas (Houston + Dallas)
outreach from 2026-04-15
181 52.1% 32.1%
17/53
410 38.0%
19/50
▼ -5.9 pp
Nashville
outreach from 2026-05-04
56 51.4% 33.3%
3/9
145 0.0%
0/11
low n

Δ = outreach 2nd-payment % minus recent-not-worked, where both samples are large enough to read. Outreach start dates differ per market. Markets with very few matured 2nd payments show "low n" and shouldn't be over-read.