Connect Insights

Stories, evidence, and learnings from the organizations and Frontline Workers delivering verified services through Connect.

20 results

Evidence from the field

A note on methodology

Every entry here is published in a funder report, an independent evaluation, or a public partner document, and has been judged honest, scoped, and worth putting on the public record. Underlying reports are available to funders and researchers on request.

ProgramChild Health Campaign
ActivityVerify
SourceFounders Pledge Final Report

97.5% of real workers scored cleaner than paid fakers in adversarial testing.

In adversarial testing we paid Frontline Workers to generate fake data with financial rewards for those who did best. A model trained on three data fields hit AUC 0.91, detecting 100% of fake Frontline Workers while only flagging 2.5% of real Frontline Workers as suspicious.

ProgramChild Health Campaign
ActivityVerify
SourceFounders Pledge Final Report

Map grids pushed coverage from 84% to 94%.

Without a grid, Frontline Workers cherry-picked easy houses. With a grid forcing them to go door-to-door, the hardest-to-reach children stopped being the ones who got missed.

ProgramChild Health Campaign
ActivityPay
SourceFounders Pledge Final Report

Total cost per verified visit fell 22%, from $2.20 to $1.70, as the program scaled.

That figure is Connect’s all-in cost per visit, including commodities, LLO payments, setup, and product cost. The biggest driver of the drop was setup costs falling from ~$0.40 to ~$0.10 per visit as we moved past early-stage inefficiencies. We report cost-per-verified-outcome rather than cost-per-worker-trained because it’s the number that actually matters.

ProgramChild Health Campaign
ActivityDeliver
SourceFounders Pledge Final Report

Pre-vetting didn’t predict performance. So we started contracting small.

Past reputation, team size, references, none of it told us if a partner organization would actually deliver. So we contracted small first. Of 37 partners, 24 ran trial runs. 10 underperformed. 3 were selected to scale based on their performance.

ProgramChild Health Campaign
ActivityDeliver
SourceStage 2 Report

5 of 7 partner organizations leveraged religious leaders for vaccine outreach before we asked.

Locally Led Organizations independently mobilized imams, pastors, village elders, and community-recommended Frontline Workers. The platform didn’t teach this, they already knew.

ProgramChild Health Campaign
ActivityDeliver
SourceFounders Pledge Final Report

Both partners in the Central African Republic dropped out. We now flag fragile contexts as needing in-country presence rather than remote coordination alone.

Remote coordination worked across Nigeria, Kenya, Uganda, Tanzania. It didn’t hold in the Central African Republic. Staffing turnover and connectivity issues exited both contracted partners.

ProgramKangaroo Mother Care
ActivityVerify
SourceConceptual Model

Kangaroo Mother Care 3-day visits hit 50% against a 70% goal.

If missing the window cost a worker money, we’d see suspiciously perfect compliance instead. So we treat it as a guardrail, not a payment criterion. We coach and integrate hospital discharge notifications to close the gap.

ProgramKangaroo Mother Care
ActivityVerify
SourceConceptual Model V1

Average time to first newborn visit is 6.05 days, twice our 3-day target. Only 34% reach families inside the window.

The headline 50% number understates the gap. The mean is 6.05 days. One delivery opportunity doesn’t collect hospital discharge dates at all, so 100% of those records are blank on this metric, which means the real-world bottleneck is data plumbing, not worker effort.

ProgramKangaroo Mother Care
ActivityDeliver
SourceGiveWell-shared 2-page proposal

Two partner organizations and Uganda’s Ministry of Health signed an agreement to scale to 50,000 vulnerable newborns over two years.

The Ministry is participating in working groups, quarterly reviews, and site visits, and contributing data to Uganda’s five-year national neonatal plan. The next step: government co-funding at $10-20 per case.

ProgramKangaroo Mother Care
ActivityPay
SourceConnect individual-giving blog

$60 delivers one newborn through the Kangaroo Mother Care program.

That covers partner engagement, the Kangaroo wraps, scales, thermometers, pulse oximeters, training, payment per verified case, and supervision. We picked it for our first individual-giving experiment because $60 is the smallest unit at which one donor can fund a complete intervention with verified delivery.

ProgramEarly Childhood Development
ActivityLearn
SourceECD Overview, Stage 2 Report

Passing the digital test didn’t mean passing the first real visit. So we layered supervised visits.

Workers who passed our digital test still struggled with nuanced in-home counseling. No single layer of training was sufficient. This improved with 78% of workers scoring above 80% during their first observed visits. Average performance increased from 85% to 91% in the second observed visit.

ProgramEarly Childhood Development
ActivityLearn
SourceMalawi pilot

Caregivers’ parenting attitudes were already correct. We moved knowledge +33% and observed teaching +21%.

A 50-caregiver baseline showed near-universal endorsement of responsive caregiving. Attitudes weren’t the gap. Knowledge and observed teaching practice were, and that’s where we saw movement. We doubled the visit cadence in the next round.

ProgramEarly Childhood Development
ActivityDeliver
SourceECD Overview, Stage 2 Report

Encouraging child autonomy is the hardest domain to move. 47% endline rate. We’re still working on it.

Autonomy encouragement requires consistent behavior change across many interactions, not a single coaching session. It’s the sub-domain least moved by the current visit structure. We aim to expand from 3 to 8-10 visits per child specifically to give this target more runway. We don’t know yet if it will be enough.

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