Case study · Prodigy Finance · 2022–2024

Improving servicing and growth at Prodigy Finance.

From community PM to servicing and growth

I joined Prodigy Finance to build a community programme, then took on product management for the Servicing Business Unit within eight months: a $1B+ loan book responsible for 63% of the platform's customer lifetime value. I later moved into growth for loan originations.

Own & grow

School expansion

22%

of 2024
loan volume

Fix the journey. Then expand access.

Before6.3%
After10%

Visits → application starts, drawn to scale

  • 63%of platform customer lifetime value came from servicing
  • $800Ksecured for the servicing roadmap
  • $1B+loan book under the servicing remit

01 / The story

Better borrower journeys. A stronger business.

Community · 2022 launch & 2023 growth strategy

Chapter 1 of 7

Turning borrower community into a growth engine

Engagement first. Acquisition follows.

Students considering an international degree needed advice from people who had already done it. I built the community programme around existing borrowers, connecting prospective students with people who could speak from experience.

My 2023 investment case took that further. Applying Elena Verna's growth-loop thinking, I proposed making community a repeatable source of growth: give borrowers useful reasons to engage, then help that participation bring in the next generation of students.

Around 85% of servicing customers already had the app, and repayment gave us a four-to-six-year relationship. They had ongoing needs, from finding jobs to settling abroad. Starting with those borrowers gave us an existing audience whose experience could help others.

Before asking customers to bring someone else in, give them a reason to come back themselves.

I proposed career support as the engagement loop: a borrower comes for job opportunities, connects with peers, receives useful help, then contributes advice or referrals and builds their reputation. That participation could feed an acquisition loop through recommendations and conversations with prospective students.

The proposed growth loop

01 / EngageHelp existing borrowers

Career support and peer advice.

02 / ContributeGive value back

Members share advice and refer friends.

03 / AttractEarn prospective students' trust

Advice and recommendations bring new students to Prodigy.

04 / ReinvestGrow the pool of experience

New borrowers can become the next contributors.

The intended cycle: each cohort adds experience and relationships that can help the next.

Half of customers who took a loan in 2022 said they had heard about Prodigy from a friend. Those reporting a friend's referral converted 34% higher than average.

What the programme had already demonstrated

678funded loans from students who used the programme in 2022
6.8%of 2022 loan volume

The programme's early results supported the next investment case. The wider loop was the proposed direction. These figures measure participation in the programme; the full loop's incremental lift was never measured.

Servicing · Group PM · Dec 2022 – Aug 2023

Chapter 2 of 7

Taking on the servicing remit

The servicing remit covered three connected domains: the borrower-facing experience, the platform that collected and managed repayments, and the community connecting borrowers and alumni. I led product across a cross-functional team of three PMs, two designers, two analysts and more than 22 engineering staff, setting priorities across customer-facing and operational work at once.

I ran the business unit's monthly performance reviews myself, presenting alongside Finance to company leadership, with legal, compliance and risk as standing attendees. With servicing responsible for 63% of the platform's customer lifetime value, those conversations needed to tie product decisions to borrower outcomes and the economics of the loan book.

The team

  • 3 PMs
  • 2 designers
  • 2 analysts
  • 22+ engineering staff

63%of the platform's customer lifetime value sat with servicing

Chapter 3 of 7

Identifying revenue loss beyond defaults

Default rates were the obvious metric, but they didn't explain every source of customer loss. I identified a competitor refinancing away some of Prodigy's strongest borrowers at lower rates, a drag on the loan book over a seven-month period. By mid-2023, that pattern had moved earlier in the loan lifecycle too, affecting customers just entering repayment as well as those further along. Identifying the pattern informed our retention work.

Defaults don't show you the good borrowers who refinance elsewhere.

  • Pattern tracked over 7 months
  • Informed retention work

Chapter 4 of 7

Diagnosing the first-repayment problem

First-time repayment rates had fallen from historical levels above 90% to 84%. I ran a full diagnosis of where customers were dropping out of the repayment process, and two causes dominated: customers we simply couldn't reach (47%), and customers who couldn't yet afford the repayment (31%). That distinction changed the response, since a communication problem and an affordability problem need different interventions.

We tested changes against it. A payment-reminder experiment lifted on-time payment from 66% to 72% in the tested group, and a payment-status feature cut related support contacts by 20%. Across the mobile repayments and self-service work more broadly, in-app payment share grew from 62% to 68%.

Why first repayments were missed

Couldn't reach them · 47%Couldn't afford it yet · 31%Other causes · 22%

72%on-time payment after the reminder test, up from 66%
Before66%
After72%
68%in-app payment share, up from 62%
Before62%
After68%
−20%support contacts after the payment-status feature

Chapter 5 of 7

Funding operational improvements

I secured $800K for the servicing roadmap, including automation to cut repetitive manual work. Settlement-offer handling dropped from 22 minutes to around nine, document handling time fell by roughly 95%, and monthly close shortened from three days to two.

$800Ksecured for the servicing roadmap
22 → ~9minutes to handle a settlement offer
22 min
~9 min
~95%less document handling time
3 → 2days to complete the monthly close

Growth · Growth PM, Loan Originations · Sep 2023 – Nov 2024

Chapter 6 of 7

Fix the leak before you grow

In September 2023 I moved into Growth, leading loan originations. Visits were up, but visits-to-application-start conversion had slipped to 6.3%: a bigger top of funnel wouldn't help if the funnel itself was leaking, so I fixed that before pushing for more volume.

The fix meant redesigning the application ahead of peak season, improving school-catalogue search and the prospective-borrower community experience, launching return-on-education and interest-rate calculators, and keeping website health above 90% to protect organic traffic. Together, these lifted visits-to-application-start conversion from 6.3% to 10% with no decline in applicant quality, and application completion rose 27%.

Step one: fix the leak

10%visits → application starts, up from 6.3%
Before6.3%
After10%

Drawn to scale from zero.

  • +27% application completion
  • No decline in applicant quality
  • Website health kept above 90%

Chapter 7 of 7

Expanding school coverage into a material source of loans

Only once that leak was fixed did I push on reach: the school expansion project that went on to drive 22% of Prodigy Finance's loans in 2024. The partner-school network grew from around 900 to more than 2,100, extending coverage beyond the US, and improvements to onboarding cut the time required by 70%.

Step two: then grow

22%of 2024 loan volume from school expansion
2,100+partner schools, up from ~900
~900
2,100+
−70%school onboarding time

Results across the remit.

02 / By the numbers
6.8%

of 2022 loan volume from 678 community-referred loans

72%

on-time payment after the reminder test, up from 66%

66%
72%
20%

fewer support contacts after the payment-status feature

68%

in-app payment share, up from 62%

62%
68%
10%

application conversion, up from 6.3% (+27% completion)

6.3%
10%
2,100+

partner schools, up from ~900; onboarding time cut 70%

~900
2,100+
22%

of 2024 loan volume from school expansion

63%

of platform customer lifetime value represented by servicing

03 / What this work taught me

Looking closely at where customers stopped progressing changed the priorities every time.

In servicing, that meant separating affordability problems from communication problems, and in growth, fixing the application before expanding reach.

What are you building?

If you're working on a product where customer experience and operational performance depend on each other, I'd love to hear about it.