Why referral partner performance is rarely measured — and what unmanaged channels cost
Most banks have a rough sense of which referral partners are "good" — the ones who send clean files, whose borrowers pay reliably, and whose volume is consistent month to month. They also have a rough sense of which referral partners are "problematic" — the ones whose loans bounce in the first three months, who submit incomplete files, or who occasionally misrepresent borrower profiles to get a loan approvaled that the credit team would have declined on accurate information. What most banks do not have is a quantified, documented, monthly record of each referral partner's performance across all the dimensions that matter — not just volume, but quality.
The cost of unmanaged channel quality is material. A referral partner whose loans have a 15% early DPD rate (borrowers defaulting within the first 3 months) is generating volume that looks productive until the provisioning runs — at which point, the NPL / charge-off additions from that referral partner's book may cost the institution more in credit losses than the referral partner earned in commissions. An institution that cannot identify this referral partner and have a data-supported performance conversation is an institution that continues to pay commission for bad volume.
The 7 metrics on the monthly referral partner scorecard
| Metric | Definition | Why it matters | Threshold |
|---|---|---|---|
| Monthly disbursement volume | Total dollar value of loans disbursed in the month from leads submitted by this referral partner | Primary productivity measure — tells the institution what the referral partner is contributing to the book | Tier thresholds: Standard <$50L, Silver $50–1.5Cr, Gold >$1.5Cr |
| Lead-to-disbursement conversion rate | Percentage of leads submitted that result in a disbursed loan | A referral partner with a low conversion rate is either submitting unqualified leads or submitting leads that another institution has already processed — both indicate a quality issue | Expected: ≥40% for experienced referral partners · <20%: quality review |
| Early DPD rate (0–90 days) | Percentage of disbursed loans that reach DPD 30+ within the first 90 days after disbursement | The most important quality metric — it reveals whether the referral partner is accurately representing the borrower's profile and repayment capacity | Expected: <3% · 3–8%: watch · >8%: formal review, commission hold |
| Documentation completeness rate | Percentage of submitted files that pass the Document Ops AI's completeness check without requiring resubmission | Incomplete files slow down the credit team. A referral partner with a low documentation rate is creating rework — every incomplete file is a 3-day delay | Expected: ≥85% complete at first submission |
| Average ticket size | Average disbursed loan amount for the month across all products | Ticket size affects commission economics and portfolio risk. referral partners who consistently source very small tickets may not be meeting their potential — or may be sourcing a riskier borrower segment | Product-specific benchmarks · Significant deviation flagged |
| Product mix | Breakdown of disbursements by product (HL, SME / small business, LAP, PL) as a percentage of total volume | A referral partner with 80% of volume in personal loans is a higher-risk channel than one balanced across products — product mix affects portfolio quality and the institution's strategic priorities | Monitored for strategic fit — not a pass/fail metric |
| Commission-to-credit-loss ratio | Total commission paid to the referral partner in the last 12 months vs total credit losses attributable to the referral partner's loans in the same period | The ultimate profitability check — whether the institution is net-positive from the referral partner relationship after accounting for the credit losses the referral partner's portfolio generates | Ratio must be >1.0 (commission < credit losses = net-negative channel) |
Arjun Johnson's first monthly scorecard: November 2025
The performance tier system: what each tier unlocks
Base commission rates · Standard support · Monthly scorecard
New referral partners and low-volume partners. Standard rates apply across all products. Access to the partner portal and lead submission. Monthly scorecard issued. No dedicated relationship manager — referral partner support desk for queries.
Volume-tier rates on HL and SME / small business · Priority processing · Dedicated referral partner desk
Silver tier referral partners receive the HL 1.50% volume rate and the SME / small business 1.75% volume rate when they exceed the monthly thresholds. Priority file processing — Silver tier files are reviewed by the credit team within 3 working days vs 5 for Standard. Access to a dedicated referral partner support desk number.
Top volume rates + quality bonus + assigned relationship manager
Gold tier referral partners receive the highest volume rates on all products, a 0.10% quality bonus on all disbursements in months where their early DPD rate is below 2%, and a dedicated relationship manager who is available for deal-specific queries. Gold tier files receive same-day approval-in-principle where eligibility is confirmed by the AI.
Commission hold on new disbursements · Performance improvement plan · Review in 60 days
A referral partner on the Watch list has their commission hold extended to 100% (for all product types) pending performance improvement. A performance improvement plan is issued with specific targets — early DPD rate to fall below 5% within 60 days. If not achieved, the referral partner code is suspended. If achieved, the referral partner is reinstated at their prior tier.
The scorecard sent to the referral partner is not a performance review — it is a partnership dashboard
An institution that sends Arjun his scorecard on December 1 — showing his 54.5% conversion rate against the 42% network average, his 0% early DPD against the 2.8% average, and the fact that he is 2 months from Gold tier — is not managing him. It is coaching him. It is showing him exactly where he stands, exactly what he is doing well, and exactly what he needs to do to reach the next tier. The referral partner / Channel Partner AI's monthly scorecard is the mechanism through which the institution communicates its standards, rewards performance that exceeds them, and provides the data that transforms a transactional channel relationship into a partnership that both parties invest in.