Live in demo

Scorecard versions

Every weight, bin and threshold is a versioned setting, not code. A credit committee reviews a draft here, sees which decisions it would change, and approves it. Old versions stay available so past decisions can be replayed.

expert-0.2.0

champion

Phase A expert scorecard. Statement income limited to customer payments and crop sales; statement quality gates its weight.

Approval: Illustrative defaults, not yet approved by a lender's credit committee · Effective: 2026-10-01

expert-0.3.0-draft

draft

Example draft for a credit-committee review: heavier betting penalty, a 45% debt-service cap, a bigger cut to the applicant's own income figure and a lower salon margin. Not in use.

Approval: not approved · Effective: —

Settings

Changed settings are highlighted.

Settingexpert-0.2.0expert-0.3.0-draft
Debt-service cap50%45%
Sector marginsveg 0.2 · grocery 0.15 · clothing 0.3 · salon 0.5 · food 0.35 · hardware 0.2 · transport 0.35veg 0.2 · grocery 0.15 · clothing 0.3 · salon 0.4 · food 0.35 · hardware 0.2 · transport 0.35
Income weightsstatement 0.35/0.25 · officer 0.45 · applicant 0.2statement 0.35/0.25 · officer 0.45 · applicant 0.2
Cut to applicant’s figure30%40%
Business tenure (months)< 6: 0 · < 12: 10 · ≤ 36: 25 · else 35< 6: 0 · < 12: 10 · ≤ 36: 25 · else 35
Premisesmobile 5 · stall 15 · rented 25 · owned 30mobile 5 · stall 15 · rented 25 · owned 30
Buyer contract (farm)yes 30 · no 10yes 30 · no 10
Income stability (CV)> 0.8: 0 · > 0.5: 15 · > 0.3: 30 · else 40> 0.8: 0 · > 0.5: 15 · > 0.3: 30 · else 40
Wallet active days< 5: 0 · ≤ 12: 15 · ≤ 20: 25 · else 35< 5: 0 · ≤ 12: 15 · ≤ 20: 25 · else 35
Cash buffer (min balance ÷ income)< 0.02: 0 · < 0.1: 10 · else 20< 0.02: 0 · < 0.1: 10 · else 20
Betting share of spending> 0.1: -30 · > 0.03: -10 · else 0> 0.1: -40 · > 0.03: -15 · else 0
Other digital loansreversed -20 · 3+ repayments 10reversed -20 · 3+ repayments 10
History with lendernone 0 · one 30 · two 50 · past -40 · now -40none 0 · one 30 · two 50 · past -40 · now -40
Credit bureaunofile 0 · clean 20 · adverse -30 · writtenoff -30nofile 0 · clean 20 · adverse -30 · writtenoff -30
Guarantor / groupnone 0 · guarantor 10 · group 15none 0 · guarantor 10 · group 15
Savings groupyes 10 · no 0yes 10 · no 0
Officer site checks0 to 250 to 25
Loan size ÷ income> 0.6: -20 · > 0.3: 0 · else 10> 0.6: -20 · > 0.3: 0 · else 10
Score scaleraw -135 to 300 → 300–850raw -145 to 300 → 300–850
BandsA ≥ 700 · B ≥ 640 · C ≥ 580 · D ≥ 520A ≥ 700 · B ≥ 640 · C ≥ 580 · D ≥ 520
Lending by bandA 1 · B 0.9 · C 0.75 · D 0.5 · E 0A 1 · B 0.9 · C 0.75 · D 0.5 · E 0
Product maximumtrader US$2,000 · farm US$1,500trader US$2,000 · farm US$1,500
Refer above betting share20%20%

Impact on decisions

The four sample borrowers and every decision in this browser’s log, re-scored on both versions. 1 of 4 would change.

Applicantexpert-0.2.0expert-0.3.0-draft
Chiedza Mutasa (sample)Approve 734 · US$300Approve 736 · US$300
Tatenda Chikomo (sample)Approve 691 · US$1,090Approve 688 · US$720
Tendai Moyo (sample)Approve 692 · US$600Approve 696 · US$600
Farai Ncube (sample)Decline 440 · —Decline 437 · —

To measure a draft properly, back-test it on the lender’s loan book on the Model validation page; this table only shows which known cases move.