Find stores with loans above price
Drop in a file of loans with the store, loan amount and goods' price or product. The tool compares each loan with its reference and flags stores where loans above price are far more common than in the rest of the book.
Loans file
3,528 loans from 30 stores were read, and 0 rows with no store, loan amount or reference were left out.
The file is read in this browser and never uploaded. Only counts are sent if you request the result by email.
Each loan is measured against the price on its own row.
Insurance, fees or accessories financed with the goods can lift a loan above the price, which the tolerance allows for.
The more stores are tested, the more may look high by chance alone, so the test asks more of each store. A higher confidence flags fewer stores.
These are generated demo loans from 30 stores selling six products, with two stores writing loans above price planted in them.
Flagged stores
In 2 stores, the share of loans more than 10% above their price is at least 2.0× the book's 4.2%, by more than chance explains at 95% confidence. Their loans above price total 18,455 more than the reference. A loan above price is a reason to look. It does not prove fraud.
Loan-to-price ratios
S09The bars show this store's loans by loan amount divided by price, and the dashed line shows every other store. Click a store in the table to draw it.
Stores by above-price loans
| Rank | Store | Loans | Above price | Share | Lift | Median ratio | Above price total | Flag |
|---|---|---|---|---|---|---|---|---|
| 1 | S09 | 118 | 44 | 37.3% | 8.9× | 0.97 | 14,825 | Yes |
| 2 | S21 | 133 | 14 | 10.5% | 2.5× | 0.85 | 3,630 | Yes |
| 3 | S15 | 108 | 8 | 7.4% | 1.8× | 0.89 | 3,150 | Within chance |
| 4 | S05 | 93 | 6 | 6.5% | 1.5× | 0.83 | 1,595 | Within chance |
| 5 | S24 | 142 | 6 | 4.2% | 1.0× | 0.83 | 2,675 | Within chance |
| 6 | S08 | 78 | 3 | 3.8% | 0.9× | 0.82 | 1,175 | Within chance |
| 7 | S12 | 113 | 4 | 3.5% | 0.8× | 0.85 | 1,695 | Within chance |
| 8 | S06 | 171 | 6 | 3.5% | 0.8× | 0.85 | 2,965 | Within chance |
| 9 | S26 | 76 | 2 | 2.6% | 0.6× | 0.77 | 245 | Within chance |
| 10 | S03 | 105 | 3 | 2.9% | 0.7× | 0.83 | 940 | Within chance |
| 11 | S28 | 178 | 6 | 3.4% | 0.8× | 0.83 | 1,620 | Within chance |
| 12 | S01 | 83 | 2 | 2.4% | 0.6× | 0.86 | 325 | Within chance |
| 13 | S25 | 60 | 1 | 1.7% | 0.4× | 0.84 | 380 | Within chance |
| 14 | S04 | 88 | 2 | 2.3% | 0.5× | 0.80 | 710 | Within chance |
| 15 | S18 | 138 | 4 | 2.9% | 0.7× | 0.82 | 1,110 | Within chance |
| 16 | S22 | 91 | 2 | 2.2% | 0.5× | 0.81 | 460 | Within chance |
| 17 | S10 | 141 | 4 | 2.8% | 0.7× | 0.85 | 1,435 | Within chance |
| 18 | S20 | 70 | 1 | 1.4% | 0.3× | 0.86 | 440 | Within chance |
| 19 | S19 | 123 | 3 | 2.4% | 0.6× | 0.83 | 1,030 | Within chance |
| 20 | S17 | 101 | 2 | 2.0% | 0.5× | 0.82 | 415 | Within chance |
| 21 | S07 | 128 | 3 | 2.3% | 0.6× | 0.82 | 700 | Within chance |
| 22 | S11 | 153 | 4 | 2.6% | 0.6× | 0.86 | 2,005 | Within chance |
| 23 | S29 | 107 | 2 | 1.9% | 0.4× | 0.83 | 525 | Within chance |
| 24 | S16 | 110 | 2 | 1.8% | 0.4× | 0.85 | 725 | Within chance |
| 25 | S23 | 139 | 3 | 2.2% | 0.5× | 0.83 | 700 | Within chance |
5 more stores are in the download.
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How figures work
Ratio = Loan amount ÷ Reference Reference = Goods price | Product median Above price = Ratio ≥ 1 + Tolerance Share = Above price ÷ Loans Lift = Share ÷ Book share above price Above price total = Σ (Loan amount − Reference) Flag = p ≤ (1 − Confidence) ÷ Stores tested & Lift ≥ Warning multiple
Each store is tested against the rest of the book, and confidence is shared across every store tested. With no price column, the reference is a median, so a store selling dearer models of the same product looks higher than it is.
Find stores with loans above price
Price inflation in point-of-sale lending is when a loan amount is above the price of the goods. This tool compares each loan with the price on its row, or with the median loan for the same product across all stores when no price is provided.
A store with a much higher share of loans above price than the rest of the book merits a closer look. The result shows which stores are flagged, and a loan above price is a reason to look, not proof.
Price and loan FAQs
What is price inflation fraud in point-of-sale lending?
It describes a loan written above the price of the goods. A loan above price is a reason to look, since insurance, fees or accessories can also raise the amount.
How do I compare a loan amount with the goods' price?
Compare the loan amount with the real price on the same row. If there is no price column, the tool uses the median loan amount for the same product across all stores.
How can I find stores writing loans above goods prices?
The tool compares each store's share of loans above price with the share across the rest of the book. It flags stores that meet the test's confidence threshold and warning multiple.
How much above price is normal when fees are financed?
Insurance, fees or accessories financed with the goods can put a loan above price. Set the tolerance to allow for those costs before a loan counts as above the reference.
How can I tell price inflation from dearer product models?
With a price column, each loan is compared with the price on its own row. With no price column, the median for the same product is used, so a store selling dearer models can look higher than it is.