Categorise bank transactions
Cryptic statement lines into spend categories you can report on.
Try it on this example
Statement line, as the bank shows it
- Which spend category does this statement line belong to?Meals and entertainment99%
- Does the statement line look like a recurring subscription or membership charge?No96%
- Was the payment on this statement line made in a currency other than pounds sterling?Yes99%
- Is the statement line a refund, reversal or chargeback rather than a payment out?No96%
- Is this a kind of purchase that is usually personal, so the finance team should ask what it was for?No73%
- Can the merchant or payee be told from the statement line?Yes94%
These are real answers stored from one run on this example.
The prism behind it
Categorise bank transactions
Fields
- Statement line, as the bank shows it
Context
The lines come from the business current account and company cards of Tollard Studio, a 40-person software company in the UK. The account currency is pounds sterling (GBP). Each line is the description the bank or card issuer shows, which may include a card number ending, a payment processor prefix such as SQ *, PAYPAL * or SP *, a place, a date and an amount. The answers code each line for the monthly management accounts; the finance team checks the lines flagged for a person. Totals, and recurring charges across months, are worked out in code from the whole statement.
Questions
Which spend category does this statement line belong to? Choice
Go by what the merchant or payee sells, read through any processor prefix. Pick one option.
Does the statement line look like a recurring subscription or membership charge? Yes / No
Judge this line on its own. Count a merchant that mainly sells by subscription, such as software or streaming, or words such as SUBSCR, MONTHLY, ANNUAL, RENEWAL, PLAN or MEMBERSHIP. Yes: The line looks like a subscription or membership charge. No: The line looks like a one-off purchase or payment.
Was the payment on this statement line made in a currency other than pounds sterling? Yes / No
Count a currency code or symbol other than GBP or £, such as USD, EUR or $, or a note of an exchange rate. A merchant abroad that charged in pounds does not count. Yes: The line shows a currency other than pounds sterling. No: The line shows pounds, or no currency other than pounds.
Is the statement line a refund, reversal or chargeback rather than a payment out? Yes / No
Count words such as REFUND, RFND, REVERSAL, REV, CR or CHARGEBACK next to a merchant. Yes: The line returns money from a merchant. No: The line is a payment, fee or transfer out, or does not say.
Is this a kind of purchase that is usually personal, so the finance team should ask what it was for? Yes / No
Count groceries, clothing, streaming and gaming, gyms, personal care, gifts and household goods. Meals, travel and software used for work do not count. This flags the line for a question, never a judgment about the cardholder. Yes: The line is for something usually bought for personal use. No: The line is for something a business usually buys.
Can the merchant or payee be told from the statement line? Yes / No
Answer No when the line shows only a processor and a code, such as "PAYPAL *X7Y2K", a bare reference number or a truncated name that could be many businesses. Yes: A careful reader could tell who was paid. No: The line does not show who was paid.
Lens columns
category, category_probability, looks_like_subscription, looks_like_subscription_probability, foreign_currency, foreign_currency_probability, refund_or_reversal, refund_or_reversal_probability, check_business_purpose, check_business_purpose_probability, merchant_identifiable, merchant_identifiable_probability
Run it on your own text
Add this prism in the app, change any question, and test it on a file of your own.