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databoat

Reports

Numbers you can check.

Each of these ships its dataset, states the formula behind every derived column, and shows the views that fall out of it. Nothing is a picture of a number — you can follow any figure back to the rows it came from. That traceability is the point, because it is the same promise a report going to your client has to make. These run on clean public data; the messy ones arrive as the product does.

  1. 01

    One customer at 27% is half your risk

    Ten grocery market shares, and the concentration maths every board pack should run and almost none does. The largest player contributes 51% of the entire concentration score — because these measures square the leader.

    Source
    Kantar Worldpanel grocery market shares, Great Britain
    Period
    12-week period reported August 2026
    Bookkeeping
  2. 02

    Two companies grew 4.2%. Only one of them sold more

    Ten reported growth figures from six consumer companies, each split into price and volume. The headline number is the same and the businesses underneath are not — which is why a variance report that stops at the total tells you nothing.

    Source
    Unilever, Nestlé, Danone, Reckitt, Diageo and Coca-Cola published results
    Period
    H1 and Q2 2026 reporting
    Bookkeeping
  3. 03

    What reporting software actually costs per client

    Fourteen published plans from three vendors, in three currencies. Databoat converted them and derived the cost per client — and the first client on a practice plan costs twelve times what the hundredth does.

    Source
    Fathom, Spotlight Reporting and Joiin published price lists
    Period
    Prices and FX verified 14 August 2026
    Bookkeeping
  4. 04

    One retailer grew sales 18% and profit fell

    Six published sets of results, same sector, same year. Databoat derived what each percentage point of sales growth was actually worth in profit — and the answer ranges from three times over to less than nothing.

    Source
    Greggs, Pearson, Next, Tesco, Sainsbury’s and JD Sports published results
    Period
    H1 2026 reporting, or nearest published interim
    Bookkeeping
  5. 05

    Five months of the year are below average, and April lies

    Databoat read 416 months of unadjusted retail sales and derived a seasonal index. December runs 15% above an average month — but the more useful finding is that April has swung 21 points between years, which makes it the one month you cannot compare.

    Source
    US Census Bureau advance retail sales, not seasonally adjusted, via FRED
    Period
    Series 1992–2026; index computed on the 11 complete years 2015–2025
    Bookkeeping
  6. 06

    Amazon is funded by $100bn it does not own

    Databoat pulled five filed figures for ten retailers straight from SEC filings and derived the cash conversion cycle. Two of the ten are funded by their own suppliers and customers. One has $12.8bn of its own cash standing in a warehouse.

    Source
    SEC EDGAR XBRL company filings, latest 10-K per company
    Period
    Latest filed fiscal year, ends ranging Aug 2025 to May 2026
    Bookkeeping
  7. 07

    What card processing actually costs on a small ticket

    Eight published rate cards, four columns each. Databoat derived the effective rate at every ticket size and the ordering flips completely — the cheapest processor at $5 is not the cheapest at $500.

    Source
    Stripe, Square and PayPal published US rate cards
    Period
    Rates verified August 2026
    Bookkeeping
  8. 08

    Filing late costs nothing most days, then £4,500 on one of them

    Companies House penalties are banded, not accrued. Derive the cost of a single day and it is £0 on almost every day of the year — except three, where crossing a boundary costs up to 219 times the average day.

    Source
    Companies House published penalty scale
    Period
    Current penalty scale
    Bookkeeping
  9. 09

    The fastest animal alive travels less than one kilometre an hour

    Rank animals by speed and a falcon wins. Divide by body length and the table turns upside down: a 0.7mm mite covers 321 of its own bodies every second, and a greyhound out-runs a cheetah.

    Source
    Recorded speeds and body lengths, Wikipedia species pages
    Period
    Recorded maxima
    General interest
  10. 10

    The cheapest rocket on the market is the most expensive way to reach orbit

    Electron costs $7.5m a launch — a tenth of a Falcon 9. Divide by what each actually lifts and the ranking inverts completely: Electron is the dearest per kilogram of any vehicle flying, and the Space Shuttle beats it.

    Source
    Published launch prices and payload specifications
    Period
    Published list prices, various years
    General interest
  11. 11

    Ten years into a 25-year mortgage you have repaid a quarter of it

    A £250,000 loan at 5% costs £1,461 a month. After a decade of paying that, £184,811 is still owed. Amortisation front-loads interest, and above 6.5% you repay the price of the house a second time.

    Source
    Standard amortisation, computed from first principles
    Period
    £250,000 over 25 years, capital repayment
    General interest
  12. 12

    China finished second in Paris and last per head of population

    The Paris 2024 medal table ranks by total. Divide by population and it inverts almost perfectly — China drops from second to sixteenth of sixteen, and Grenada wins by a factor of 269.

    Source
    Paris 2024 medal table and national population figures
    Period
    Paris 2024 Summer Olympics
    General interest
  13. 13

    The employer on-cost is not a flat percentage — it peaks at £50,270

    Employer NI and pension are usually quoted as a rough 15% on top of salary. Derive it properly across ten salary bands and the curve is a hump: it climbs to 16.13% and then falls, because pension stops but NI does not.

    Source
    HMRC and DWP published rates, 2026 to 2027
    Period
    Tax year 2026 to 2027
    Bookkeeping
  14. 14

    Every UK region is growing its business count — some barely

    ONS publishes a birth rate and a death rate for all twelve UK regions. Subtract one from the other and the spread is eight-fold: London adds businesses eight times faster than the East Midlands.

    Source
    Office for National Statistics
    Period
    Business demography 2024
    Bookkeeping