Kibbo Education

Free classroom material, built on our own data

Free, practical exercises for teachers and students, built directly on Kibbo's own consumer datasets. No sign-up, no accreditation or institutional partnership claims — just material you can print and use.

Classroom exercises

3 available

Each sheet is built on one published Kibbo dataset, with graded exercises and a closed-by-default teacher answer key.

The Streaming Price Machine

Seven exercises on 97 verified price-change events across 10 US streaming platforms — percentage change, cumulative cost, household budgeting, and what the data can't tell you.

Streaming Pricing Dataset High school & university Statistics, economics, personal finance, media studies
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US Airline Ranking 2026 H1

Six exercises on the DOT's own reliability data for 9 US airlines — rank-based scoring, percentage points vs. percent, and whether the ranking methodology is fair.

US Airline Reliability Dataset High school & university Statistics, mathematics, economics, business studies
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What Does It Really Cost to Get Sick?

Eight exercises on a 58-row, 4-country healthcare cost dataset — comparing prices fairly, reading missing data as a finding, and spotting conclusions the data can't support.

Healthcare Cost Dataset University (critical-thinking questions also work for upper high school) Health economics, public policy, statistics, economics
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Library

Curated free resources

Kibbo Education Library

A curated selection of free external resources from government agencies, non-profits and open textbook publishers, organised by topic — not hosted on Kibbo, just linked.

Browse the library →

The data behind the exercises

Every exercise sheet here is built directly on a published Kibbo dataset — the same CSVs and READMEs used in our investigations, not a simplified or separate teaching version. For the full methodology, sourcing notes, and raw downloads, see the Consumer Data Library. For the investigations these datasets were built for, see Kibbo Research.

Using these in class

  • Free to use, print, and share in your teaching — no license, sign-up, or fee.
  • We only ask that you credit "Kibbo (getkibbo.com)" when you share or adapt a sheet.
  • Each sheet's teacher answer key is collapsed by default, so it won't appear if you hand the page straight to a class.

Teaching with these and have a question, or built something with them you'd like to share? hello@getkibbo.com