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From words to data

Seven short films on data modelling, from how minds turn the world into words, to how AI can help keep meaning true. They follow one idea, older than any system: the credential, how people prove what they know.

The films

Watch them in order: each film stands alone, and each builds on the ones before it. They make most sense after The Inner Life of Data and A Sharper Sketch.

Film 1 of 7 · Language and meaning

What's in a word

Four offices, four numbers, one word. Before you can count anything, you have to agree what it is.

6 min · 4 labs · 8 scenarios · From words to data

Film 2 of 7 · Models and systems

Older than the systems

Clay, wax, paper, a digital key: the materials changed, the idea didn't. Model it once, and hold every system up to that.

5½ min · 3 labs · 8 scenarios · From words to data

Film 3 of 7 · Shapes for data

Built to write, built to read

One set of facts, two shapes: one built to write each award, one built to read ten years of them.

5 min · 3 labs · 8 scenarios · From words to data

Film 4 of 7 · Shapes for reading

Many ways to read

Star, vault or one wide table? Each shape has a job and a place. Choose per question, not per fashion.

4 min · 3 labs · 8 scenarios · From words to data

Film 5 of 7 · Hybrid databases

Both at once

One database that writes and reads. It removes the copy, not the model.

4 min · 3 labs · 8 scenarios · From words to data

Film 6 of 7 · Meaning and AI

Meaning machines can read

An assistant answers from the meaning it can read. Glossary, taxonomy, ontology and semantic layer stack.

5½ min · 5 labs · 12 scenarios · From words to data

Film 7 of 7 · Keeping meaning current

Keeping it true

Three dashboards, three numbers for one measure. The agent recommends, people approve, and everything is versioned.

5 min · 4 labs · 10 scenarios · From words to data

One thread: the credential

People have always needed to show what they know to someone who wasn't there to see them learn it. The answer has barely changed in centuries: someone trusted makes a claim about someone, in a way that others can check. The university's new microcredentials are its newest form, and each film takes them one step further.

Every film starts in the past

FilmOpens withStill true today
What's in a wordVervet monkeys' alarm callsA signal can stand for a kind of thing.
Older than the systemsA guild's masterpiece, a sealed licence to teachSomeone trusted makes a claim about someone, in a way others can check.
Built to write, built to readPacioli's journal and ledger, 1494One set of facts: a shape for writing, a shape for reading.
Many ways to readA library's card catalogueThe same thing, reached many ways.
Both at onceThe cash register, 1879Recording and counting in one place.
Meaning machines can readLinnaeus, Wilkins and NightingaleShared definitions let strangers compare. Universal ones fail.
Keeping it trueJohnson's dictionary, 1755Meaning moves. Someone has to keep up.

Four sides of every word

Cyan outlines are technical; gold outlines are business.

Owns a word

Mei, registrar's office: award and student

Brings a new word

Tom, short courses: microcredential

Owns the model

Noor, data architect, the series' guide

Asks the questions

Ana, Head of School, and David, Deputy Vice-Chancellor