SECAI Core · phase 4 of 15 · noun
Data access
Control of which data a user or entity within the AI system has access to
The Explain card
- Plain English
- Data access is the control of which data each user, service or component inside an AI system is allowed to reach.
- Example
- A retrieval chatbot is given read access to the whole document store. A user from sales asks about salaries and the model happily summarises HR files it should never have seen.
- Why it matters
- Models inherit the permissions they are given, then share what they find with whoever is asking. Access control must be enforced at the data layer, not left to the model's judgement.
- Hook
- The model can only leak what it was allowed to read.
Word knowledge
How the word is built, where it came from, and what it sits beside in memory.
In a sentence
In the vector store, data access on the HR collection keeps the sales chatbot's retriever from fetching salary embeddings into the prompt.
Why these words
- data Latin data, things given, plural of datum supplies the given-facts half, so the approach is to information rather than to a room
- access Latin accessus, a coming toward, from accedere, to approach supplies the approach half, so the given facts are reached rather than merely kept
Where it came from
- Origin
- English computing collocation from Latin data (things given, plural of datum) and Latin accessus (a coming toward, from accedere, to approach)
- Entered the language
- 1960s
- What changed
- Data had meant things given, then facts granted in an argument, then the records a machine keeps. Access had meant the onset of a fever, then a way in, then the right to approach. Computing papers of the 1960s joined the two words for the act of fetching a record from a disk, and the pair later covered both that fetch and the permissions that decide who may try.
How it is spelled
- Pattern
- data stays the Latin plural of datum, even when English treats it as a mass noun
- Pattern
- Latin ad- assimilates to ac- before c, and the double c of access keeps that history
- Pattern
- -cess nouns sit beside -cede verbs: access beside accede, process beside proceed
- Breaks the pattern
- the noun phrase stays two words; the hyphen appears only when it modifies another noun
- Breaks the pattern
- data looks plural but computing English often treats it as a mass noun
- Breaks the pattern
- access as a verb is a computing back-formation; older English kept it as a noun and said gain access
Spelled like
- process
- success
- excess
- accede
- database
Broken into chunks
-
data
- datum
- metadata
- database
-
ac
- accept
- accuse
- accumulate
-
cess
- process
- success
- excess
What it sits beside
Same subject
Same shape
- data storage
- data processing
- model access
- random access
Data compounds
Access compounds
- model access
- access control
- remote access
Permission family
Where it sits in the deck
Phase 4: Data Integrity, Governance, and Provenance
Once you know what data is, learn the principles that keep it trustworthy, traceable, and minimized throughout its lifecycle.