Triangulation
Establishing a conclusion by the convergence of multiple independent records on the same account. The Pikesville reconstruction is the model: email provenance, phone records, network logs, tool searches, and motive, each independent, all pointing at one person, which is what made it hard to break.
Defined in 4 GAGE programs, which carry 4 distinct definitions of it. The wording above is taught in Certified AI Governance Professional (CAIGP).
How each discipline defines it
The same term does different work depending on who is using it. These are the definitions as each program teaches them, unedited.
Establishing a conclusion by the convergence of multiple independent records on the same account. The Pikesville reconstruction is the model: email provenance, phone records, network logs, tool searches, and motive, each independent, all pointing at one person, which is what made it hard to break.
Checking a claim, especially one made verbally in an interview, against an independent source (a document, a log, a second interviewee, the system itself) before treating it as a verified finding. The step that turns a claim into evidence.
Running the same counterargument simulation through more than one AI assistant to compare results, using divergence between the tools as a signal worth investigating rather than treating convergence alone as confirmation.
Reaching a conclusion by convergence across genuinely independent sources. Two sources are a comparison; three or more from different families are a triangulation.
Where it is taught
The exact lessons this term appears in. The first module of every program is free with a free account.
- The interview sweep: what the humans know about the data that the systems do not · The Estate Survey, Certified AI Data Governance Professional (CADGP)
- Incident forensics: reconstructing a failure from logs when memories disagree · Adversarial Governance, Certified AI Governance Professional (CAIGP)
- Policy Intelligence: Simulating Counterarguments Before Opponents Make Them · AI for Lobbying Productivity, The AI Lobbyist: Certified AI Policy Strategist
- Culture measurement · Ethics, Culture, Conduct, and Accountability, Certified Enterprise Governance, Risk and Compliance Professional (CEGP)
Where it shows up at work
A definition is where Triangulation starts. The lessons above teach it inside the competencies below, which are what job descriptions ask for and what the GAGE credential records. Every link here is drawn from the same careers map that builds a role's readiness check.
Reads bills and rules like a practitioner, compares options with costs and unintended effects, and writes briefs a decision-maker can act on.
One lesson on this page teach it as a primary outcome.
Measures whether governance works: inventory coverage, owners named, overdue reviews, incidents, approval times, not how busy the committee is.
One lesson on this page teach it as a primary outcome.
Roles that hire for it
Each role page shows the full competency set, what the seat decides, and a readiness check against your own evidence.
- AI Policy Analystneeds it at depth · 7 open postings this week
- VP of AI Governance and Ethicsneeds working knowledge
- AI Governance Managerneeds working knowledge
- Data Governance Leadneeds working knowledge · 2 open postings this week
How job descriptions say it
Postings rarely use the textbook word. These are the phrases the careers map reads as asking for the competencies above.
Where the frameworks place it: ISO/IEC 42001 Clause 9.
One interview question about it
Give me the one-page version of a complex AI policy question, written for a decision-maker with ten minutes.
Asked of candidates for policy analysis and decision-ready writing. Answering it in your own words is exactly how a GAGE topic is passed, and the credential records the pass where an employer can check it.
If you come from another field
Some backgrounds already carry this competency, and the readiness check gives credit for it.
- Legal and paralegal work carries it as work you can show: Memos, briefs and drafted terms are your record.
- Policy, legislative and government affairs staff carries it as work you can show: Briefs, memos and comparisons are your portfolio.
- Recent graduate in law, policy, business or data carries it as a claim to back up: Research and analytical writing from your degree.
Terms it appears with
Not an alphabetical neighbourhood: these are the terms taught in the same lessons, ranked by how often they appear together.