Spoliation
The intentional or negligent destruction, alteration, or failure to preserve evidence relevant to a legal proceeding. Deleting data under an active legal hold, even through routine automated deletion, can constitute spoliation and carries real legal sanctions, including adverse inference instructions.
Defined in 3 GAGE programs, which carry 5 distinct definitions of it. The wording above is taught in Certified AI Data Governance Professional (CADGP).
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.
The intentional or negligent destruction, alteration, or failure to preserve evidence relevant to a legal proceeding. Deleting data under an active legal hold, even through routine automated deletion, can constitute spoliation and carries real legal sanctions, including adverse inference instructions.
The destruction or alteration of evidence after it is or should be preserved, which is treated severely by courts and regulators. The reason a reconstruction gap must be closed by designing new records going forward, never by editing or remaking records of past decisions.
The destruction, alteration, or failure to preserve evidence that a party had a legal duty to retain once a preservation duty attached, which can itself become a sanctionable issue independent of the underlying dispute the evidence relates to.
The destruction or loss of evidence a party had a duty to preserve, which courts may punish with adverse inferences or default judgment.
The destruction, alteration, or failure to preserve evidence relevant to litigation or a legal proceeding, which can result in a court instructing a jury to assume the destroyed evidence was unfavorable to the party that destroyed it.
Where it is taught
The exact lessons this term appears in. The first module of every program is free with a free account.
- The deletion decision: the terabytes your organization should destroy this quarter, defended · The Money of Data, Certified AI Data Governance Professional (CADGP)
- The retention decision: what you must keep, what you must destroy, and proving both · Data Reality, Certified AI Governance Professional (CAIGP)
- Evidence is designed, not gathered: building systems whose proof exists before anyone asks · Evidence Engineering, Certified AI Governance Professional (CAIGP)
- The Liability Risk Assessment and Mitigation Strategy · Legal Frameworks and Liability Navigation, The AI Lobbyist: Certified AI Policy Strategist
- The Comprehensive Defensive Plan for a High-Stakes Campaign · Defensive Operations, The AI Lobbyist: Certified AI Policy Strategist
Where it shows up at work
A definition is where Spoliation 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.
Reviews purpose, data, affected people, accuracy, bias, security, oversight, vendors and law for a use case, scores likelihood and impact, and documents residual risk.
One lesson on this page teach it as a primary outcome.
Collects, labels and preserves the evidence that a control operated, a decision was made, and a claim can be defended to an auditor or regulator.
One lesson on this page teach it as a primary outcome.
Builds minimization, purpose limitation, de-identification, consent and retention into an AI system before launch, with tests that prove it.
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 Governance Analystneeds working knowledge · 3 open postings this week
- Governance Analystneeds working knowledge · 6 open postings this week
- Privacy Analystneeds working knowledge
- Chief Privacy Officer, AI privacy editionneeds it at depth
- Senior AI Compliance Analystneeds working knowledge
- AI Program Managerneeds it at depth · 11 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: NIST AI RMF MAP and MEASURE; ISO/IEC 42005; EU AI Act Article 27; EU AI Act Articles 11 and 12.
One interview question about it
Take me through an AI risk and impact assessment you would run for a hiring tool. What do you assess, and who signs?
Asked of candidates for ai risk and impact assessment. 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.
- Privacy and data protection carries it as work you can show: A DPIA is an impact assessment; the AI version adds accuracy, bias and oversight.
- Compliance and regulatory affairs carries it as work you can show: Audit-ready documentation is what you produce.
- Internal audit and IT audit carries it as work you can show: Evidence evaluation is the profession.
Terms it appears with
Not an alphabetical neighbourhood: these are the terms taught in the same lessons, ranked by how often they appear together.