Dark pattern
A general term, used across the technology industry and by researchers, for a user-interface or conversational design choice that steers a user toward a decision, continuing to engage, making a purchase, sharing more data, that serves the product's interest more than it serves the user's own clearly considered preference.
Defined in 2 GAGE programs, which carry 4 distinct definitions of it. The wording above is taught in Senior AI Scam Defense.
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.
A user-interface or promotional-display design intended to mislead or manipulate a consumer; the broader design pattern covers many manipulative techniques beyond pricing (forced continuity, confirm-shaming, hidden opt-outs), but in this topic's context the term specifically refers to fabricated "was" prices, undisclosed fees, or deceptive discount framing prohibited by Article 18 of the Internet Platform Pricing Conduct Rules.
A general term, used across the technology industry and by researchers, for a user-interface or conversational design choice that steers a user toward a decision, continuing to engage, making a purchase, sharing more data, that serves the product's interest more than it serves the user's own clearly considered preference.
an interface design choice, such as a multi-step cancellation screen or an automatic "are you sure" prompt, built to make leaving a platform feel more costly than it needs to be; named in Section 3N as a feature of the platform itself, separate from the human scam contact.
A design or communication technique intended to lead a person toward a decision, such as believing a purchase is required to enter a sweepstakes, that they would not otherwise make if the information were presented clearly, as alleged in the FTC's settlement with Publishers Clearing House.
Where it is taught
The exact lessons this term appears in. The first module of every program is free with a free account.
- AI in E-Commerce and Retail · Sector Rules: Finance to Autonomous Vehicles, Certified China AI Regulatory Professional (CCARP)
- Companion apps: friendly by design, and designed to keep you · The Demystification Lab, Senior AI Scam Defense
- Getting out, and telling one person today · Relationship and Investment Scams, Senior AI Scam Defense
- Prizes, lotteries, and the inheritance from a stranger · Everyday Transaction Scams, Senior AI Scam Defense
Where it shows up at work
A definition is where Dark pattern 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.
Compares the EU AI Act, NIST AI RMF, ISO/IEC 42001 and sector rules by intent and control objective, and says where they do not overlap.
One lesson on this page teach it as a primary outcome.
Applies GDPR, CCPA and sector rules to training data, inference, automated decisions, lawful basis, individual rights and cross-border transfer.
One lesson on this page teach it as a primary outcome.
Tracks executive orders, OMB guidance, agency rules and the state patchwork, and knows which state laws reach hiring, insurance and consumer decisions.
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 Compliance Managerneeds it at depth · 2 open postings this week
- Senior AI Compliance Analystneeds it at depth
- AI Compliance Specialistneeds working knowledge · 1 open posting this week
- AI Regulatory Counselneeds it at depth · 14 open postings this week
- Security Compliance Managerneeds it at depth · 4 open postings this week
- Compliance Analystneeds 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: EU AI Act; NIST AI RMF; ISO/IEC 42001; GDPR.
One interview question about it
Map one control to the EU AI Act, NIST AI RMF and ISO/IEC 42001 at once, and tell me where the mapping breaks.
Asked of candidates for framework crosswalking without false equivalence. 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: Privacy assessments and lawful-basis records are your work product.
- Legal and paralegal work carries it as a claim to back up: Privacy and consumer law are usually within reach.
- A law degree (JD, LLB or LLM), no AI work yet carries it as a claim to back up: Privacy and data protection law are usually a course, not yet a file.
Terms it appears with
Not an alphabetical neighbourhood: these are the terms taught in the same lessons, ranked by how often they appear together.