Scientific Definition
Recommenders optimizing engagement produce radicalization as a byproduct.
Plain-English Definition
Recommenders optimizing engagement produce radicalization as a byproduct.
Feynman Explanation
The model didn't decide to radicalize anyone. The objective function did.
Core Principle
Recommenders optimizing engagement produce radicalization as a byproduct.
Mechanisms
Pending editorial review.
Recommenders optimizing engagement produce radicalization as a byproduct.
Pending editorial review.
Pending editorial review.
Objective function design IS the policy.
Pending editorial review.
Pending editorial review.
Inputs (Triggers)
Pending editorial review.
Outputs (Behaviors)
Pending editorial review.
Behavioral Signature
The model didn't decide to radicalize anyone. The objective function did.
Examples
- YouTube and Facebook recommendation rabbit holes.
- Objective function design IS the policy.
Pending editorial review.
Famous Experiments
Pending editorial review.
Design Principles
- Multi-metric objective functions. External audits.
Measurement Approaches
Pending editorial review.
Evidence
Pending editorial review.
Pending editorial review.
The Perverse Incentive Lens™
How this behavior is exploited — and how to redesign around it.
- Multi-metric objective functions. External audits.
Pending editorial review.
Pending editorial review.
Interactive Mini Network
Click any neighbor to re-center the graph and follow the threads of connection.
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