Engagement Optimisation Harms
Engagement Optimisation Harms examines measuring harms created when engagement is treated as the primary optimisation objective within the broader domain of how platform design, in
THE-03 · TOP-002
Platform Behaviour
Engagement Optimisation Harms can materially affect autonomy, safety, public trust, market integrity, community cohesion and institutional decisions. Poorly designed interventions can suppress legitimate speech, entrench bias or create false confidence.
8 canonical Subtopics in this Topic.
Addictive Design Patterns
Addictive Design Patterns examines identifying interface and reward patterns associated with compulsive or difficult-to-control use within the broader domain of how platform design
Recommendation-System Effects
Recommendation-System Effects examines isolating how recommendation systems alter exposure, beliefs, behaviour and opportunity within the broader domain of how platform design, inc
Content Moderation Dynamics
Content Moderation Dynamics examines studying how moderation rules, enforcement and appeals shape safety, legitimacy and participation within the broader domain of how platform des
Community Dynamics
Community Dynamics examines understanding formation, growth, conflict, leadership and decline within platform communities within the broader domain of how platform design, incentiv
Algorithmic Amplification
Algorithmic Amplification examines measuring when ranking systems disproportionately increase the reach of harmful, extreme or misleading content within the broader domain of how p
Platform Incentive Structures
Platform Incentive Structures examines mapping how revenue, growth and creator incentives shape content and conduct within the broader domain of how platform design, incentives and
User Migration and Fragmentation
User Migration and Fragmentation examines tracking why users and communities move, split or become isolated across platforms within the broader domain of how platform design, incen
Stories from Platform Behaviour
Scenario narratives — not empirical findings.
Engagement Optimisation Harms
The headline dated five years from now called the programme a turning point. The smaller correction beneath it explained why that claim was premature. Current digital and institutional systems show a material need to add
Read the full story →Addictive Design Patterns
The demonstration succeeded inside the test range. The real question was whether it would remain dependable after communications, weather and command assumptions changed. Current digital and institutional systems show a
Read the full story →Recommendation-System Effects
The system crossed the border in a day. Its assumptions about language, authority and trust did not travel nearly as well. Current digital and institutional systems show a material need to address isolating how recommend
Read the full story →Content Moderation Dynamics
The prototype impressed every investor in the room. The unanswered question on the whiteboard was whether it improved a human outcome. Current digital and institutional systems show a material need to address studying ho
Read the full story →Community Dynamics
The lesson plan looked personalised on screen. In the classroom, Maya saw that personalisation and understanding were not the same thing. Current digital and institutional systems show a material need to address understa
Read the full story →Algorithmic Amplification
The project began properly only when the community asked who had defined the problem, who would hold the data and who could stop the work. Current digital and institutional systems show a material need to address measuri
Read the full story →Platform Incentive Structures
The headline dated five years from now called the programme a turning point. The smaller correction beneath it explained why that claim was premature. Current digital and institutional systems show a material need to add
Read the full story →User Migration and Fragmentation
Keiko finished the task faster than anyone in the room and could not explain how the answer had been reached. Current digital and institutional systems show a material need to address tracking why users and communities m
Read the full story →