Optimize run-time

Ability to run time-minimal processes subject to performance and reliability thresholds.

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Process organizers

Process organizers seek to reduce the time commitment for participants to improve accessibility and reduce costs.

Citizens' assembly organizers

Citizens' assembly organizers facilitate deliberations to support the efficiency of the process, though there are differences of view as to how heavy-handed this support should be.

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Optimize run-time

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What is the Pareto frontier for different deliberative outcomes (learning, viewpoint formation, common ground, decision quality, participant satisfaction) as a function of session time, and are there absolute minimum thresholds below which outcomes collapse for given topic types?

How does the optimal session length and pacing vary with task type (information processing vs. value deliberation vs. decision-making), topic complexity (technical vs. normative vs. hybrid), and participant characteristics (expertise, prior knowledge, cognitive diversity)?

What real-time facilitation interventions (such as structured summarization, breakpoint decisions, or adaptive session extension) enable organizers to detect when deliberative quality is degrading due to time pressure and respond within process constraints?

What exercise, issue and context characteristics most strongly predict the time required to complete a given task or process and can these be codified into a prediction model usable by practitioners at design time?

Optimize run-time

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Related Goals and Research Questions

Goal: Process time allocations that are empirically calibrated to achieve specific deliberative outcomes under real-world time constraints

What is the Pareto frontier for different deliberative outcomes (learning, viewpoint formation, common ground, decision quality, participant satisfaction) as a function of session time, and are there absolute minimum thresholds below which outcomes collapse for given topic types?

How does the optimal session length and pacing vary with task type (information processing vs. value deliberation vs. decision-making), topic complexity (technical vs. normative vs. hybrid), and participant characteristics (expertise, prior knowledge, cognitive diversity)?

What real-time facilitation interventions (such as structured summarization, breakpoint decisions, or adaptive session extension) enable organizers to detect when deliberative quality is degrading due to time pressure and respond within process constraints?

Goal: Practitioners who can reliably predict and allocate minimum viable time for a process given its objectives and context

What exercise, issue and context characteristics most strongly predict the time required to complete a given task or process and can these be codified into a prediction model usable by practitioners at design time?

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