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AI & ML
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Recommendations
Build
Fund
Research
Measure
AI & ML
Practice
Explore
Contribute
About
Updates
← Explore Goals
Goal
Distilled and aggregated content that is integrated effectively into the process.
Related Product Gaps
Opinion Mapper
Urgent
AI/ML
Impact
Scale
Tool that connects to recording devices and data sources to instantly analyze participant contributions, creating real-time visualizations of views, consensus areas, and divisions on any topic throughout deliberative processes.
Related Research Questions
What visualization and presentation methods can best communicate distilled content for engagement by participants/organizers?
What aggregation approaches are best suited to different stages of a process?
What are the best methods for managing aggregated inputs when content production and integration occur over time?
What are the best standardized models for 'in-person' (in real world or online) facilitators to follow as they collate and record views of participants?
What standardized methods can we easily teach participants in self-led groups on how best to capture the relevant information?
Related Capabilities
Aggregate perspectives
Representativeness
Ability to aggregate votes and distill more complex forms of open-ended input into outputs and decisions, in fair and understandable ways, such that participants feel their contributions are meaningfully taken into account (and can ideally see how).
