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Dimension: Measurability Read about assessment rating system
Gather process data
Ability to gather process data in a cheap, reliable, accessible manner.
MINIMAL
EXTREME
Maturity
Opportunity
Importance
Neglectedness
Transnational
How this is performed now...
Process organizers
Process organizers factor in data capture methods and balance their intrusiveness with the benefits of measuring for success.
Citizens' assembly organizers
Citizens' assembly organizers sometimes anonymously record and transcribe deliberations where required for the use of technology. Most use pre- and post-process participant surveying.
Related Product Gaps
There are no related product gaps at the moment.
Related Goals and Research Questions
Goal: Deliberations that can be captured faithfully and unobtrusively with full participant consent and ethical protection
What recording modalities (comparing video, audio-only, spatial tracking, or multimodal combinations) most reliably preserve the substance of deliberation while remaining minimally intrusive and respectful of participant discomfort?
Urgent
Communication & Media Ethics & Philosophy
Related Capability: Gather process data
Which transcription and annotation approaches (comparing human verbatim, human semantic, hybrid human-AI, or AI-only) best handle cross-talk, non-verbal communication, and emotional valence while maintaining accuracy standards?
Urgent
AI/ML Communication & Media
Related Capability: Gather process data
What consent, anonymization, and data governance protocols (comparing opt-in vs. opt-out, persistent vs. temporary storage, restricted vs. open licensing) enable practitioners to balance participant privacy and autonomy against the research value of maintaining rich deliberative records?
Urgent
Ethics & Philosophy Public Policy & Law
Related Capability: Gather process data
Goal: Preference transformation and participant learning that can be tracked throughout the process
What measurement approaches (comparing explicit belief statements, semantic mapping, implicit preference tasks, or network analysis of argument adoption) best capture individual and group learning and preference shifts while remaining feasible to administer at deliberation intervals?
Urgent
Psychology Statistics & Sampling
Related Capability: Gather process data
How do different methods for measuring preference transformation (pre/post surveys, in-process journaling, exit interviews, or network tracking) correlate with one another and with long-term behavioral change, under different deliberative process formats?
Urgent
Psychology Statistics & Sampling
Related Capability: Gather process data
Goal: Long-term effects of participation that can be tracked on individuals and their networks
What particular knock-on effects from participation (spanning civic engagement, political efficacy, discussion spillover, network influence, or policy awareness) are most important to measure, and what longitudinal methods best capture them without excessive participant burden?
Urgent
Psychology Political Science
Related Capability: Gather process data
How do downstream effects from participation systematically vary across different deliberative process formats (comparing citizens' assemblies, deliberative polls, mini-publics, and online forums), and what process features predict effect heterogeneity?
Urgent
Political Science Psychology
Related Capability: Gather process data
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