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Public Opinion Insights

Data Analysis Updated 2026.08.29

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About this skill

Problem Space

When public-opinion analysis requires focus on a specific object and a subset of dimensions, a full report can be too long, while manual decomposition can miss context. public-opinion-insights addresses the need for conclusion-level output around an event, topic, or subject, returning structured insights rather than a complete long-form report.

How It Works

The skill calls the internal public-opinion analysis service via /api/chat. The main input is message, which should describe the analysis target and, where possible, name the dimensions to inspect, such as those listed in references/analysis_dimension.md. The response is usually Markdown or similar text, making it easy to embed in downstream analysis flows. It requires MIDU_API_KEY in OpenClaw, using the same authentication model as public-opinion-report.

Boundaries

Use this skill for on-demand insights on a specific metric or module, not for generating a full public-opinion report. Complex analyses may take several minutes, so callers should allow enough wait time. Do not send repeated or concurrent requests before a response returns.

Use Cases

  • Extract conclusions for a specified analysis dimension during a single-event review.
  • Focus on one analysis dimension when screening a named topic for risk.
  • Prepare meeting materials by retrieving structured conclusions for a subject dimension.
  • Compare events on the same analysis dimension and produce short conclusions.

Best For

  • Public-opinion ops analysts: need conclusion-level output for one event and one dimension, not a full report.
  • Risk brief writers: need dimension-based conclusions extracted for meeting materials.
  • Brand PR reviewers: need structured conclusions for a named subject on a single topic.
  • Internal service engineers: need to call the dimension-insight API in OpenClaw and surface results.