地方議会 civic data 研究室
全国 1,788 議会・約 1.12 億件の議会発言データを対象とした、政策伝播・議論可視化・市民参加の定量分析
Background
machikarte(全国地方議会発言検索基盤)が保有する約 1.12 億件の議会発言データを使い、地方議会における政策議論の時系列推移・自治体間伝播・テーマ別構造を分析する。第 1 篇では『AI / 生成 AI』の言及がどの自治体・どの時期から始まり、どう全国に広がったかをデータで追う。
Research Artifacts
Progress map of frameworks and deliverables for each phase. Click a slot to expand related notes.
Hypothesis
0/6Framework
Problem Map
Stakeholder Map
Logic Model
Deliverable
Research Questions
Hypothesis Notes
Fieldwork
0/5Framework
Research Design
Data Collection Plan
Ethics Checklist
Deliverable
Fieldwork Notes
Raw Data
Analysis
0/4Framework
Analysis Framework
Causal Loop Diagram
Deliverable
Analysis Notes
Data Visualization
Paper
0/5Framework
Paper Outline
Peer Review Plan
Deliverable
Research Report
Policy Brief
Infographic
Outreach
0/4Public Article
Presentation
Media Kit
Tools / Prototype
Other Notes (3)
National Distribution of Deferral Phrasing in Assembly Responses — A Structural Analysis of 18.97 Million Records from 870 Municipalities
Aggregated across 870 Japanese municipalities and roughly 18.97 million assembly responses, the share of deferral phrasing — including 'kentou shimasu' (we will consider) and its variants — has a weighted national mean of 3.58% and a municipality-level range from 0% to 21%. Even at the prefectural level, the median spans roughly an elevenfold range. The article reads this as a structural observation, not a ranking.
Machikarte Research Lab — Hypotheses and Overview: Reading Assembly Speeches as Observations
A research lab built on a cross-searchable record of speeches from all 1,788 Japanese local assemblies, designed to read the data as observations rather than verdicts. The subject is structural — distribution, propagation, and silence across municipalities — not individual condemnation. Differentiation rests on data quality assurance, verification scripts, and transparent editorial judgment.
Literature Map: A Lineage of Local Assembly Speech Data Research — Centered on the Work of Haruka Watanabe, Yasutomo Kimura, and Kenjiro Higashi
A map of prior research on local assembly minutes analysis, corpus studies, and citizen-participation platforms that machikarte builds upon. It traces the full chain of data acquisition, structural extraction, and citizen feedback through three lineages of accumulated research.
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Discuss research participationResearch Artifacts
- 1.1Problem Map
- 1.2Stakeholder Map
- 1.4Logic Model
- 1.5Research Questions
- 1.6Hypothesis Notes
- 2.1Research Design
- 2.2Data Collection Plan
- 2.3Ethics Checklist
- 2.4Fieldwork Notes
- 2.5Raw Data
- 3.1Analysis Framework
- 3.2Causal Loop Diagram
- 3.3Analysis Notes
- 3.4Data Visualization
- 4.1Paper Outline
- 4.2Peer Review Plan
- 4.3Research Report
- 4.4Policy Brief
- 4.5Infographic
- 5.1Public Article
- 5.2Presentation
- 5.3Media Kit
- 5.4Tools / Prototype