Module: GovernmentIntelligence/MinistryAnalysis

Swedish Government Ministry Risk Assessment & Executive Influence Intelligence Dashboard

Advanced intelligence analysis platform providing comprehensive ministerial risk profiling and executive influence measurement for all Swedish government ministers. Implements multi-dimensional risk scoring, influence hierarchies, productivity metrics, and decision-impact assessment using D3.js heat maps and Chart.js analytics visualization. Monitors governance effectiveness, ministerial stability, and executive branch risk factors.

Intelligence Methodology

This module implements executive branch intelligence assessment:

• Target Scope: Swedish government ministers (cabinet-level executives)
• Risk Dimensions: 8+ risk categories with weighted aggregation
• Influence Hierarchy: Rank ordering based on decision authority and impact
• Real-Time Monitoring: Updates on ministry personnel changes and policy decisions

Ministerial Intelligence Framework

Four-Dimensional Analysis Taxonomy:

1. Risk Heat Mapping (Multi-Factor Risk Assessment)

   • Ethics and conduct violations (conflict of interest, financial disclosures)
   • Policy failure and implementation risk
   • Coalition stability and ministerial vulnerability
   • Public approval and political capital status
   • Personnel turnover and institutional knowledge loss

2. Influence Measurement (Executive Power Assessment)

   • Decision-making authority within ministry scope
   • Budget control and resource allocation power
   • Cross-ministry coalition building capability
   • Policy agenda-setting influence
   • Media narrative shaping ability

3. Productivity Analysis (Governance Effectiveness)

   • Government proposals initiated and passed
   • Legislative effectiveness (passage rate vs. proposed)
   • Budget execution and financial management
   • Committee participation and steering
   • Crisis response and issue resolution speed

4. Decision Impact Assessment (Consequential Authority)

   • High-impact decisions and policy directives
   • Emergency declarations and special authorities
   • Long-term policy implications (5-10 year horizon)
   • Stakeholder impact breadth (affected populations/sectors)
   • Reversibility and policy lock-in effects

Data Sources (CIA Platform)

Primary Intelligence Feeds:

• distribution_ministry_risk_levels.csv

  • Fields: minister_name, ministry, risk_score (0-10), risk_level, risk_categories, last_update
  • Scope: All active government ministers with multi-factor risk aggregation
  • Use: Risk heat map visualization, threat identification

• distribution_ministry_productivity_matrix.csv

  • Fields: minister_name, proposals_initiated, proposals_passed, passage_rate, effectiveness_score
  • Scope: Annual productivity metrics and comparative benchmarking
  • Use: Governance effectiveness assessment, productivity trending

• percentile_politician_influence_metrics.csv

  • Fields: politician_name, influence_score (0-100), decision_authority, coalition_strength, media_impact
  • Scope: Individual minister influence rankings and influence components
  • Use: Power structure visualization, influence hierarchy mapping

• distribution_ministry_decision_impact.csv

  • Fields: decision_id, minister_name, impact_category, scope, affected_sectors, long_term_implications
  • Scope: Individual decisions with impact classification and reach assessment
  • Use: Decision intelligence timeline, high-consequence decision tracking

• distribution_ministry_effectiveness.csv

  • Fields: ministry, effectiveness_score, policy_outcomes, stakeholder_satisfaction, benchmarks
  • Scope: Ministry-level effectiveness assessment with comparative metrics
  • Use: Ministry-level performance comparison, governance quality assessment

OSINT Collection Strategy

Multi-Layer Executive Intelligence:

1. Official Government Sources: Ministry websites, press releases, decisions
2. Parliamentary Records: Minister questions, committee appearances, votes
3. Media Monitoring: Coverage volume, sentiment analysis, scandal tracking
4. Social Network Analysis: Coalition patterns, ally/rival relationships
5. Personnel Intelligence: Turnover rates, institutional experience patterns
6. Policy Analysis: Implementation success rates, stakeholder reception
7. Financial Records: Budget execution, spending patterns, fiscal discipline

Visualization Intelligence

D3.js Risk Heat Map (Primary):

• Matrix Structure: Ministers (Y-axis) × Risk Categories (X-axis)
  • Each cell represents individual risk assessment
  • Color intensity: Risk magnitude (green → yellow → orange → red)
  • Interactive tooltips: Show detailed risk breakdown and category scores
  • Sorting: By risk level, ministry, or name for intelligence focus

Chart.js Influence Ranking (Supporting):

• Influence Hierarchy Chart: Minister influence rankings across 8 categories
  • Horizontal bar chart showing power distribution
  • Color segments for different influence dimensions
  • Identifies power concentration vs. balanced distribution

Chart.js Productivity Matrix (Performance):

• Governance Effectiveness: Ministry productivity comparison
  • Grouped bars: proposals vs. passage rate vs. effectiveness
  • Trend lines showing year-over-year changes
  • Benchmarks highlight outliers and high/low performers

Chart.js Decision Impact Timeline (Consequential):

• Policy Decision Tracking: High-impact decisions over time
  • Timeline showing major policy decisions
  • Impact scores and affected sector breadth
  • Category color-coding for decision types

Intelligence Analysis Frameworks Applied