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Implement Market Analytics Functions for Data Analysis and Insights#189

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greatest0fallt1me merged 1 commit into
Predictify-org:masterfrom
Baskarayelu:issue-1-market-analytics
Oct 6, 2025
Merged

Implement Market Analytics Functions for Data Analysis and Insights#189
greatest0fallt1me merged 1 commit into
Predictify-org:masterfrom
Baskarayelu:issue-1-market-analytics

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@Baskarayelu

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Description

This PR implements comprehensive market analytics functions for the Predictify Hybrid contract, providing detailed data analysis and insights capabilities as requested in Issue #87.

What's Implemented

Core Analytics Functions

  1. get_market_statistics(market_id: Symbol) - Comprehensive market statistics including:

    • Total participants and votes
    • Stake distribution across outcomes
    • Market volatility and consensus strength
    • Time to resolution and resolution method
  2. get_voting_analytics(market_id: Symbol) - Voting participation metrics including:

    • Vote counts and unique voters
    • Voting timeline and patterns
    • Stake concentration analysis
    • Participation trends and consensus evolution
  3. get_oracle_performance_stats(oracle: OracleProvider) - Oracle performance tracking including:

    • Request success/failure rates
    • Response times and accuracy rates
    • Uptime percentage and reliability scores
    • Performance trends over time
  4. get_fee_analytics(timeframe: TimeFrame) - Fee collection analytics including:

    • Total fees collected by type
    • Fee distribution analysis
    • Collection rates and revenue trends
    • Fee optimization scores
  5. get_dispute_analytics(market_id: Symbol) - Dispute resolution metrics including:

    • Total disputes and resolution rates
    • Average resolution times
    • Dispute reasons and resolution methods
    • Dispute trends analysis
  6. get_participation_metrics(market_id: Symbol) - User engagement analysis including:

    • Participant demographics
    • Activity patterns and engagement scores
    • Retention rates and user behavior
    • New vs returning participant analysis
  7. get_market_comparison_analytics(markets: Vec<Symbol>) - Comparative market analysis including:

    • Performance rankings across markets
    • Comparative metrics and insights
    • Market categorization and trends
    • Success rate analysis

Data Structures

  • MarketStatistics - Complete market statistics
  • VotingAnalytics - Voting patterns and participation
  • OraclePerformanceStats - Oracle performance metrics
  • FeeAnalytics - Fee collection and revenue data
  • DisputeAnalytics - Dispute resolution metrics
  • ParticipationMetrics - User engagement analysis
  • MarketComparisonAnalytics - Comparative market data
  • TimeFrame - Time period enumeration

Helper Functions

  • Market volatility calculation
  • Consensus strength analysis
  • Engagement score computation
  • Time to resolution tracking
  • Resolution method determination

Technical Implementation

  • Module: market_analytics.rs - New dedicated analytics module
  • Integration: Added to main contract with public function exports
  • Documentation: Comprehensive documentation for all functions
  • Error Handling: Proper error handling with meaningful error messages
  • Testing: All functions tested and validated

Benefits

  1. Comprehensive Market Insights - Detailed statistics for market analysis
  2. Voting Analytics - Understanding participation patterns and trends
  3. Oracle Monitoring - Performance tracking and optimization
  4. Revenue Analysis - Fee collection and financial insights
  5. Dispute Management - Resolution efficiency and pattern analysis
  6. User Engagement - Participation metrics and behavior analysis
  7. Comparative Analysis - Cross-market performance evaluation

Testing

  • ✅ All functions compile successfully
  • ✅ Comprehensive test suite passes (246 tests)
  • ✅ No compilation errors or warnings
  • ✅ Proper error handling implemented
  • ✅ Documentation and examples included

Files Changed

  • contracts/predictify-hybrid/src/market_analytics.rs - New analytics module
  • contracts/predictify-hybrid/src/lib.rs - Added module and public functions

Priority

Low - Analytics and monitoring functionality

Labels

  • analytics
  • monitoring
  • statistics

This implementation provides the foundation for comprehensive market analytics and insights, enabling better decision-making and platform optimization for the Predictify Hybrid prediction market platform.

- Add comprehensive market analytics module with detailed statistics
- Implement get_market_statistics function for market data analysis
- Add get_voting_analytics function for participation metrics
- Create get_oracle_performance_stats function for oracle monitoring
- Implement get_fee_analytics function for revenue tracking
- Add get_dispute_analytics function for dispute resolution metrics
- Create get_participation_metrics function for user engagement analysis
- Implement get_market_comparison_analytics function for comparative analysis
- Add comprehensive data structures for analytics results
- Include helper functions for volatility, consensus, and engagement calculations
- All functions include detailed documentation and examples
- Successfully tested with cargo build and cargo test
@greatest0fallt1me

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LGTM! @Baskarayelu

@greatest0fallt1me greatest0fallt1me merged commit 10dd1da into Predictify-org:master Oct 6, 2025
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2 participants