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| claim_contract_resolution [2024/10/25 10:42] – tina.robles | claim_contract_resolution [2025/09/18 18:03] (current) – tina.robles | ||
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| - SAME_CONTRACT_NAME_AS_RESOLVED_LINE | - SAME_CONTRACT_NAME_AS_RESOLVED_LINE | ||
| + | NOTE: Any contracts with a type of AUTOPAY will not be part of the auto matching process for claims to contract. | ||
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| + | **CONTRACT-TO-CLAIMS MATCHING ENHANCEMENT: | ||
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| + | __Intelligent Scoring Implementation__ | ||
| + | |||
| + | Project Overview | ||
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| + | We are implementing an advanced scoring algorithm for contract-to-claims matching, leveraging the proven methodology from our existing deduction matching system. This enhancement will significantly improve matching accuracy and establish the foundation for future automation capabilities. | ||
| + | |||
| + | __Key Features & Benefits__ | ||
| + | |||
| + | **Enhanced Decision Intelligence** | ||
| + | * Scoring Algorithm: Implementation of a sophisticated scoring system that evaluates contract-to-claim compatibility | ||
| + | * Data-Driven Decisions: Provides quantitative metrics to support optimal contract selection for claim matching | ||
| + | * Future Automation Ready: Establishes the scoring framework necessary for automated matching in subsequent phases | ||
| + | |||
| + | **Improved Search Functionality** | ||
| + | * Intelligent Date Range Logic: When accessing claim details via the provided link, the system automatically determines the optimal search parameters | ||
| + | * Dynamic Date Calculation: | ||
| + | * * Uses the claim start date as the baseline | ||
| + | * * Extends search period to January of the claim year | ||
| + | * * Includes an additional 12-month lookback period | ||
| + | * * Returns all qualifying contracts within this comprehensive timeframe | ||
| + | |||
| + | **Technical Implementation** | ||
| + | * Search Scope: 24-month maximum search window ensures comprehensive contract coverage | ||
| + | * Performance Optimization: | ||
| + | * User Experience: Seamless integration with existing claim review workflows | ||
| + | |||
| + | **Expected Outcomes** | ||
| + | * Improved matching accuracy through quantitative scoring | ||
| + | * Enhanced user confidence in contract selection decisions | ||
| + | * Reduced manual review time for obvious matches | ||
| + | * Foundation established for Phase 2 automation capabilities | ||
| + | |||
| + | {{: | ||
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| + | {{: | ||
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| + | **Scoring Framework Overview** | ||
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| + | The scoring algorithm employs a comprehensive point-based system where each successfully matched field contributes to the overall compatibility score between contracts and claims. The methodology distinguishes between header-level and detail-level matching criteria to ensure accurate assessment across all contract dimensions. | ||
| + | |||
| + | __Scoring Architecture__ | ||
| + | |||
| + | **Point Allocation System** | ||
| + | * Base Scoring: 1 point awarded per successfully matched field | ||
| + | * Header-Level Scoring: Binary scoring (0 or 1) for company-level attributes | ||
| + | * Detail-Level Scoring: Proportional scoring (0.0 to 1.0) representing percentage match of claim elements against contract definitions | ||
| + | |||
| + | __Scoring Criteria & Calculations__ | ||
| + | |||
| + | **Header-Level Matches** | ||
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| + | {{: | ||
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| + | **Score Interpretation** | ||
| + | * Higher Scores: Indicate stronger contract-to-claim compatibility | ||
| + | * Composite Scoring: Total score represents cumulative match strength across all evaluated criteria | ||
| + | * Decimal Precision: Detail-level scores provide granular matching insights for partial alignments | ||
| + | |||
| + | **Implementation Roadmap** | ||
| + | |||
| + | Phase 1: Foundation | ||
| + | * Deploy scoring algorithm for manual matching enhancement | ||
| + | * Establish baseline scoring metrics and validation | ||
| + | |||
| + | Phase 2: Analytics & Optimization | ||
| + | * Conduct comprehensive analysis of matching outcomes versus scoring patterns | ||
| + | * Identify optimal score thresholds for automated decision-making | ||
| + | * Validate scoring accuracy through historical data correlation | ||
| + | |||
| + | Phase 3: Automation | ||
| + | * Implement client-configurable score thresholds for automated matching | ||
| + | * Deploy intelligent auto-matching capabilities based on validated scoring criteria | ||
| + | * Establish monitoring and continuous improvement protocols | ||
| + | |||
| + | **Expected Benefits** | ||
| + | * Enhanced Accuracy: Quantitative scoring reduces subjective matching decisions | ||
| + | * Scalability: | ||
| + | * Transparency: | ||
| + | * Customization: | ||
| + | |||
| + | This scoring methodology establishes a robust foundation for intelligent contract matching while maintaining the flexibility to adapt to diverse client requirements and operational scenarios. | ||
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| + | ----- | ||
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| + | __**Splitting Claims**__ | ||
| + | |||
| + | **Invoice Consolidation** | ||
| + | |||
| + | When multiple records share the same invoice number, the system consolidates them under a single invoice identifier to maintain data integrity and streamline processing. | ||
| + | |||
| + | **Claim Generation Framework** | ||
| + | |||
| + | Claims are systematically generated based on the invoice structure and associated contract family relationships. | ||
| + | |||
| + | __**Contract Family-Based Claim Splitting**__ | ||
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| + | **Single Contract Family Scenario** | ||
| + | |||
| + | **Condition**: | ||
| + | |||
| + | **Result**: One consolidated claim is created for the entire invoice | ||
| + | |||
| + | **Multiple Contract Family Scenario** | ||
| + | |||
| + | **Condition**: | ||
| + | |||
| + | **Result**: The system creates separate claims for each distinct contract family represented | ||
| + | |||
| + | __**Line Item Validation Process**__ | ||
| + | |||
| + | Each line item within a generated claim undergoes comprehensive validation based on the following criteria: | ||
| + | |||
| + | **Contractee Identifier Verification** | ||
| + | |||
| + | The system validates that the contractee identifier associated with each line item is accurate and properly mapped to the corresponding contract. | ||
| + | |||
| + | **Eligibility Assessment** | ||
| + | |||
| + | Each line item is evaluated for eligibility across two primary categories: | ||
| + | * SKU-Level Eligibility: | ||
| + | * Lumpsum-Level Eligibility: | ||
| + | |||
| + | **__Processing Workflow Summary__** | ||
| + | |||
| + | - Invoice Consolidation: | ||
| + | - Contract Family Analysis: Determine contract family associations for all line items | ||
| + | - Claim Segmentation: | ||
| + | - Line Item Validation: Verify contractee identifiers and eligibility for each claim component | ||
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