Initial-Commit
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docs/EXPERT_ANALITICS_PRIORITY.md
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docs/EXPERT_ANALITICS_PRIORITY.md
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```mermaid
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graph TD
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A[Add bid_history table] --> B[Add watch_count + estimates]
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B --> C[Create market_indices]
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C --> D[Add condition + year fields]
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D --> E[Build comparable matching]
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E --> F[Enrich with auction house data]
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F --> G[Add AI image analysis]
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```
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| Current Practice | New Requirement | Why |
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|-----------------------|---------------------------------|---------------------------|
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| Scrape once per hour | **Scrape every bid update** | Capture velocity & timing |
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| Save only current bid | **Save full bid history** | Detect patterns & sniping |
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| Ignore watchers | **Track watch\_count** | Predict competition |
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| Skip auction metadata | **Capture house estimates** | Anchor valuations |
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| No historical data | **Store sold prices** | Train prediction models |
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| Basic text scraping | **Parse condition/serial/year** | Enable comparables |
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```bazaar
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Week 1-2: Foundation
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Implement bid_history scraping (most critical)
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Add watch_count, starting_bid, estimated_min/max fields
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Calculate basic bid_velocity
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Week 3-4: Valuation
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Extract year_manufactured, manufacturer, condition_description
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Create market_indices (manually or via external API)
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Build comparable lot matching logic
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Week 5-6: Intelligence Layer
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Add auction house performance tracking
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Implement undervaluation detection algorithm
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Create price alert system
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Week 7-8: Automation
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Integrate image analysis API
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Add economic indicator tracking
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Refine ML-based price predictions
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```
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