White Paper
Valuation Methodology
AgShared Equipment & Land Valuation Framework
v2.1 — April 2026
This document describes the methodology used by AgShared to generate market-based valuations for agricultural equipment and farmland.
1.Overview
- AgShared provides automated market valuations aligned with FASB ASC 820 Level 2 fair value hierarchy.
- Valuations are derived from observable market inputs — real transaction prices from completed sales and current market listings.
- The approach combines market comparable analysis with established depreciation models from peer-reviewed agricultural economics research.
- All valuations are timestamped, methodology-documented, and reproducible.
2.Data Sources & Dimensions
Our valuation engine draws from multiple categories of data, continuously aggregated and updated:
Market Transaction Data
Verified sale prices from completed equipment transactions across multiple independent marketplaces. Includes asking prices from active dealer inventory.
Equipment Specifications
Make, model, year, hours/usage, configuration details, serial numbers, and location data for each comparable record.
Rental & Utilization Data
Equipment rental rates and utilization metrics from equipment management platforms, used to validate cost-of-ownership and replacement cost estimates.
Maintenance & Service Records
Where available, service history data contributes to condition-adjusted valuations and lifecycle cost modeling.
Insurance & Claims Data
Coverage amounts, claim history, and depreciation schedules from insurance records provide additional valuation cross-references.
OEM & Dealer Partner Data
Inventory, transaction, and configuration data from equipment manufacturer and dealer network partnerships.
Agricultural Land Data
USDA NASS farmland values, county-level cash rent surveys, soil productivity ratings (CSR2, NCCPI), and farmland classification data.
Macroeconomic Indicators
Interest rates, commodity prices, input costs, and regional economic conditions that influence equipment demand and pricing.
Data is updated daily through automated collection pipelines and validated through cross-source reconciliation.
3.Equipment Valuation Methodology
3a.Comparable Matching
- Each target asset is matched against the market database by make, model, year, and category.
- Matching is performed within configurable year ranges, starting narrow (±3 years) and widening if insufficient comparables are found.
- Category filtering ensures cross-category contamination is prevented (e.g., a planter model number is not matched against tractor listings).
- Model name normalization handles manufacturer variations, abbreviations, and naming conventions.
3b.Comparable Scoring (0–100)
Each comparable is scored on five dimensions:
| Dimension | Weight | Description |
|---|---|---|
| Year proximity | 30% | Exact year match scores highest, with graduated scoring for older/newer comparables |
| Hours/usage proximity | 25% | Comparables within 20% of target hours score highest |
| Model specificity | 25% | Exact model matches score highest, with partial matching for model families |
| Data freshness | 10% | Recent transactions and listings weighted higher than older records |
| Geographic proximity | 10% | Regional price differentials are captured through location-based scoring |
Scoring weights are calibrated to reflect the relative importance of each factor in determining market value.
3c.Value Estimation
When sufficient comparables exist (3+), values are derived using weighted percentile analysis:
- Comparable scores serve as weights — higher-scoring comparables have more influence on the result.
- This approach is robust to outliers and produces defensible value ranges.
3d.Confidence Classification
Sufficient comparable volume with strong model matches. Value estimate is reliable.
Limited direct comparables supplemented with depreciation model. Estimate is reasonable but less precise.
Few direct comparables available. Value based primarily on depreciation curves. Should be validated with additional market research.
3e.Depreciation Model (Supplementary)
- When market comparables are insufficient, valuations are supplemented with remaining-value models derived from agricultural economics research.
- Coefficients are based on published ASABE/ISU depreciation studies covering multiple equipment categories.
- The model accounts for age-based depreciation, hours-based depreciation, and equipment category-specific depreciation curves.
- This serves as a floor/ceiling check and supplementary estimate, not a primary valuation method.
4.Land Valuation Methodology
- County-level farmland values sourced from USDA NASS annual land value surveys.
- Soil productivity adjustments using CSR2 (Corn Suitability Rating) and NCCPI (National Commodity Crop Productivity Index).
- Irrigation premium (+15%) and tile drainage premium (+8%) based on regional market data.
- Cash rent analysis for income-based valuation cross-check (capitalization rate approach).
- Comparable county analysis for geographic benchmarking.
- Investment return modeling including property tax, net operating income, and historical appreciation.
5.Portfolio-Level Analytics
- Individual asset valuations are aggregated for portfolio-level metrics.
- Loan-to-Value (LTV) ratios calculated per asset and at portfolio level.
- Automated threshold monitoring with configurable warning and critical levels.
- Concentration analysis by equipment category, manufacturer, and geography.
- Scenario analysis for stress testing portfolio values under simulated market conditions.
- Automated revaluation on configurable schedules (weekly, biweekly, monthly).
6.Quality Controls
- Cross-source price reconciliation to identify and filter anomalous data points.
- Price floor and ceiling filters by equipment category to exclude obviously erroneous records.
- Deduplication across data sources to prevent double-counting.
- Continuous monitoring of data pipeline health and source availability.
- All valuations are deterministic — same inputs and market data produce identical outputs.
7.Regulatory Alignment
FASB ASC 820 Fair Value Hierarchy — Our Classification
The FASB ASC 820 standard establishes a three-level hierarchy for fair value measurements based on the observability of inputs:
- Level 1: Quoted prices in active markets for identical assets (e.g., publicly traded securities). Not applicable to used farm equipment — no two units are identical.
- Level 2: Observable inputs other than Level 1 prices — including quoted prices for similar assets in active markets, adjusted for differences in condition, age, hours, and configuration. This is where AgShared valuations are classified.
- Level 3: Unobservable inputs based on management assumptions or internal models. AgShared uses Level 3 inputs only as a supplementary fallback when insufficient market comparables exist.
Our valuations qualify as Level 2 because they are derived from actual transaction prices and current listings for similar agricultural equipment, observed across multiple active marketplaces. Each comparable is scored for similarity and adjusted for differences in year, hours, model specification, and geography — producing a market-based estimate grounded in observable data.
- Valuations align with FASB ASC 820 Level 2 fair value hierarchy (observable market inputs).
- Methodology supports FDIC/OCC collateral adequacy requirements.
- Compatible with FCA (Farm Credit Administration) appraisal standards.
- Report documentation designed for FASB ASC 310 loan impairment analysis.
- State insurance audit-ready documentation for coverage adequacy reviews.
- All reports include full methodology disclosure and comparable data citations.
8.Limitations & Disclaimers
- AgShared valuations are automated market estimates, not certified appraisals.
- Valuations should be used as one input in a comprehensive credit or insurance decision.
- Actual transaction values may differ based on equipment condition, local market dynamics, negotiation, and other factors not captured in the data.
- For collateral-dependent loans requiring formal appraisal, AgShared reports should be used alongside, not in place of, licensed appraisal services.