Automated Valuation Model

# ATTOM AVM ## Overview ATTOM AVM is a state-of-the-art automated valuation model designed to deliver hyperlocal residential property valuations across the United States. Powered by ATTOM’s nationwide residential property and sales database, the dataset provides valuation estimates for more than 97 million homes across all 50 states, with coverage across 3,143 counties. Property Coverage - 97,866,048 residential properties - Single family homes and condominiums - Coverage includes 2,194 counties representing 98% of the U.S. population - Nationwide availability with state- and county-level options ## Valuation Methodology ATTOM AVM estimates property values using multiple modeling approaches to capture local market behavior, including: - Robust statistical models - Market metrics derived from small clusters of similar properties - Ensemble (value blending) approaches For properties eligible for multiple valuation methods, a cascading model selection algorithm is used to determine the most accurate model for the surrounding geographic area. ## Data Inputs - Recent sales transaction data, generally within 24 months of the valuation date - Best-in-class neighborhood boundaries to capture micro-location market variation ## Delivery & Updates - Updated monthly - Delivered via Snowflake - Available in delimited and Parquet formats

搜集汇总

背景与挑战

背景概述

ATTOM AVM是一个覆盖美国全境的自动化房产估值模型，为超过9700万套住宅物业提供估值。它采用多种统计建模方法，每月更新数据并通过Snowflake平台以多种格式交付。