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AVM model details: Pembroke Pines, Florida, United States

Performance metrics for AVMs in this location.

Model type

Select the type of valuation model you want to view.

List price estimation model

Estimates list prices in this location from historical data and market trends.

Key performance metrics

Median Absolute Percentage Error (M. MAPE)5.8%Half of our predictions are within this percentage of the actual value
Testing R² Score0.940How much of the price variation our model explains
Root Mean Square Error$67,962Average prediction error in the local currency
Mean Absolute Error$44,600Average absolute difference between predicted and actual

Accuracy distribution

Percentage of predictions within various error ranges

Within 5%45.3%
Within 10%71.0%
Within 15%84.4%
Within 20%91.3%

Prediction bias analysis

Does the model tend to overestimate or underestimate?

Mean Bias-$2,732Average prediction bias (+ means overestimate)
Median Bias-$407Typical prediction bias
Over-prediction Rate49.7%Percentage of predictions that are above the actual value
Under-prediction Rate50.3%Percentage of predictions that are below actual value

Error distribution percentiles

The absolute error amount at different percentiles - for example, '90th percentile: $50,000' means 90% of predictions have errors less than $50,000

Percentile10th25th50th75th90th95th
Error Amount$4,885$12,928$30,144$58,629$92,002$124,439

Model configuration & training

Training Samples4400
Testing Samples769
Training R²0.960
Testing R²0.940
Last Updated2026-11-11

Additional performance metrics

Mean Absolute Percentage Error8.6%Average percentage error across all predictions
Forecast Standard Deviation$67,907Spread of prediction errors
Coefficient of Variation11.9%Relative variability of predictions
10th Percentile Error %1.0%10% of predictions have error less than this
90th Percentile Error %18.6%90% of predictions have error less than this