Measures for valuation accuracy
| Statistical measure | Purpose | Recommended standard (IAAO/other) | Interpretation | Obtained | Decision |
|---|---|---|---|---|---|
| Median ASR | Central tendency of accuracy (skewed distribution/has outliers) | Between 0.90 and 1.10 | A median ASR of 1 would mean a perfect (accurate) prediction. Anything <0.90 suggests under-assessment. Anything >1.10 suggests an over-assessment | 0,90 | Acceptable |
| MAPE | Measures the degree of error (inaccuracy) | Preferably below 10%, acceptable up to 20% | The properties captured in the sample are largely residential but include a few income-producing properties. Therefore, the applicable standard for the MAPE is 20% | 18,98% | Acceptable |
| RMSE | Measures inaccuracy/accuracy | No strict threshold; lower is better | The IAAO standard does not provide a standard. However, the measure of accuracy is expressed in currencies, e.g. rands. The lower the RMSE, the more accurate the predictions. The RMSE is sensitive to outliers | R63 122,16 | Acceptable |
| Statistical measure | Purpose | Recommended standard (IAAO/other) | Interpretation | Obtained | Decision |
|---|---|---|---|---|---|
| Median ASR | Central tendency of accuracy (skewed distribution/has outliers) | Between 0.90 and 1.10 | A median ASR of 1 would mean a perfect (accurate) prediction. Anything <0.90 suggests under-assessment. Anything >1.10 suggests an over-assessment | 0,90 | Acceptable |
| MAPE | Measures the degree of error (inaccuracy) | Preferably below 10%, acceptable up to 20% | The properties captured in the sample are largely residential but include a few income-producing properties. Therefore, the applicable standard for the MAPE is 20% | 18,98% | Acceptable |
| RMSE | Measures inaccuracy/accuracy | No strict threshold; lower is better | The IAAO standard does not provide a standard. However, the measure of accuracy is expressed in currencies, e.g. rands. The lower the RMSE, the more accurate the predictions. The RMSE is sensitive to outliers | R63 122,16 | Acceptable |
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