Table 3 Validation of Infutor and MIGRATE estimates over time for selected representative metrics
From: Inferring fine-grained migration patterns across the United States
Root mean squared error (RMSE) compared to Census data | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
Quantity | Dataset | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | 2017 | 2018 | 2019 |
CBG population | Infutor | – | – | – | 507 | 519 | 531 | 556 | 581 | – |
MIGRATE | – | – | – | 80 | 91 | 91 | 91 | 88 | – | |
State-to-state movers | Infutor | 3031 | 3684 | 3549 | 3372 | 3607 | 3315 | 2801 | 2518 | 2431 |
MIGRATE | 365 | 403 | 400 | 399 | 434 | 410 | 343 | 361 | 383 | |
State in-migration rate (per 1000) | Infutor | 12.4 | 14.9 | 14.4 | 13.4 | 14.1 | 12.4 | 9.77 | 6.78 | 5.56 |
MIGRATE | 1.68 | 1.73 | 1.92 | 1.48 | 1.29 | 1.18 | 1.07 | 1.03 | 1.12 | |
Pearson correlation compared to Census data | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
Quantity | Dataset | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | 2017 | 2018 | 2019 |
CBG population | Infutor | – | – | – | 0.824 | 0.826 | 0.827 | 0.822 | 0.818 | – |
MIGRATE | – | – | – | 0.996 | 0.995 | 0.995 | 0.996 | 0.996 | – | |
State-to-state movers | Infutor | 0.950 | 0.956 | 0.953 | 0.951 | 0.954 | 0.950 | 0.948 | 0.936 | 0.919 |
MIGRATE | 0.998 | 0.997 | 0.997 | 0.998 | 0.997 | 0.998 | 0.998 | 0.998 | 0.998 | |
State in-migration rate | Infutor | 0.895 | 0.916 | 0.911 | 0.884 | 0.885 | 0.896 | 0.871 | 0.863 | 0.809 |
MIGRATE | 0.980 | 0.981 | 0.976 | 0.987 | 0.991 | 0.992 | 0.993 | 0.994 | 0.992 | |