Table 3.
Posterior means and standard deviations (SD) of individual-level coefficients for case study 2 (multilevel model).
Cycle | Method | Intercept | FEMALE | PARED | HOMEPOS | IMMIG | |||||
---|---|---|---|---|---|---|---|---|---|---|---|
Mean | SD | Mean | SD | Mean | SD | Mean | SD | Mean | SD | ||
2003 | BLR non inf | 451.06 | 11.53 | 9.77 | 2.59 | 2.56 | 0.54 | 26.36 | 1.39 | 3.52 | 4.15 |
2006 | BLR non inf | 421.04 | 13.19 | 12.50 | 2.15 | 4.53 | 0.49 | 18.35 | 1.26 | 2.48 | 3.50 |
2009 | BLR non inf | 456.17 | 12.78 | 16.23 | 2.49 | 3.25 | 0.49 | 19.42 | 1.33 | 3.13 | 3.26 |
2012 | BLR non inf | 433.41 | 9.61 | 12.24 | 2.54 | 3.95 | 0.53 | 15.17 | 1.21 | 10.14 | 3.46 |
2015 | BLR non inf | 422.29 | 12.09 | 9.40 | 2.28 | 3.32 | 0.47 | 15.00 | 1.11 | 0.67 | 3.10 |
2018 | BLR non inf | 435.74 | 9.92 | 7.82 | 2.57 | 3.29 | 0.57 | 19.55 | 1.26 | 11.39 | 3.54 |
BLR inf | 435.28 | 7.69 | 10.40 | 1.74 | 3.33 | 0.38 | 19.62 | 0.89 | 6.05 | 2.54 | |
BLR pooling | 434.32 | 4.33 | 11.28 | 0.96 | 3.49 | 0.21 | 18.54 | 0.51 | 1.89 | 1.41 | |
BDB IG(1,1) W2 | 435.93 | 9.72 | 7.78 | 2.44 | 3.27 | 0.55 | 19.48 | 1.19 | 11.29 | 3.46 | |
BDB IG(1,.1) W2 | 436.17 | 9.55 | 7.79 | 2.46 | 3.25 | 0.55 | 19.42 | 1.19 | 11.08 | 3.42 | |
BDB IG(1,.001) W2 | 437.26 | 8.53 | 8.78 | 2.21 | 3.28 | 0.48 | 19.36 | 1.13 | 9.39 | 3.26 | |
BDB IG(1,1) W20 | 435.90 | 9.92 | 7.82 | 2.46 | 3.26 | 0.55 | 19.42 | 1.21 | 11.26 | 3.47 | |
BDB IG(1,.1) W20 | 436.01 | 9.86 | 7.80 | 2.44 | 3.26 | 0.55 | 19.41 | 1.19 | 11.16 | 3.46 | |
BDB IG(1,.001) W20 | 437.39 | 8.50 | 8.82 | 2.16 | 3.28 | 0.47 | 19.34 | 1.14 | 9.34 | 3.26 | |
PP (.25) | 426.05 | 5.74 | 10.02 | 1.64 | 4.02 | 0.36 | 20.91 | 0.84 | 3.87 | 2.28 | |
PP (.5) | 430.96 | 4.98 | 10.71 | 1.28 | 3.71 | 0.28 | 19.58 | 0.66 | 2.61 | 1.87 | |
PP (.75) | 433.14 | 4.48 | 11.07 | 1.09 | 3.56 | 0.24 | 18.92 | 0.56 | 2.14 | 1.59 |
BLR non inf: Bayesian linear regression with non-informative prior; BLR inf: Bayesian linear regression with informative prior; BDB: Bayesian dynamic borrowing; IG: inverse-gamma prior for level-1 variance of the joint prior distribution, which determines the degree of level-1 borrowing; W2: Wishart prior with weak borrowing for level-2 precision matrix (results were converted back the covariance matrix); W20: Wishart prior with strong borrowing for level-2 precision matrix (results were converted back the covariance matrix); PP: power priors.