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. 2022 Jun 10;88(1):1–30. doi: 10.1007/s11336-022-09869-3

Table 4.

Posterior means and standard deviations (SD) of school-level coefficients for case study 2 (multilevel model).

Cycle Method1 TCSHORT STRATIO FEMALE:TCSHORT
Mean SD Mean SD Mean SD
2003 BLR non inf -12.50 3.35 -0.76 0.52 0.09 2.80
2006 BLR non inf -0.89 3.41 -0.24 0.65 -2.87 2.27
2009 BLR non inf -16.28 4.07 -1.27 0.61 -0.15 2.64
2012 BLR non inf -13.15 3.61 0.06 0.31 0.93 2.45
2015 BLR non inf -5.68 2.94 0.03 0.60 -1.31 2.09
2018 BLR non inf -8.40 3.18 0.33 0.29 1.85 2.52
BLR inf -9.19 2.29 0.15 0.25 0.76 1.74
BLR pooling -9.60 1.39 -0.11 0.18 -0.08 0.96
BDB IG(1,1) W2 -8.43 3.16 0.34 0.29 1.80 2.40
BDB IG(1,.1) W2 -8.80 3.49 0.32 0.28 1.79 2.36
BDB IG(1,.001) W2 -8.63 2.48 0.17 0.26 0.96 1.91
BDB IG(1,1) W20 -8.41 3.22 0.34 0.29 1.78 2.40
BDB IG(1,.1) W20 -8.42 3.14 0.34 0.29 1.81 2.37
BDB IG(1,.001) W20 -8.66 2.51 0.17 0.26 0.97 1.93
PP (.25) -9.11 1.49 0.02 0.16 0.81 1.65
PP (.5) -9.39 1.40 -0.06 0.17 0.29 1.28
PP (.75) -9.54 1.38 -0.09 0.17 0.06 1.09

1BLR non inf: Bayesian linear regression with non-informative priors; BLR inf: Bayesian linear regression with informative priors; 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.