B Parameter Recovery with Reduction from Heuristic

B.1 Individual Bias

Figure B.1: Bias in measurement model intercept estimates when reducing using a heuristic

Figure B.2: Bias in measurement model main effect estimates when reducing using a heuristic

Figure B.3: Bias in measurement model 2-way interaction estimates when reducing using a heuristic

Figure B.4: Bias in measurement model 3-way interaction estimates when reducing using a heuristic

Figure B.5: Bias in measurement model 4-way interaction estimates when reducing using a heuristic

Figure B.6: Bias in structural model estimates when reducing using a heuristic

B.2 Individual Mean Square Error

Figure B.7: MSE in measurement model intercept estimates when reducing using a heuristic

Figure B.8: MSE in measurement model main effect estimates when reducing using a heuristic

Figure B.9: MSE in measurement model 2-way interaction estimates when reducing using a heuristic

Figure B.10: MSE in measurement model 3-way interaction estimates when reducing using a heuristic

Figure B.11: MSE in measurement model 4-way interaction estimates when reducing using a heuristic

Figure B.12: MSE in structural model estimates when reducing using a heuristic