diff --git a/src/main/java/org/matsim/run/policies/OpenBerlinChoiceExperiment.java b/src/main/java/org/matsim/run/policies/OpenBerlinChoiceExperiment.java
index fe8b199f..071f6afd 100644
--- a/src/main/java/org/matsim/run/policies/OpenBerlinChoiceExperiment.java
+++ b/src/main/java/org/matsim/run/policies/OpenBerlinChoiceExperiment.java
@@ -96,6 +96,12 @@ protected Config prepareConfig(Config config) {
 				strategy
 			);
 
+			// All imc strategies are run with best score selector
+			InformedModeChoiceModule.replaceReplanningStrategy(config,
+				DefaultPlanStrategiesModule.DefaultSelector.ChangeExpBeta,
+				DefaultPlanStrategiesModule.DefaultSelector.BestScore
+			);
+
 			// Experiments are without time mutation
 			removeStrategy(config, DefaultPlanStrategiesModule.DefaultStrategy.TimeAllocationMutator);