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[Music] lets take a look at training effects to measure how can we be sure that training caused the results that were seeing the time series design is one option here you take a series of performance measures before and after the training program this can provide some insight into the programs effectiveness however you cant be absolutely sure that the training program rather than say a raise caused the change controlled experimentation is therefore the gold standard a controlled experiment uses a training group and a control group that receives no training data for instance on the quantity of sales or quality of service are obtained both before and after one group is exposed to training and before and after a corresponding period in the control group this makes it easier to determine if any change in performance resulted from the [Music] training you