Using ANOVA analysis, we find that for a 5% hypothesis test, the p value is 0.000202, which is less than 0.05, therefore we reject the null hypothesis. This means that the average value of loss for each of the 3 different type of roberies is different.
The mean value of loss for each category is as follows :
Highway : 979.8
Gas Station : 1168.8
Convenience store : 761.1667
We can see that the average loss from robery is maximum in gas stations and minimum in convenience stores.