In: Statistics and Probability
The researcher wishes to test the claim that drawing a smiling face on a restaurant bill may increase the percentage of a tip left for food servers.
Here, as stated above, the decision whether to tip more or not depends on whether or not a smiley is drawn on the bill. Hence, the Independent variable (IV) would be the categorical variable, with two levels:
Smiley drawn on the Bill - YES or NO
And the dependent variable (DV) would be:
Curtomer tips more - YES or NO
However, before conducting the experiment, the researcher must ensure that there are no confounding variabes in the study. For eg. variables like Age, Gender, Income, etc may affect the DV along with the IV, i.e say, younger people are more likely to tip more on a bill with smiley than others (or) Women may be more likely to tip more on a bill with smiley than men.
Hence, the variables like - Age, Gender, Income etc must be contolled to eliminate their effects on the result.