Answer: Yes
Explanation:
If the difference in average spending amounts between the two groups is determined to be statistically significant, it would be legitimate to draw such a conclusion.
Why?
Those who were told that it was a Tuition rebate, a reward of sorts, had spent on average, $22.04 whilst those who thought it was simply bonus income had spent significantly less at $9.55.
This means that indeed there is a CAUSE and EFFECT conclusion to be drawn between what the money was called and how much was spent because it is clear that when called a tuition rebate, more of it is spent as opposed to it being called a Bonus income.