In: Math
Free will is an important concept to individuals and societies. In the context of cognitive neuroscience, mounting evidence suggests that free will is an illusion, constructed by processes in the brain, similar to visual illusions. Recent research has demonstrated that people who believe in free will tend to also believe in the paranormal (Mogi, 2014). A psychologist at Arizona State University (ASU) wanted to replicate this study with students in the psychology major. Following the procedure of Mogi (2014), an anonymous survey was sent to students with a call to participate in a “study of free will.” There was no mention of paranormal beliefs at this stage. One thousand and thirty-eight (1038) students completed the following survey. First, subjects were asked a series of questions regarding their belief in free will. After the free will questions, subjects were asked a series of questions regarding their belief in the paranormal. Care was taken so that the questions related to the paranormal was not phrased in a way that suggested a correlation between free will and the paranormal. Below are the findings:
Belief in Paranormal |
||||
ntotal = 1038 |
Yes |
No |
||
Belief in Free Will |
Yes |
446 |
172 |
618 |
No |
298 |
122 |
420 |
|
744 |
294 |
State your decision: Based on your statistical analysis, does
this data suggest a significant relationship between belief in free
will and belief in the paranormal amongst the budding psychologists
at ASU?
a.
The variables being tested in this Test of Independence are belief in free will and belief in the paranormal amongst the budding psychologists at ASU.
b.
Let pAB be the proportion of students who believe in free will and believe in the paranormal.
Let pAb be the proportion of students who does not believe in free will and believe in the paranormal.
Let paB be the proportion of students who believe in free will and does not believe in the paranormal.
Let pab be the proportion of students who does not believe in free will and does not believe in the paranormal.
Let pA be the proportion of students who belief in the paranormal.
Let pa be the proportion of students who does not believe in the paranormal.
Let pB be the proportion of students who believe in free will.
Let pb be the proportion of students who does not believe in free will.
Null Hypothesis H0: pij = pi * pj i,j = A,B,a,b
Alternative Hypothesis H1: pij pi * pj for at least one i,j = A,B,a,b
c.
For a rs contingency table, df value for the chi-square statistic = (r-1)(s-1)
For the given 22 contingency table, df value for the chi-square statistic = (2-1)(2-1) = 1
d.
The population size is equal to the number of budding psychologists at ASU = 1038