In: Math
| 
 Frequency  | 
|
| 
 Rock  | 
 85  | 
| 
 Paper  | 
 110  | 
| 
 Scissors  | 
 105  | 
| 
 Total  | 
 300  | 
null Hypothesis:Ho All choices occur with equal probability.
Alternate Hypothesis:Ha: Not all choices occur with equal probability.
| degree of freedom =categories-1= | 2 | ||||
| for 0.05 level and 2 degree of freedom :rejection region = | 5.991 | ||||
| applying chi square goodness of fit test: | |||||
| relative | observed | Expected | residual | Chi square | |
| category | frequency(p) | Oi | Ei=total*p | R2i=(Oi-Ei)/√Ei | R2i=(Oi-Ei)2/Ei | 
| Rock | 0.333 | 85.000 | 100.0000 | -1.50 | 2.250 | 
| Paper | 0.333 | 110.000 | 100.0000 | 1.00 | 1.000 | 
| Scissors | 0.333 | 105.000 | 100.0000 | 0.50 | 0.250 | 
| total | 1.000 | 300 | 300 | 3.5000 | 
| test statistic X2 = | 3.5000 | |
| since test statistic does not falls in rejection region we fail to reject null hypothesis | ||||||
| we do not have have sufficient evidence to conclude that semifinal opponent over-represents certain choices | ||||||