In: Statistics and Probability
Use a one-way ANOVA test to study the price difference between cruelty-free products and those tested on animals
Products | Cruelty free | Tested on animals |
Foundation | 39 | 43 |
Concealer | 29 | 28 |
Lipstick | 19 | 22 |
Serum | 54 | 41 |
Perfume mist | 12 | 13.07 |
Body oil | 26 | 32 |
Soap | 12 | 15 |
These are a few products from well known brands and can be found easily online.
Null hypo: There is no significance difference between animal tested and cruelty free products prices.
VS
Alternative hypo: There is significance difference between animal tested and cruelty free products prices.
We will conduct the test at 0.05 level of significance.
As you can see that p-value > 0.05 and also Test stat (F) < critical (F crit )
WE don't reject the null hypothesis and conclude that there is no significant difference between cruelty free and animal tested product prices at 0.05 level of significance.
This is ANOVA - Single Factor. We first need to find the
and
.
They are 'Total variance' and 'Variance in between the treatments'
respectively.
We know
Grand total = 385.07 Sum of individual squares = 12820.82
Note: We have to separately sum
for all the treatment.
= 10592.7
We can also use excel data analysis function
Steps: