First, we need to calculate the mean from the data.
where n is the number of data points.
Next, we need to calculate the standard deviation of the sample, as follows:
a. Using the 68 95 99 rule (see picture above), 68% of neck sizes are in the next range:
μ - σ to μ + σ
2.3 - 0.4 to 2.3 + 0.4
1.9 to 2.7
b. Similarly, 95% of neck sizes are in the next range:
μ - 2σ to μ + 2σ
2.3 - 2*0.4 to 2.3 + 2*0.4
1.5 to 3.1
c. Similarly, 99.7% of neck sizes are in the next range:
μ - 3σ to μ + 3σ
2.3 - 3*0.4 to 2.3 + 3*0.4
1.1 to 3.5
d. The z-score is computed as follows:
where x is the raw score. Substituting with x = 3.3, μ = 2.3, and σ = 0.4, we get:
Given that this z-score is greater than 2.32 (the critical value) it is significant at 0.01 level