Sampling Distribution of a Proportion (3 of 4)
Using the normal approximation, a proportion of .50 is: (.50-.40)/.11
= 0.909 standard deviations above the mean. From a
z
table it can be calculated that 0.818 of the area is below a z of
0.909. Therefore the probability that 50% or more will pass the literacy
test is only about 1 - 0.818 = 0.182.
Correction for
Continuity
Since the
normal distribution is a
continuous
distribution, the probability that a sample value will exactly equal any
specific value is zero. However, this is not true when the normal distribution
is used to approximate the sampling distribution of a proportion. A correction
called the "correction for continuity" can be used to improve the approximation.
The basic idea is that to estimate the probability of,
say, 10 successes out of 20 when π is 0.4, one should compute the area
between 9.5 and 10.5 as shown below.