Research has indicated that the average distance women in rural Uganda walk to collect the day's water is 2.5 kilometers, with a standard deviation of 0.3 kilometers. Recently a study of women in the Masindi District of Uganda was conducted. What is the probability that a randomly selected woman walks more than 3 kilometers to collect the day's water, assuming the variable is normally distributed?
Let X be the random variable denoting the average distance that women in rural Uganda walk to collect day's water.
X is normally distributed with mean 2.5 kms and standard deviation 0.3 kms.
X~Normal(2.5,0.09)
ie. (X-2.5)/0.3~Normal(0,1)
To find the probability that a randomly selected woman walks more than 3 kms to collect day's water.
ie. to find P(X>3)
=P(X-2.5>3-2.5)
=P(X-2.5>0.5)
=P((X-2.5)/0.3>0.5/0.3)
=P(Z>1.66)
Where, Z is the standard normal variate.
=1-phi(1.66)
Where, phi is the distribution function of the standard normal variate.
=1-0.9515 (from the standard normal table)
=0.0485
Thus the required probability is 0.0485.
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