The probability that a randomly selected runner has a timeless than or equal to 3 hours and 20 minutes will be 16%
It is given that
Standard deviaton = 30 minutes
Mean = 3 hours and 50 minutes
[tex]\mu=3\times 60+50=230\ minutes[/tex]
The randomly selected runner has a time less than or equal to 3 hours and 20 minutes
[tex]X=3\times60+20=200\ minutes[/tex]
Now the Z probability is given as
[tex]Z=\dfrac{X-\mu}{\sigma}[/tex]
[tex]Z=\dfrac{200-230}{30} =-1[/tex]
Thus the value of z at 1 in the given data is 0.8413
So the probability will be
[tex]P=1-Z[/tex]
[tex]P=1-0.84=16[/tex]
Thus the probability that a randomly selected runner has a timeless than or equal to 3 hours and 20 minutes will be 16%
To know more about the Z-probability follow
https://brainly.com/question/12935572