In: Statistics and Probability
A gender-selection technique is designed to increase the likelihood that a baby will be a girl. In the results of the gender-selection technique,
831831
births consisted of
426426
baby girls and
405405
baby boys. In analyzing these results, assume that boys and girls are equally likely.a. Find the probability of getting exactly
426426
girls in
831831
births.b. Find the probability of getting
426426
or more girls in
831831
births. If boys and girls are equally likely, is
426426
girls in
831831
births unusually high?
c. Which probability is relevant for trying to determine whether the technique is effective: the result from part (a) or the result from part (b)?
d. Based on the results, does it appear that the gender-selection technique is effective?
a.
The
probability of getting exactly
426426
girls in
831831
births is
nothing .
(Round to four decimal places as needed.)
b.
The
probability of getting
426426
or more girls in
831831
births is
nothing .
(Round to four decimal places as needed.)
If boys and girls are equally likely, is
426426
girls in
831831
births unusually high?
A.
Yes, because
426426
girls in
831831
births is far from what is expected, given the probability of having a girl or a boy.
B.
Yes, because
426426
girls in
831831
births is not far from what is expected, given the probability of having a girl or a boy.
C.
No, because
426426
girls in
831831
births is far from what is expected, given the probability of having a girl or a boy.
D.
No, because
426426
girls in
831831
births is not far from what is expected, given the probability of having a girl or a boy.
c. Which probability is relevant for trying to determine whether the technique is effective, the result from part (a) or the result from part (b)?
A.
The results from part (a) and part (b) are equal, so they are equally relevant.
B.
The result from part (b) is more relevant, because one wants the probability of a result that is at least as extreme as the one obtained.
C.
Neither of the results are relevant.
D.
The result from part (a) is more relevant, because one wants the probability of a result that is exactly equal to the one obtained.
d. Based on the results, does it appear that the gender-selection technique is effective?
A.
YesYes,
because the probability of having
426426
or more girls in
831831
births
isnbsp not nbsp not unlikely,
and thus,
isnbsp not nbsp not attributable
to random chance.
B.
YesYes,
because the probability of having
426426
or more girls in
831831
births
isnbsp unlikely,
and thus,
isnbsp not nbsp not attributable
to random chance.
C.
NoNo,
because the probability of having
426426
or more girls in
831831
births
isnbsp unlikely,
and thus,
isnbsp attributable
to random chance.
D.
NoNo,
because the probability of having
426426
or more girls in
831831
births
isnbsp not nbsp not unlikely,
and thus,
isnbsp attributable
to random chance.
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Let X be the number of girls in 831 children. Then X ~ Binomial(n = 831, p = 0.5) if we assume that boys and girls are equally likely.
Using Normal approximation to the Binomial theorem, X follows Normal distribution with mean = np = 831 * 0.5 = 415.5 and standard deviation of = 14.41354
Probability of getting exactly 426 girls in 831 births = P(X = 426) =
= P(425.5 < X < 426.5) (Using Continuity correction)
= P( X < 426.5) - P(X < 425.5)
= P[Z < (426.5 - 415.5)/14.41354] - P[Z < (425.5 - 415.5)/14.41354]
= P[Z < 0.7632] - P[Z < 0.6938]
= 0.7773 - 0.7561
= 0.0212
Probability of getting more than 426 girls in 831 births = P(X 426) =
= P(X < 425.5) (Using Continuity correction)
= P(X > 425.5)
= P[Z > (425.5 - 415.5)/14.41354]
= P[Z > 0.6938]
= 0.2439
If boys and girls are equally likely, is
D.
No, because 426 girls in 831 births is not far from what is expected, given the probability of having a girl or a boy.
c.
The relevant effective probability is,
B.
The result from part (b) is more relevant, because one wants the probability of a result that is at least as extreme as the one obtained.
d.
Based on the results, it does not appear that the gender-selection technique is effective, because the Probability of getting more than 426 girls in 831 births is not very low.
D.
No, because the probability of having 426 or more girls in 831 births is not unlikely, and thus, is attributable
to random chance.