One day, a city's baseball team lost their 78th game of the season and tied the city's major sport record for most consecutive losing seasons at 16. A losing season occurs when a team loses more games in a season than it wins. A typical baseball season consists of 154 games, so for the team to end their streak, they need to win 77 games in a season. Complete parts a through c below.
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a. Over the course of the streak, the team won approximately 41% of their games. For simplicity, assume the number of games they win in a given season follows a binomial distribution with n equals=154 and p equals=0.41 What is their expected number of wins in a season?
b. What is the probability that the team will win at least 77 games in a given season? (You may use technology to find the exact binomial probability or use the normal distribution to approximate the probability by finding a z-score for 81 and then evaluating the appropriate area under the normal curve.)
c. Can you think of any factors that might make the binomial distribution an inappropriate model for the number of games won in a season? Select any that could apply below. (different stadiums, price of tickets, weather, uniform colors, & different players)
a.
Expected number of wins in a season = n * p
= 154 * 0.41 = 63.14
b.
Standard deviation of number of wins in a season =
= 6.103491
Using Normal approximation to Binomial distribution, X ~ N( = 63.14 , = 6.103491)
Probability that the team will win at least 77 games in a given season = P(X 77)
= P[Z (77 - 63.14) / 6.103491]
= P[Z 2.27]
= 0.0116
c.
For binomial distribution model, the probability to win a game is not constant and independent and depends on the factors such as different stadiums, weather, & different players.
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