Question

In: Statistics and Probability

Listed below are the 25 players on the opening-day roster of the 2016 New York Yankees...

Listed below are the 25 players on the opening-day roster of the 2016 New York Yankees Major League Baseball team, their salaries, and fielding positions.

Player Position Salary (US$)
C.C. Sabathia Starting Pitcher $ 25,000,000
Mark Teixeira First Base $ 23,125,000
Masahiro Tanaka Starting Pitcher $ 22,000,000
Jacoby Ellsbury Center Field $ 21,142,857
Alex Rodriguez Designated Hitter $ 21,000,000
Brian McCann Catcher $ 17,000,000
Carlos Beltran Right Field $ 15,000,000
Brett Gardner Left Field $ 13,500,000
Chase Headley Third Base $ 13,000,000
Andrew Miller Relief Pitcher $ 9,000,000
Starlin Castro Second Base $ 7,857,142
Nathan Eovaldi Starting Pitcher $ 5,600,000
Michael Pineda Starting Pitcher $ 4,300,000
Ivan Nova Relief Pitcher $ 4,100,000
Dustin Ackley Left Field $ 3,200,000
Didi Gregorius Shortstop $ 2,425,000
Aaron Hicks Center Field $ 574,000
Austin Romine Catcher $ 556,000
Chasen Shreve Relief Pitcher $ 533,400
Luis Severino Starting Pitcher $ 521,300
Kirby Yates Relief Pitcher $ 511,900
Ronald Torreyes Second Base $ 508,600
Johnny Barbato Relief Pitcher $ 507,500
Dellin Betances Relief Pitcher $ 507,500
Luis Cessa Relief Pitcher $ 507,500

Sort the players into two groups, all pitchers (relief and starting) and position players (all others). Assume equal population standard deviations for the pitchers and the position players. Test the hypothesis that mean salaries of pitchers and position players are equal using the 0.01 significance level.

  1. State the null and alternative hypothesis.

  1. What is the decision rule? (Negative amounts should be indicated by a minus sign. Round your answers to 3 decimal places.)

  1. Calculate the test statistic. (Negative amounts should be indicated by a minus sign. Round your answer to 3 decimal places.)

  1. What is your decision regarding H0?

  • Do not reject H0

  • Reject H0

  1. Is there a difference in the mean salaries of pitchers and position players?

  • Yes

  • No

Solutions

Expert Solution

Ana a ) the null and alternative hypothesis is

Ho: u(pitchers)=u(position players)

Ha: u(pitchers)u(position players) (two tailed)

Ans b ) using excel>data>data analysis>two sample t

we have

t-Test: Two-Sample Assuming Equal Variances
all pitchers position players
Mean 6090758 10683738
Variance 7.39E+13 7.36E+13
Observations 12 13
Pooled Variance 7.37E+13
Hypothesized Mean Difference 0
df 23
t Stat -1.33609
P(T<=t) one-tail 0.097295
t Critical one-tail 1.713872
P(T<=t) two-tail 0.194591
t Critical two-tail 2.068658

b ) the value of t statistic from t table with 23 degrees of freedom at 0.05 is 2.069

so we reject the null hypothesis if t is t > 2.069

c ) the value of test statistic t is -1.336

d )since absolute value of test statistic t is less than 2.069 so we don't reject the null hypothesis

Do not reject H0

No ,  there is no difference in the mean salaries of pitchers and position players


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