Pay and Performance in Major League Baseball

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Pay and Performance in Major League Baseball. Gerald W. Scully The American Economic Review , Vol. 64, Issue 6, Dec. 1974. Background. Baseball bringing in substantial revenue. Salaries are the main part of contract negotiations and the reserve clause gives considerable power to teams. - PowerPoint PPT Presentation

Transcript

Pay and Performance in Major League BaseballGERALD W SCULLYTHE AMERICAN ECONOMIC REVIEW VOL 64 ISSUE 6 DEC 1974

BackgroundBaseball bringing in substantial revenue Salaries are the main part of contract negotiations and the reserve clause gives considerable power to teams

First playersrsquo strike over pension fund1972 Threat of strike lockout from issues of minimum salaries salary

cuts benefits and the reserve clause 1973 Reserve clause retained a playerrsquos rights to his team after contractrsquos

expiration Abolished in 1975

Reserve clause system ruled the game It dictated how and where players moved between teams Owner say clause is ldquonecessary for equalization of playing strength among teamsrdquo and insist that player salary demands are unrealistically high Scully disputes these contentions

ldquoPurpose of this paper is to crudely measure the economic loss to the players due to restrictions of the reserve clause Relationships between player performance and salary will be estimated and the predicted salary compared to predicted player marginal revenue productrdquo

Scully p 915

ApproachldquoAside from providing insights into the operation of a particular labor market the approach differs from other studies of the wage determination process in the following ways 1) the individual player is the unit of observation 2) salary functions are estimated within the framework of a labor market characterized by extensive bargaining 3) marginal revenue products of the factors of production are estimated explicitly and 4) rates of monopsonistic exploitation are found by comp-aring salary and marginal revenue product over various performance levels and career lengthsldquoFirst the institutional characteristics of the base-ball players labor market are briefly outlined Next with this institutional framework in mind a model of marginal revenue product and salary determin-ation is formulated Then the results of the empirical investigation into marginal revenue product and salary determination are presented Finally the rate of monopsonistic exploitation is calculated and policy implications discussedrdquo

Scully p 915

The individual player is the unit of observation Players have various performance levels and career lengths

Salary functions are estimated within a monosponistic labor market characterized by extensive bargaining

Marginal revenue factors are estimated explicitly

Exploitation found by comparing salary and MRP

1) Outline characteristics of the labor market2) Formulate an empirical marginal revenue

product and salary determination model3) Present results 4) Calculate monopsonistic exploitation 5) Discuss policy implications

Organization of the Baseball Players Labor Market (more about the reserve clause and MRP)

Player is a free agent until a one year contract is signed Contract is exclusively renewable for the owner (reserve clause) Owner may renew sell or terminate the contract Player make accept the terms or negotiate After ownerrsquos ldquofinal offerrdquo player must accept or withdraw from professional baseball

MRP is ldquothe ability or performance he contributes to the team and the effect of that performance on the gate receipts The effect of a player performance on revenue may be direct or indirectrdquo ldquoAbility contributes to team performance and victories raise gate receiptsmdashand

broadcast revenues this is the substantial effect of the individualrsquos performancerdquo ldquoSome players may attract fans over and above their contribution through the teamrdquo

Scully p 916

A Simple Model of MRP and Salary Determination in Major League BaseballThe MRP and salary determination model should consider 1) revenues are related to individual performance through their effect on team standing 2) the reserve clause reduces player salaries below player MRP

W = Percent wins Ai = Player skills Ii = Nonplayer inputs (managers coaches capital etc)

W = W ( A1 A2hellip An I1 I2hellipIm)

A Simple Model of MRP and Salary Determination (cont)Teams derive revenue from gate receipts and broadcast rights which are directly related to the teamrsquos percent wins and population in the area R = Team revenue p = Ticket price T = Number of tickets sold W = Team performance Pi = Potential broadcast households B = Broadcast revenues

W = Percent wins Ai = Player skills Ii = Nonplayer inputs (managers coaches capital etc)

R = p T [ W ( Ai Ij ) Pa ] + B [ W ( Ai Ij ) Pb ] i = 1hellip n j = 1hellip m)

A Simple Model of MRP and Salary Determination (cont)Costs are determined by the level of skill and nonplayer inputs Because of the monopsonistic labor market costs are related to the level of skill C = Team costs Si (Ai ) = Player supply functions rj = Nonplayer factor remunerations

C = sum Ai Si (Ai ) + sum rj Iji = 1hellip n j = 1hellip m)

A Simple Model of MRP and Salary Determination (cont)

Standard profit model

= Profit R = Team revenue C = Team costs

= R - C

A Simple Model of MRP and Salary Determination (cont)

First-order conditions for a maximum profit are obtained by differentiating with respect to Ai (player skills) and Ii (nonplayer inputs)

ldquoConditions reveal that teams maximize profits by selecting a level of player skills and nonplayer inputs such that players receive a salary equal to their MRP less monopsony rents (Ai Srsquoi )rdquo

Scully p 917

Player MRP Equation1MRP shall be determined by 1) player performance on team wins and 2) the effect of wins on revenue

Estimated with team data for 1968 and 1968

= Team percent wins 1000 TSA = Team slugging average TSW = Team strikeout-to-walk ratio NL = Dummy variable 1 = the team is in the National League CONT = Dummy variable 1 = divisional winners and their closest competitors at the end of the season if

competition was five or fewer games out OUT = Dummy variable 1 = teams which at the end of the season were twenty or more games out of placing

PCTWINt = 3724 + 92 TSAt + 90 TSWt - 3857 NL + 4348 CONTt - 7564 OUTt

(39) (437) (562) (403) (377) (617)

R2 = 88 DF = 38 t = team

Player MRP Equation 2MRP shall be determined by 1) player performance on team wins and 2) the effect of wins on revenue

= Home attendance times average ticket price plus revenue from broadcasting rights SMAS = Population size of the Standard Metropolitan Statistical Area MARGA = Team specific attendance NL = Dummy variable 1 = the team is in the National League STD = Dummy variable 1 = older stadiums in poor neighborhoods and with limited parking

facilities BBPCT = Percentage of black players on the team

REVENUEt = - 1735890 + 10330 PCTWINt + 494585 SMAS70 - 512 MARGA

(169) (664) (461) (428)

+ 580913 NL CONTt - 762248 STDt - 58526 BBPCTt (184) (242)

(313)

R2 = 75 DF = 36 t = team

PCTWIN The coefficient of primary interest in PCTWIN A one pint increase

is estimate to raise REVENUE $10330 A one point increase in TSA (slugging avg) or TSW (strike-to-walk) raises PCTWIN by 92 and 90

However MRP may be overstated Omitted factors may include managerial quality entrepreneurial player drafting and trading abilities and stadium investment

Individual Playerrsquos MRP ldquoTo obtain the individual player MRP

assumptions have to be made about how individual performance affects team averagesrdquo

Scully p 921

Assume individual performance carries no externalities (team performance is simply the linear summation of individual performance)

Gross MRPs show that even mediocre players contribute $200000 to team revenue Star players easily have MRP double that amount

Salary Determination

Is offensive or defense more important Hitting or pitching performance Weight of contributions Star players

Salary Determination (Hitters) SA = Slugging average M = Years experience in the majors DBA = Dummy variable 1 = Players with below average

lifetime Slugging averages but above average lifetime batting averages Controls for excellent hitter who have low slugging averages

AB = Total lifetime at bats number of years in the majors times 5500 (average season at bats for a major league team)

SMSA MARGA and NL to control for monopoly

Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

Salary Determination (Pitchers) SW = Lifetime strikeout-to-walk ratio M = Years experience in the majors IP = lifetime average percentage of inning pitched

out of a total innings SMSA MARGA and NL to control for monopoly

Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

Degree of Monopsonisitic Exploitation of Professional Ball Players Players are generally exploited and to a

large degree Over a career length average players

receive salaries equal to about 11 of their gross MRP and 20 of their net MRP

Star players receive about 15 of MRP Some mediocre players have salaries in

excess of their net MRP

Policy Implications

Place ball players under a contractual arrangement similar to pro football A player can play out his option and become a free agent Player-initiated transfers would still not exist

Long-term contracts Contracts for 5+ years followed by free agency

Completely free labor market will all contracts for a full season negotiated off-season Eliminate economic rents of players

Questions

What is the reserve clause What is a monopsony In the win model what are the two independent variables Player MRP is determined by 1) the effect of A on B and 2) the

effect of B on C What are the variables What two categories of players were evaluated for salary

determination Are professional baseball players exploited

  • Pay and Performance in Major League Baseball
  • Background
  • Slide 3
  • Approach
  • Organization of the Baseball Players Labor Market (more about t
  • A Simple Model of MRP and Salary Determination in Major League
  • A Simple Model of MRP and Salary Determination (cont)
  • A Simple Model of MRP and Salary Determination (cont) (2)
  • A Simple Model of MRP and Salary Determination (cont) (3)
  • A Simple Model of MRP and Salary Determination (cont) (4)
  • Player MRP Equation1
  • Player MRP Equation 2
  • PCTWIN
  • Individual Playerrsquos MRP
  • Salary Determination
  • Salary Determination (Hitters)
  • Salary Determination (Pitchers)
  • Degree of Monopsonisitic Exploitation of Professional Ball Play
  • Policy Implications
  • Questions

    BackgroundBaseball bringing in substantial revenue Salaries are the main part of contract negotiations and the reserve clause gives considerable power to teams

    First playersrsquo strike over pension fund1972 Threat of strike lockout from issues of minimum salaries salary

    cuts benefits and the reserve clause 1973 Reserve clause retained a playerrsquos rights to his team after contractrsquos

    expiration Abolished in 1975

    Reserve clause system ruled the game It dictated how and where players moved between teams Owner say clause is ldquonecessary for equalization of playing strength among teamsrdquo and insist that player salary demands are unrealistically high Scully disputes these contentions

    ldquoPurpose of this paper is to crudely measure the economic loss to the players due to restrictions of the reserve clause Relationships between player performance and salary will be estimated and the predicted salary compared to predicted player marginal revenue productrdquo

    Scully p 915

    ApproachldquoAside from providing insights into the operation of a particular labor market the approach differs from other studies of the wage determination process in the following ways 1) the individual player is the unit of observation 2) salary functions are estimated within the framework of a labor market characterized by extensive bargaining 3) marginal revenue products of the factors of production are estimated explicitly and 4) rates of monopsonistic exploitation are found by comp-aring salary and marginal revenue product over various performance levels and career lengthsldquoFirst the institutional characteristics of the base-ball players labor market are briefly outlined Next with this institutional framework in mind a model of marginal revenue product and salary determin-ation is formulated Then the results of the empirical investigation into marginal revenue product and salary determination are presented Finally the rate of monopsonistic exploitation is calculated and policy implications discussedrdquo

    Scully p 915

    The individual player is the unit of observation Players have various performance levels and career lengths

    Salary functions are estimated within a monosponistic labor market characterized by extensive bargaining

    Marginal revenue factors are estimated explicitly

    Exploitation found by comparing salary and MRP

    1) Outline characteristics of the labor market2) Formulate an empirical marginal revenue

    product and salary determination model3) Present results 4) Calculate monopsonistic exploitation 5) Discuss policy implications

    Organization of the Baseball Players Labor Market (more about the reserve clause and MRP)

    Player is a free agent until a one year contract is signed Contract is exclusively renewable for the owner (reserve clause) Owner may renew sell or terminate the contract Player make accept the terms or negotiate After ownerrsquos ldquofinal offerrdquo player must accept or withdraw from professional baseball

    MRP is ldquothe ability or performance he contributes to the team and the effect of that performance on the gate receipts The effect of a player performance on revenue may be direct or indirectrdquo ldquoAbility contributes to team performance and victories raise gate receiptsmdashand

    broadcast revenues this is the substantial effect of the individualrsquos performancerdquo ldquoSome players may attract fans over and above their contribution through the teamrdquo

    Scully p 916

    A Simple Model of MRP and Salary Determination in Major League BaseballThe MRP and salary determination model should consider 1) revenues are related to individual performance through their effect on team standing 2) the reserve clause reduces player salaries below player MRP

    W = Percent wins Ai = Player skills Ii = Nonplayer inputs (managers coaches capital etc)

    W = W ( A1 A2hellip An I1 I2hellipIm)

    A Simple Model of MRP and Salary Determination (cont)Teams derive revenue from gate receipts and broadcast rights which are directly related to the teamrsquos percent wins and population in the area R = Team revenue p = Ticket price T = Number of tickets sold W = Team performance Pi = Potential broadcast households B = Broadcast revenues

    W = Percent wins Ai = Player skills Ii = Nonplayer inputs (managers coaches capital etc)

    R = p T [ W ( Ai Ij ) Pa ] + B [ W ( Ai Ij ) Pb ] i = 1hellip n j = 1hellip m)

    A Simple Model of MRP and Salary Determination (cont)Costs are determined by the level of skill and nonplayer inputs Because of the monopsonistic labor market costs are related to the level of skill C = Team costs Si (Ai ) = Player supply functions rj = Nonplayer factor remunerations

    C = sum Ai Si (Ai ) + sum rj Iji = 1hellip n j = 1hellip m)

    A Simple Model of MRP and Salary Determination (cont)

    Standard profit model

    = Profit R = Team revenue C = Team costs

    = R - C

    A Simple Model of MRP and Salary Determination (cont)

    First-order conditions for a maximum profit are obtained by differentiating with respect to Ai (player skills) and Ii (nonplayer inputs)

    ldquoConditions reveal that teams maximize profits by selecting a level of player skills and nonplayer inputs such that players receive a salary equal to their MRP less monopsony rents (Ai Srsquoi )rdquo

    Scully p 917

    Player MRP Equation1MRP shall be determined by 1) player performance on team wins and 2) the effect of wins on revenue

    Estimated with team data for 1968 and 1968

    = Team percent wins 1000 TSA = Team slugging average TSW = Team strikeout-to-walk ratio NL = Dummy variable 1 = the team is in the National League CONT = Dummy variable 1 = divisional winners and their closest competitors at the end of the season if

    competition was five or fewer games out OUT = Dummy variable 1 = teams which at the end of the season were twenty or more games out of placing

    PCTWINt = 3724 + 92 TSAt + 90 TSWt - 3857 NL + 4348 CONTt - 7564 OUTt

    (39) (437) (562) (403) (377) (617)

    R2 = 88 DF = 38 t = team

    Player MRP Equation 2MRP shall be determined by 1) player performance on team wins and 2) the effect of wins on revenue

    = Home attendance times average ticket price plus revenue from broadcasting rights SMAS = Population size of the Standard Metropolitan Statistical Area MARGA = Team specific attendance NL = Dummy variable 1 = the team is in the National League STD = Dummy variable 1 = older stadiums in poor neighborhoods and with limited parking

    facilities BBPCT = Percentage of black players on the team

    REVENUEt = - 1735890 + 10330 PCTWINt + 494585 SMAS70 - 512 MARGA

    (169) (664) (461) (428)

    + 580913 NL CONTt - 762248 STDt - 58526 BBPCTt (184) (242)

    (313)

    R2 = 75 DF = 36 t = team

    PCTWIN The coefficient of primary interest in PCTWIN A one pint increase

    is estimate to raise REVENUE $10330 A one point increase in TSA (slugging avg) or TSW (strike-to-walk) raises PCTWIN by 92 and 90

    However MRP may be overstated Omitted factors may include managerial quality entrepreneurial player drafting and trading abilities and stadium investment

    Individual Playerrsquos MRP ldquoTo obtain the individual player MRP

    assumptions have to be made about how individual performance affects team averagesrdquo

    Scully p 921

    Assume individual performance carries no externalities (team performance is simply the linear summation of individual performance)

    Gross MRPs show that even mediocre players contribute $200000 to team revenue Star players easily have MRP double that amount

    Salary Determination

    Is offensive or defense more important Hitting or pitching performance Weight of contributions Star players

    Salary Determination (Hitters) SA = Slugging average M = Years experience in the majors DBA = Dummy variable 1 = Players with below average

    lifetime Slugging averages but above average lifetime batting averages Controls for excellent hitter who have low slugging averages

    AB = Total lifetime at bats number of years in the majors times 5500 (average season at bats for a major league team)

    SMSA MARGA and NL to control for monopoly

    Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

    Salary Determination (Pitchers) SW = Lifetime strikeout-to-walk ratio M = Years experience in the majors IP = lifetime average percentage of inning pitched

    out of a total innings SMSA MARGA and NL to control for monopoly

    Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

    Degree of Monopsonisitic Exploitation of Professional Ball Players Players are generally exploited and to a

    large degree Over a career length average players

    receive salaries equal to about 11 of their gross MRP and 20 of their net MRP

    Star players receive about 15 of MRP Some mediocre players have salaries in

    excess of their net MRP

    Policy Implications

    Place ball players under a contractual arrangement similar to pro football A player can play out his option and become a free agent Player-initiated transfers would still not exist

    Long-term contracts Contracts for 5+ years followed by free agency

    Completely free labor market will all contracts for a full season negotiated off-season Eliminate economic rents of players

    Questions

    What is the reserve clause What is a monopsony In the win model what are the two independent variables Player MRP is determined by 1) the effect of A on B and 2) the

    effect of B on C What are the variables What two categories of players were evaluated for salary

    determination Are professional baseball players exploited

    • Pay and Performance in Major League Baseball
    • Background
    • Slide 3
    • Approach
    • Organization of the Baseball Players Labor Market (more about t
    • A Simple Model of MRP and Salary Determination in Major League
    • A Simple Model of MRP and Salary Determination (cont)
    • A Simple Model of MRP and Salary Determination (cont) (2)
    • A Simple Model of MRP and Salary Determination (cont) (3)
    • A Simple Model of MRP and Salary Determination (cont) (4)
    • Player MRP Equation1
    • Player MRP Equation 2
    • PCTWIN
    • Individual Playerrsquos MRP
    • Salary Determination
    • Salary Determination (Hitters)
    • Salary Determination (Pitchers)
    • Degree of Monopsonisitic Exploitation of Professional Ball Play
    • Policy Implications
    • Questions

      ldquoPurpose of this paper is to crudely measure the economic loss to the players due to restrictions of the reserve clause Relationships between player performance and salary will be estimated and the predicted salary compared to predicted player marginal revenue productrdquo

      Scully p 915

      ApproachldquoAside from providing insights into the operation of a particular labor market the approach differs from other studies of the wage determination process in the following ways 1) the individual player is the unit of observation 2) salary functions are estimated within the framework of a labor market characterized by extensive bargaining 3) marginal revenue products of the factors of production are estimated explicitly and 4) rates of monopsonistic exploitation are found by comp-aring salary and marginal revenue product over various performance levels and career lengthsldquoFirst the institutional characteristics of the base-ball players labor market are briefly outlined Next with this institutional framework in mind a model of marginal revenue product and salary determin-ation is formulated Then the results of the empirical investigation into marginal revenue product and salary determination are presented Finally the rate of monopsonistic exploitation is calculated and policy implications discussedrdquo

      Scully p 915

      The individual player is the unit of observation Players have various performance levels and career lengths

      Salary functions are estimated within a monosponistic labor market characterized by extensive bargaining

      Marginal revenue factors are estimated explicitly

      Exploitation found by comparing salary and MRP

      1) Outline characteristics of the labor market2) Formulate an empirical marginal revenue

      product and salary determination model3) Present results 4) Calculate monopsonistic exploitation 5) Discuss policy implications

      Organization of the Baseball Players Labor Market (more about the reserve clause and MRP)

      Player is a free agent until a one year contract is signed Contract is exclusively renewable for the owner (reserve clause) Owner may renew sell or terminate the contract Player make accept the terms or negotiate After ownerrsquos ldquofinal offerrdquo player must accept or withdraw from professional baseball

      MRP is ldquothe ability or performance he contributes to the team and the effect of that performance on the gate receipts The effect of a player performance on revenue may be direct or indirectrdquo ldquoAbility contributes to team performance and victories raise gate receiptsmdashand

      broadcast revenues this is the substantial effect of the individualrsquos performancerdquo ldquoSome players may attract fans over and above their contribution through the teamrdquo

      Scully p 916

      A Simple Model of MRP and Salary Determination in Major League BaseballThe MRP and salary determination model should consider 1) revenues are related to individual performance through their effect on team standing 2) the reserve clause reduces player salaries below player MRP

      W = Percent wins Ai = Player skills Ii = Nonplayer inputs (managers coaches capital etc)

      W = W ( A1 A2hellip An I1 I2hellipIm)

      A Simple Model of MRP and Salary Determination (cont)Teams derive revenue from gate receipts and broadcast rights which are directly related to the teamrsquos percent wins and population in the area R = Team revenue p = Ticket price T = Number of tickets sold W = Team performance Pi = Potential broadcast households B = Broadcast revenues

      W = Percent wins Ai = Player skills Ii = Nonplayer inputs (managers coaches capital etc)

      R = p T [ W ( Ai Ij ) Pa ] + B [ W ( Ai Ij ) Pb ] i = 1hellip n j = 1hellip m)

      A Simple Model of MRP and Salary Determination (cont)Costs are determined by the level of skill and nonplayer inputs Because of the monopsonistic labor market costs are related to the level of skill C = Team costs Si (Ai ) = Player supply functions rj = Nonplayer factor remunerations

      C = sum Ai Si (Ai ) + sum rj Iji = 1hellip n j = 1hellip m)

      A Simple Model of MRP and Salary Determination (cont)

      Standard profit model

      = Profit R = Team revenue C = Team costs

      = R - C

      A Simple Model of MRP and Salary Determination (cont)

      First-order conditions for a maximum profit are obtained by differentiating with respect to Ai (player skills) and Ii (nonplayer inputs)

      ldquoConditions reveal that teams maximize profits by selecting a level of player skills and nonplayer inputs such that players receive a salary equal to their MRP less monopsony rents (Ai Srsquoi )rdquo

      Scully p 917

      Player MRP Equation1MRP shall be determined by 1) player performance on team wins and 2) the effect of wins on revenue

      Estimated with team data for 1968 and 1968

      = Team percent wins 1000 TSA = Team slugging average TSW = Team strikeout-to-walk ratio NL = Dummy variable 1 = the team is in the National League CONT = Dummy variable 1 = divisional winners and their closest competitors at the end of the season if

      competition was five or fewer games out OUT = Dummy variable 1 = teams which at the end of the season were twenty or more games out of placing

      PCTWINt = 3724 + 92 TSAt + 90 TSWt - 3857 NL + 4348 CONTt - 7564 OUTt

      (39) (437) (562) (403) (377) (617)

      R2 = 88 DF = 38 t = team

      Player MRP Equation 2MRP shall be determined by 1) player performance on team wins and 2) the effect of wins on revenue

      = Home attendance times average ticket price plus revenue from broadcasting rights SMAS = Population size of the Standard Metropolitan Statistical Area MARGA = Team specific attendance NL = Dummy variable 1 = the team is in the National League STD = Dummy variable 1 = older stadiums in poor neighborhoods and with limited parking

      facilities BBPCT = Percentage of black players on the team

      REVENUEt = - 1735890 + 10330 PCTWINt + 494585 SMAS70 - 512 MARGA

      (169) (664) (461) (428)

      + 580913 NL CONTt - 762248 STDt - 58526 BBPCTt (184) (242)

      (313)

      R2 = 75 DF = 36 t = team

      PCTWIN The coefficient of primary interest in PCTWIN A one pint increase

      is estimate to raise REVENUE $10330 A one point increase in TSA (slugging avg) or TSW (strike-to-walk) raises PCTWIN by 92 and 90

      However MRP may be overstated Omitted factors may include managerial quality entrepreneurial player drafting and trading abilities and stadium investment

      Individual Playerrsquos MRP ldquoTo obtain the individual player MRP

      assumptions have to be made about how individual performance affects team averagesrdquo

      Scully p 921

      Assume individual performance carries no externalities (team performance is simply the linear summation of individual performance)

      Gross MRPs show that even mediocre players contribute $200000 to team revenue Star players easily have MRP double that amount

      Salary Determination

      Is offensive or defense more important Hitting or pitching performance Weight of contributions Star players

      Salary Determination (Hitters) SA = Slugging average M = Years experience in the majors DBA = Dummy variable 1 = Players with below average

      lifetime Slugging averages but above average lifetime batting averages Controls for excellent hitter who have low slugging averages

      AB = Total lifetime at bats number of years in the majors times 5500 (average season at bats for a major league team)

      SMSA MARGA and NL to control for monopoly

      Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

      Salary Determination (Pitchers) SW = Lifetime strikeout-to-walk ratio M = Years experience in the majors IP = lifetime average percentage of inning pitched

      out of a total innings SMSA MARGA and NL to control for monopoly

      Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

      Degree of Monopsonisitic Exploitation of Professional Ball Players Players are generally exploited and to a

      large degree Over a career length average players

      receive salaries equal to about 11 of their gross MRP and 20 of their net MRP

      Star players receive about 15 of MRP Some mediocre players have salaries in

      excess of their net MRP

      Policy Implications

      Place ball players under a contractual arrangement similar to pro football A player can play out his option and become a free agent Player-initiated transfers would still not exist

      Long-term contracts Contracts for 5+ years followed by free agency

      Completely free labor market will all contracts for a full season negotiated off-season Eliminate economic rents of players

      Questions

      What is the reserve clause What is a monopsony In the win model what are the two independent variables Player MRP is determined by 1) the effect of A on B and 2) the

      effect of B on C What are the variables What two categories of players were evaluated for salary

      determination Are professional baseball players exploited

      • Pay and Performance in Major League Baseball
      • Background
      • Slide 3
      • Approach
      • Organization of the Baseball Players Labor Market (more about t
      • A Simple Model of MRP and Salary Determination in Major League
      • A Simple Model of MRP and Salary Determination (cont)
      • A Simple Model of MRP and Salary Determination (cont) (2)
      • A Simple Model of MRP and Salary Determination (cont) (3)
      • A Simple Model of MRP and Salary Determination (cont) (4)
      • Player MRP Equation1
      • Player MRP Equation 2
      • PCTWIN
      • Individual Playerrsquos MRP
      • Salary Determination
      • Salary Determination (Hitters)
      • Salary Determination (Pitchers)
      • Degree of Monopsonisitic Exploitation of Professional Ball Play
      • Policy Implications
      • Questions

        ApproachldquoAside from providing insights into the operation of a particular labor market the approach differs from other studies of the wage determination process in the following ways 1) the individual player is the unit of observation 2) salary functions are estimated within the framework of a labor market characterized by extensive bargaining 3) marginal revenue products of the factors of production are estimated explicitly and 4) rates of monopsonistic exploitation are found by comp-aring salary and marginal revenue product over various performance levels and career lengthsldquoFirst the institutional characteristics of the base-ball players labor market are briefly outlined Next with this institutional framework in mind a model of marginal revenue product and salary determin-ation is formulated Then the results of the empirical investigation into marginal revenue product and salary determination are presented Finally the rate of monopsonistic exploitation is calculated and policy implications discussedrdquo

        Scully p 915

        The individual player is the unit of observation Players have various performance levels and career lengths

        Salary functions are estimated within a monosponistic labor market characterized by extensive bargaining

        Marginal revenue factors are estimated explicitly

        Exploitation found by comparing salary and MRP

        1) Outline characteristics of the labor market2) Formulate an empirical marginal revenue

        product and salary determination model3) Present results 4) Calculate monopsonistic exploitation 5) Discuss policy implications

        Organization of the Baseball Players Labor Market (more about the reserve clause and MRP)

        Player is a free agent until a one year contract is signed Contract is exclusively renewable for the owner (reserve clause) Owner may renew sell or terminate the contract Player make accept the terms or negotiate After ownerrsquos ldquofinal offerrdquo player must accept or withdraw from professional baseball

        MRP is ldquothe ability or performance he contributes to the team and the effect of that performance on the gate receipts The effect of a player performance on revenue may be direct or indirectrdquo ldquoAbility contributes to team performance and victories raise gate receiptsmdashand

        broadcast revenues this is the substantial effect of the individualrsquos performancerdquo ldquoSome players may attract fans over and above their contribution through the teamrdquo

        Scully p 916

        A Simple Model of MRP and Salary Determination in Major League BaseballThe MRP and salary determination model should consider 1) revenues are related to individual performance through their effect on team standing 2) the reserve clause reduces player salaries below player MRP

        W = Percent wins Ai = Player skills Ii = Nonplayer inputs (managers coaches capital etc)

        W = W ( A1 A2hellip An I1 I2hellipIm)

        A Simple Model of MRP and Salary Determination (cont)Teams derive revenue from gate receipts and broadcast rights which are directly related to the teamrsquos percent wins and population in the area R = Team revenue p = Ticket price T = Number of tickets sold W = Team performance Pi = Potential broadcast households B = Broadcast revenues

        W = Percent wins Ai = Player skills Ii = Nonplayer inputs (managers coaches capital etc)

        R = p T [ W ( Ai Ij ) Pa ] + B [ W ( Ai Ij ) Pb ] i = 1hellip n j = 1hellip m)

        A Simple Model of MRP and Salary Determination (cont)Costs are determined by the level of skill and nonplayer inputs Because of the monopsonistic labor market costs are related to the level of skill C = Team costs Si (Ai ) = Player supply functions rj = Nonplayer factor remunerations

        C = sum Ai Si (Ai ) + sum rj Iji = 1hellip n j = 1hellip m)

        A Simple Model of MRP and Salary Determination (cont)

        Standard profit model

        = Profit R = Team revenue C = Team costs

        = R - C

        A Simple Model of MRP and Salary Determination (cont)

        First-order conditions for a maximum profit are obtained by differentiating with respect to Ai (player skills) and Ii (nonplayer inputs)

        ldquoConditions reveal that teams maximize profits by selecting a level of player skills and nonplayer inputs such that players receive a salary equal to their MRP less monopsony rents (Ai Srsquoi )rdquo

        Scully p 917

        Player MRP Equation1MRP shall be determined by 1) player performance on team wins and 2) the effect of wins on revenue

        Estimated with team data for 1968 and 1968

        = Team percent wins 1000 TSA = Team slugging average TSW = Team strikeout-to-walk ratio NL = Dummy variable 1 = the team is in the National League CONT = Dummy variable 1 = divisional winners and their closest competitors at the end of the season if

        competition was five or fewer games out OUT = Dummy variable 1 = teams which at the end of the season were twenty or more games out of placing

        PCTWINt = 3724 + 92 TSAt + 90 TSWt - 3857 NL + 4348 CONTt - 7564 OUTt

        (39) (437) (562) (403) (377) (617)

        R2 = 88 DF = 38 t = team

        Player MRP Equation 2MRP shall be determined by 1) player performance on team wins and 2) the effect of wins on revenue

        = Home attendance times average ticket price plus revenue from broadcasting rights SMAS = Population size of the Standard Metropolitan Statistical Area MARGA = Team specific attendance NL = Dummy variable 1 = the team is in the National League STD = Dummy variable 1 = older stadiums in poor neighborhoods and with limited parking

        facilities BBPCT = Percentage of black players on the team

        REVENUEt = - 1735890 + 10330 PCTWINt + 494585 SMAS70 - 512 MARGA

        (169) (664) (461) (428)

        + 580913 NL CONTt - 762248 STDt - 58526 BBPCTt (184) (242)

        (313)

        R2 = 75 DF = 36 t = team

        PCTWIN The coefficient of primary interest in PCTWIN A one pint increase

        is estimate to raise REVENUE $10330 A one point increase in TSA (slugging avg) or TSW (strike-to-walk) raises PCTWIN by 92 and 90

        However MRP may be overstated Omitted factors may include managerial quality entrepreneurial player drafting and trading abilities and stadium investment

        Individual Playerrsquos MRP ldquoTo obtain the individual player MRP

        assumptions have to be made about how individual performance affects team averagesrdquo

        Scully p 921

        Assume individual performance carries no externalities (team performance is simply the linear summation of individual performance)

        Gross MRPs show that even mediocre players contribute $200000 to team revenue Star players easily have MRP double that amount

        Salary Determination

        Is offensive or defense more important Hitting or pitching performance Weight of contributions Star players

        Salary Determination (Hitters) SA = Slugging average M = Years experience in the majors DBA = Dummy variable 1 = Players with below average

        lifetime Slugging averages but above average lifetime batting averages Controls for excellent hitter who have low slugging averages

        AB = Total lifetime at bats number of years in the majors times 5500 (average season at bats for a major league team)

        SMSA MARGA and NL to control for monopoly

        Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

        Salary Determination (Pitchers) SW = Lifetime strikeout-to-walk ratio M = Years experience in the majors IP = lifetime average percentage of inning pitched

        out of a total innings SMSA MARGA and NL to control for monopoly

        Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

        Degree of Monopsonisitic Exploitation of Professional Ball Players Players are generally exploited and to a

        large degree Over a career length average players

        receive salaries equal to about 11 of their gross MRP and 20 of their net MRP

        Star players receive about 15 of MRP Some mediocre players have salaries in

        excess of their net MRP

        Policy Implications

        Place ball players under a contractual arrangement similar to pro football A player can play out his option and become a free agent Player-initiated transfers would still not exist

        Long-term contracts Contracts for 5+ years followed by free agency

        Completely free labor market will all contracts for a full season negotiated off-season Eliminate economic rents of players

        Questions

        What is the reserve clause What is a monopsony In the win model what are the two independent variables Player MRP is determined by 1) the effect of A on B and 2) the

        effect of B on C What are the variables What two categories of players were evaluated for salary

        determination Are professional baseball players exploited

        • Pay and Performance in Major League Baseball
        • Background
        • Slide 3
        • Approach
        • Organization of the Baseball Players Labor Market (more about t
        • A Simple Model of MRP and Salary Determination in Major League
        • A Simple Model of MRP and Salary Determination (cont)
        • A Simple Model of MRP and Salary Determination (cont) (2)
        • A Simple Model of MRP and Salary Determination (cont) (3)
        • A Simple Model of MRP and Salary Determination (cont) (4)
        • Player MRP Equation1
        • Player MRP Equation 2
        • PCTWIN
        • Individual Playerrsquos MRP
        • Salary Determination
        • Salary Determination (Hitters)
        • Salary Determination (Pitchers)
        • Degree of Monopsonisitic Exploitation of Professional Ball Play
        • Policy Implications
        • Questions

          Organization of the Baseball Players Labor Market (more about the reserve clause and MRP)

          Player is a free agent until a one year contract is signed Contract is exclusively renewable for the owner (reserve clause) Owner may renew sell or terminate the contract Player make accept the terms or negotiate After ownerrsquos ldquofinal offerrdquo player must accept or withdraw from professional baseball

          MRP is ldquothe ability or performance he contributes to the team and the effect of that performance on the gate receipts The effect of a player performance on revenue may be direct or indirectrdquo ldquoAbility contributes to team performance and victories raise gate receiptsmdashand

          broadcast revenues this is the substantial effect of the individualrsquos performancerdquo ldquoSome players may attract fans over and above their contribution through the teamrdquo

          Scully p 916

          A Simple Model of MRP and Salary Determination in Major League BaseballThe MRP and salary determination model should consider 1) revenues are related to individual performance through their effect on team standing 2) the reserve clause reduces player salaries below player MRP

          W = Percent wins Ai = Player skills Ii = Nonplayer inputs (managers coaches capital etc)

          W = W ( A1 A2hellip An I1 I2hellipIm)

          A Simple Model of MRP and Salary Determination (cont)Teams derive revenue from gate receipts and broadcast rights which are directly related to the teamrsquos percent wins and population in the area R = Team revenue p = Ticket price T = Number of tickets sold W = Team performance Pi = Potential broadcast households B = Broadcast revenues

          W = Percent wins Ai = Player skills Ii = Nonplayer inputs (managers coaches capital etc)

          R = p T [ W ( Ai Ij ) Pa ] + B [ W ( Ai Ij ) Pb ] i = 1hellip n j = 1hellip m)

          A Simple Model of MRP and Salary Determination (cont)Costs are determined by the level of skill and nonplayer inputs Because of the monopsonistic labor market costs are related to the level of skill C = Team costs Si (Ai ) = Player supply functions rj = Nonplayer factor remunerations

          C = sum Ai Si (Ai ) + sum rj Iji = 1hellip n j = 1hellip m)

          A Simple Model of MRP and Salary Determination (cont)

          Standard profit model

          = Profit R = Team revenue C = Team costs

          = R - C

          A Simple Model of MRP and Salary Determination (cont)

          First-order conditions for a maximum profit are obtained by differentiating with respect to Ai (player skills) and Ii (nonplayer inputs)

          ldquoConditions reveal that teams maximize profits by selecting a level of player skills and nonplayer inputs such that players receive a salary equal to their MRP less monopsony rents (Ai Srsquoi )rdquo

          Scully p 917

          Player MRP Equation1MRP shall be determined by 1) player performance on team wins and 2) the effect of wins on revenue

          Estimated with team data for 1968 and 1968

          = Team percent wins 1000 TSA = Team slugging average TSW = Team strikeout-to-walk ratio NL = Dummy variable 1 = the team is in the National League CONT = Dummy variable 1 = divisional winners and their closest competitors at the end of the season if

          competition was five or fewer games out OUT = Dummy variable 1 = teams which at the end of the season were twenty or more games out of placing

          PCTWINt = 3724 + 92 TSAt + 90 TSWt - 3857 NL + 4348 CONTt - 7564 OUTt

          (39) (437) (562) (403) (377) (617)

          R2 = 88 DF = 38 t = team

          Player MRP Equation 2MRP shall be determined by 1) player performance on team wins and 2) the effect of wins on revenue

          = Home attendance times average ticket price plus revenue from broadcasting rights SMAS = Population size of the Standard Metropolitan Statistical Area MARGA = Team specific attendance NL = Dummy variable 1 = the team is in the National League STD = Dummy variable 1 = older stadiums in poor neighborhoods and with limited parking

          facilities BBPCT = Percentage of black players on the team

          REVENUEt = - 1735890 + 10330 PCTWINt + 494585 SMAS70 - 512 MARGA

          (169) (664) (461) (428)

          + 580913 NL CONTt - 762248 STDt - 58526 BBPCTt (184) (242)

          (313)

          R2 = 75 DF = 36 t = team

          PCTWIN The coefficient of primary interest in PCTWIN A one pint increase

          is estimate to raise REVENUE $10330 A one point increase in TSA (slugging avg) or TSW (strike-to-walk) raises PCTWIN by 92 and 90

          However MRP may be overstated Omitted factors may include managerial quality entrepreneurial player drafting and trading abilities and stadium investment

          Individual Playerrsquos MRP ldquoTo obtain the individual player MRP

          assumptions have to be made about how individual performance affects team averagesrdquo

          Scully p 921

          Assume individual performance carries no externalities (team performance is simply the linear summation of individual performance)

          Gross MRPs show that even mediocre players contribute $200000 to team revenue Star players easily have MRP double that amount

          Salary Determination

          Is offensive or defense more important Hitting or pitching performance Weight of contributions Star players

          Salary Determination (Hitters) SA = Slugging average M = Years experience in the majors DBA = Dummy variable 1 = Players with below average

          lifetime Slugging averages but above average lifetime batting averages Controls for excellent hitter who have low slugging averages

          AB = Total lifetime at bats number of years in the majors times 5500 (average season at bats for a major league team)

          SMSA MARGA and NL to control for monopoly

          Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

          Salary Determination (Pitchers) SW = Lifetime strikeout-to-walk ratio M = Years experience in the majors IP = lifetime average percentage of inning pitched

          out of a total innings SMSA MARGA and NL to control for monopoly

          Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

          Degree of Monopsonisitic Exploitation of Professional Ball Players Players are generally exploited and to a

          large degree Over a career length average players

          receive salaries equal to about 11 of their gross MRP and 20 of their net MRP

          Star players receive about 15 of MRP Some mediocre players have salaries in

          excess of their net MRP

          Policy Implications

          Place ball players under a contractual arrangement similar to pro football A player can play out his option and become a free agent Player-initiated transfers would still not exist

          Long-term contracts Contracts for 5+ years followed by free agency

          Completely free labor market will all contracts for a full season negotiated off-season Eliminate economic rents of players

          Questions

          What is the reserve clause What is a monopsony In the win model what are the two independent variables Player MRP is determined by 1) the effect of A on B and 2) the

          effect of B on C What are the variables What two categories of players were evaluated for salary

          determination Are professional baseball players exploited

          • Pay and Performance in Major League Baseball
          • Background
          • Slide 3
          • Approach
          • Organization of the Baseball Players Labor Market (more about t
          • A Simple Model of MRP and Salary Determination in Major League
          • A Simple Model of MRP and Salary Determination (cont)
          • A Simple Model of MRP and Salary Determination (cont) (2)
          • A Simple Model of MRP and Salary Determination (cont) (3)
          • A Simple Model of MRP and Salary Determination (cont) (4)
          • Player MRP Equation1
          • Player MRP Equation 2
          • PCTWIN
          • Individual Playerrsquos MRP
          • Salary Determination
          • Salary Determination (Hitters)
          • Salary Determination (Pitchers)
          • Degree of Monopsonisitic Exploitation of Professional Ball Play
          • Policy Implications
          • Questions

            A Simple Model of MRP and Salary Determination in Major League BaseballThe MRP and salary determination model should consider 1) revenues are related to individual performance through their effect on team standing 2) the reserve clause reduces player salaries below player MRP

            W = Percent wins Ai = Player skills Ii = Nonplayer inputs (managers coaches capital etc)

            W = W ( A1 A2hellip An I1 I2hellipIm)

            A Simple Model of MRP and Salary Determination (cont)Teams derive revenue from gate receipts and broadcast rights which are directly related to the teamrsquos percent wins and population in the area R = Team revenue p = Ticket price T = Number of tickets sold W = Team performance Pi = Potential broadcast households B = Broadcast revenues

            W = Percent wins Ai = Player skills Ii = Nonplayer inputs (managers coaches capital etc)

            R = p T [ W ( Ai Ij ) Pa ] + B [ W ( Ai Ij ) Pb ] i = 1hellip n j = 1hellip m)

            A Simple Model of MRP and Salary Determination (cont)Costs are determined by the level of skill and nonplayer inputs Because of the monopsonistic labor market costs are related to the level of skill C = Team costs Si (Ai ) = Player supply functions rj = Nonplayer factor remunerations

            C = sum Ai Si (Ai ) + sum rj Iji = 1hellip n j = 1hellip m)

            A Simple Model of MRP and Salary Determination (cont)

            Standard profit model

            = Profit R = Team revenue C = Team costs

            = R - C

            A Simple Model of MRP and Salary Determination (cont)

            First-order conditions for a maximum profit are obtained by differentiating with respect to Ai (player skills) and Ii (nonplayer inputs)

            ldquoConditions reveal that teams maximize profits by selecting a level of player skills and nonplayer inputs such that players receive a salary equal to their MRP less monopsony rents (Ai Srsquoi )rdquo

            Scully p 917

            Player MRP Equation1MRP shall be determined by 1) player performance on team wins and 2) the effect of wins on revenue

            Estimated with team data for 1968 and 1968

            = Team percent wins 1000 TSA = Team slugging average TSW = Team strikeout-to-walk ratio NL = Dummy variable 1 = the team is in the National League CONT = Dummy variable 1 = divisional winners and their closest competitors at the end of the season if

            competition was five or fewer games out OUT = Dummy variable 1 = teams which at the end of the season were twenty or more games out of placing

            PCTWINt = 3724 + 92 TSAt + 90 TSWt - 3857 NL + 4348 CONTt - 7564 OUTt

            (39) (437) (562) (403) (377) (617)

            R2 = 88 DF = 38 t = team

            Player MRP Equation 2MRP shall be determined by 1) player performance on team wins and 2) the effect of wins on revenue

            = Home attendance times average ticket price plus revenue from broadcasting rights SMAS = Population size of the Standard Metropolitan Statistical Area MARGA = Team specific attendance NL = Dummy variable 1 = the team is in the National League STD = Dummy variable 1 = older stadiums in poor neighborhoods and with limited parking

            facilities BBPCT = Percentage of black players on the team

            REVENUEt = - 1735890 + 10330 PCTWINt + 494585 SMAS70 - 512 MARGA

            (169) (664) (461) (428)

            + 580913 NL CONTt - 762248 STDt - 58526 BBPCTt (184) (242)

            (313)

            R2 = 75 DF = 36 t = team

            PCTWIN The coefficient of primary interest in PCTWIN A one pint increase

            is estimate to raise REVENUE $10330 A one point increase in TSA (slugging avg) or TSW (strike-to-walk) raises PCTWIN by 92 and 90

            However MRP may be overstated Omitted factors may include managerial quality entrepreneurial player drafting and trading abilities and stadium investment

            Individual Playerrsquos MRP ldquoTo obtain the individual player MRP

            assumptions have to be made about how individual performance affects team averagesrdquo

            Scully p 921

            Assume individual performance carries no externalities (team performance is simply the linear summation of individual performance)

            Gross MRPs show that even mediocre players contribute $200000 to team revenue Star players easily have MRP double that amount

            Salary Determination

            Is offensive or defense more important Hitting or pitching performance Weight of contributions Star players

            Salary Determination (Hitters) SA = Slugging average M = Years experience in the majors DBA = Dummy variable 1 = Players with below average

            lifetime Slugging averages but above average lifetime batting averages Controls for excellent hitter who have low slugging averages

            AB = Total lifetime at bats number of years in the majors times 5500 (average season at bats for a major league team)

            SMSA MARGA and NL to control for monopoly

            Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

            Salary Determination (Pitchers) SW = Lifetime strikeout-to-walk ratio M = Years experience in the majors IP = lifetime average percentage of inning pitched

            out of a total innings SMSA MARGA and NL to control for monopoly

            Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

            Degree of Monopsonisitic Exploitation of Professional Ball Players Players are generally exploited and to a

            large degree Over a career length average players

            receive salaries equal to about 11 of their gross MRP and 20 of their net MRP

            Star players receive about 15 of MRP Some mediocre players have salaries in

            excess of their net MRP

            Policy Implications

            Place ball players under a contractual arrangement similar to pro football A player can play out his option and become a free agent Player-initiated transfers would still not exist

            Long-term contracts Contracts for 5+ years followed by free agency

            Completely free labor market will all contracts for a full season negotiated off-season Eliminate economic rents of players

            Questions

            What is the reserve clause What is a monopsony In the win model what are the two independent variables Player MRP is determined by 1) the effect of A on B and 2) the

            effect of B on C What are the variables What two categories of players were evaluated for salary

            determination Are professional baseball players exploited

            • Pay and Performance in Major League Baseball
            • Background
            • Slide 3
            • Approach
            • Organization of the Baseball Players Labor Market (more about t
            • A Simple Model of MRP and Salary Determination in Major League
            • A Simple Model of MRP and Salary Determination (cont)
            • A Simple Model of MRP and Salary Determination (cont) (2)
            • A Simple Model of MRP and Salary Determination (cont) (3)
            • A Simple Model of MRP and Salary Determination (cont) (4)
            • Player MRP Equation1
            • Player MRP Equation 2
            • PCTWIN
            • Individual Playerrsquos MRP
            • Salary Determination
            • Salary Determination (Hitters)
            • Salary Determination (Pitchers)
            • Degree of Monopsonisitic Exploitation of Professional Ball Play
            • Policy Implications
            • Questions

              A Simple Model of MRP and Salary Determination (cont)Teams derive revenue from gate receipts and broadcast rights which are directly related to the teamrsquos percent wins and population in the area R = Team revenue p = Ticket price T = Number of tickets sold W = Team performance Pi = Potential broadcast households B = Broadcast revenues

              W = Percent wins Ai = Player skills Ii = Nonplayer inputs (managers coaches capital etc)

              R = p T [ W ( Ai Ij ) Pa ] + B [ W ( Ai Ij ) Pb ] i = 1hellip n j = 1hellip m)

              A Simple Model of MRP and Salary Determination (cont)Costs are determined by the level of skill and nonplayer inputs Because of the monopsonistic labor market costs are related to the level of skill C = Team costs Si (Ai ) = Player supply functions rj = Nonplayer factor remunerations

              C = sum Ai Si (Ai ) + sum rj Iji = 1hellip n j = 1hellip m)

              A Simple Model of MRP and Salary Determination (cont)

              Standard profit model

              = Profit R = Team revenue C = Team costs

              = R - C

              A Simple Model of MRP and Salary Determination (cont)

              First-order conditions for a maximum profit are obtained by differentiating with respect to Ai (player skills) and Ii (nonplayer inputs)

              ldquoConditions reveal that teams maximize profits by selecting a level of player skills and nonplayer inputs such that players receive a salary equal to their MRP less monopsony rents (Ai Srsquoi )rdquo

              Scully p 917

              Player MRP Equation1MRP shall be determined by 1) player performance on team wins and 2) the effect of wins on revenue

              Estimated with team data for 1968 and 1968

              = Team percent wins 1000 TSA = Team slugging average TSW = Team strikeout-to-walk ratio NL = Dummy variable 1 = the team is in the National League CONT = Dummy variable 1 = divisional winners and their closest competitors at the end of the season if

              competition was five or fewer games out OUT = Dummy variable 1 = teams which at the end of the season were twenty or more games out of placing

              PCTWINt = 3724 + 92 TSAt + 90 TSWt - 3857 NL + 4348 CONTt - 7564 OUTt

              (39) (437) (562) (403) (377) (617)

              R2 = 88 DF = 38 t = team

              Player MRP Equation 2MRP shall be determined by 1) player performance on team wins and 2) the effect of wins on revenue

              = Home attendance times average ticket price plus revenue from broadcasting rights SMAS = Population size of the Standard Metropolitan Statistical Area MARGA = Team specific attendance NL = Dummy variable 1 = the team is in the National League STD = Dummy variable 1 = older stadiums in poor neighborhoods and with limited parking

              facilities BBPCT = Percentage of black players on the team

              REVENUEt = - 1735890 + 10330 PCTWINt + 494585 SMAS70 - 512 MARGA

              (169) (664) (461) (428)

              + 580913 NL CONTt - 762248 STDt - 58526 BBPCTt (184) (242)

              (313)

              R2 = 75 DF = 36 t = team

              PCTWIN The coefficient of primary interest in PCTWIN A one pint increase

              is estimate to raise REVENUE $10330 A one point increase in TSA (slugging avg) or TSW (strike-to-walk) raises PCTWIN by 92 and 90

              However MRP may be overstated Omitted factors may include managerial quality entrepreneurial player drafting and trading abilities and stadium investment

              Individual Playerrsquos MRP ldquoTo obtain the individual player MRP

              assumptions have to be made about how individual performance affects team averagesrdquo

              Scully p 921

              Assume individual performance carries no externalities (team performance is simply the linear summation of individual performance)

              Gross MRPs show that even mediocre players contribute $200000 to team revenue Star players easily have MRP double that amount

              Salary Determination

              Is offensive or defense more important Hitting or pitching performance Weight of contributions Star players

              Salary Determination (Hitters) SA = Slugging average M = Years experience in the majors DBA = Dummy variable 1 = Players with below average

              lifetime Slugging averages but above average lifetime batting averages Controls for excellent hitter who have low slugging averages

              AB = Total lifetime at bats number of years in the majors times 5500 (average season at bats for a major league team)

              SMSA MARGA and NL to control for monopoly

              Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

              Salary Determination (Pitchers) SW = Lifetime strikeout-to-walk ratio M = Years experience in the majors IP = lifetime average percentage of inning pitched

              out of a total innings SMSA MARGA and NL to control for monopoly

              Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

              Degree of Monopsonisitic Exploitation of Professional Ball Players Players are generally exploited and to a

              large degree Over a career length average players

              receive salaries equal to about 11 of their gross MRP and 20 of their net MRP

              Star players receive about 15 of MRP Some mediocre players have salaries in

              excess of their net MRP

              Policy Implications

              Place ball players under a contractual arrangement similar to pro football A player can play out his option and become a free agent Player-initiated transfers would still not exist

              Long-term contracts Contracts for 5+ years followed by free agency

              Completely free labor market will all contracts for a full season negotiated off-season Eliminate economic rents of players

              Questions

              What is the reserve clause What is a monopsony In the win model what are the two independent variables Player MRP is determined by 1) the effect of A on B and 2) the

              effect of B on C What are the variables What two categories of players were evaluated for salary

              determination Are professional baseball players exploited

              • Pay and Performance in Major League Baseball
              • Background
              • Slide 3
              • Approach
              • Organization of the Baseball Players Labor Market (more about t
              • A Simple Model of MRP and Salary Determination in Major League
              • A Simple Model of MRP and Salary Determination (cont)
              • A Simple Model of MRP and Salary Determination (cont) (2)
              • A Simple Model of MRP and Salary Determination (cont) (3)
              • A Simple Model of MRP and Salary Determination (cont) (4)
              • Player MRP Equation1
              • Player MRP Equation 2
              • PCTWIN
              • Individual Playerrsquos MRP
              • Salary Determination
              • Salary Determination (Hitters)
              • Salary Determination (Pitchers)
              • Degree of Monopsonisitic Exploitation of Professional Ball Play
              • Policy Implications
              • Questions

                A Simple Model of MRP and Salary Determination (cont)Costs are determined by the level of skill and nonplayer inputs Because of the monopsonistic labor market costs are related to the level of skill C = Team costs Si (Ai ) = Player supply functions rj = Nonplayer factor remunerations

                C = sum Ai Si (Ai ) + sum rj Iji = 1hellip n j = 1hellip m)

                A Simple Model of MRP and Salary Determination (cont)

                Standard profit model

                = Profit R = Team revenue C = Team costs

                = R - C

                A Simple Model of MRP and Salary Determination (cont)

                First-order conditions for a maximum profit are obtained by differentiating with respect to Ai (player skills) and Ii (nonplayer inputs)

                ldquoConditions reveal that teams maximize profits by selecting a level of player skills and nonplayer inputs such that players receive a salary equal to their MRP less monopsony rents (Ai Srsquoi )rdquo

                Scully p 917

                Player MRP Equation1MRP shall be determined by 1) player performance on team wins and 2) the effect of wins on revenue

                Estimated with team data for 1968 and 1968

                = Team percent wins 1000 TSA = Team slugging average TSW = Team strikeout-to-walk ratio NL = Dummy variable 1 = the team is in the National League CONT = Dummy variable 1 = divisional winners and their closest competitors at the end of the season if

                competition was five or fewer games out OUT = Dummy variable 1 = teams which at the end of the season were twenty or more games out of placing

                PCTWINt = 3724 + 92 TSAt + 90 TSWt - 3857 NL + 4348 CONTt - 7564 OUTt

                (39) (437) (562) (403) (377) (617)

                R2 = 88 DF = 38 t = team

                Player MRP Equation 2MRP shall be determined by 1) player performance on team wins and 2) the effect of wins on revenue

                = Home attendance times average ticket price plus revenue from broadcasting rights SMAS = Population size of the Standard Metropolitan Statistical Area MARGA = Team specific attendance NL = Dummy variable 1 = the team is in the National League STD = Dummy variable 1 = older stadiums in poor neighborhoods and with limited parking

                facilities BBPCT = Percentage of black players on the team

                REVENUEt = - 1735890 + 10330 PCTWINt + 494585 SMAS70 - 512 MARGA

                (169) (664) (461) (428)

                + 580913 NL CONTt - 762248 STDt - 58526 BBPCTt (184) (242)

                (313)

                R2 = 75 DF = 36 t = team

                PCTWIN The coefficient of primary interest in PCTWIN A one pint increase

                is estimate to raise REVENUE $10330 A one point increase in TSA (slugging avg) or TSW (strike-to-walk) raises PCTWIN by 92 and 90

                However MRP may be overstated Omitted factors may include managerial quality entrepreneurial player drafting and trading abilities and stadium investment

                Individual Playerrsquos MRP ldquoTo obtain the individual player MRP

                assumptions have to be made about how individual performance affects team averagesrdquo

                Scully p 921

                Assume individual performance carries no externalities (team performance is simply the linear summation of individual performance)

                Gross MRPs show that even mediocre players contribute $200000 to team revenue Star players easily have MRP double that amount

                Salary Determination

                Is offensive or defense more important Hitting or pitching performance Weight of contributions Star players

                Salary Determination (Hitters) SA = Slugging average M = Years experience in the majors DBA = Dummy variable 1 = Players with below average

                lifetime Slugging averages but above average lifetime batting averages Controls for excellent hitter who have low slugging averages

                AB = Total lifetime at bats number of years in the majors times 5500 (average season at bats for a major league team)

                SMSA MARGA and NL to control for monopoly

                Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

                Salary Determination (Pitchers) SW = Lifetime strikeout-to-walk ratio M = Years experience in the majors IP = lifetime average percentage of inning pitched

                out of a total innings SMSA MARGA and NL to control for monopoly

                Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

                Degree of Monopsonisitic Exploitation of Professional Ball Players Players are generally exploited and to a

                large degree Over a career length average players

                receive salaries equal to about 11 of their gross MRP and 20 of their net MRP

                Star players receive about 15 of MRP Some mediocre players have salaries in

                excess of their net MRP

                Policy Implications

                Place ball players under a contractual arrangement similar to pro football A player can play out his option and become a free agent Player-initiated transfers would still not exist

                Long-term contracts Contracts for 5+ years followed by free agency

                Completely free labor market will all contracts for a full season negotiated off-season Eliminate economic rents of players

                Questions

                What is the reserve clause What is a monopsony In the win model what are the two independent variables Player MRP is determined by 1) the effect of A on B and 2) the

                effect of B on C What are the variables What two categories of players were evaluated for salary

                determination Are professional baseball players exploited

                • Pay and Performance in Major League Baseball
                • Background
                • Slide 3
                • Approach
                • Organization of the Baseball Players Labor Market (more about t
                • A Simple Model of MRP and Salary Determination in Major League
                • A Simple Model of MRP and Salary Determination (cont)
                • A Simple Model of MRP and Salary Determination (cont) (2)
                • A Simple Model of MRP and Salary Determination (cont) (3)
                • A Simple Model of MRP and Salary Determination (cont) (4)
                • Player MRP Equation1
                • Player MRP Equation 2
                • PCTWIN
                • Individual Playerrsquos MRP
                • Salary Determination
                • Salary Determination (Hitters)
                • Salary Determination (Pitchers)
                • Degree of Monopsonisitic Exploitation of Professional Ball Play
                • Policy Implications
                • Questions

                  A Simple Model of MRP and Salary Determination (cont)

                  Standard profit model

                  = Profit R = Team revenue C = Team costs

                  = R - C

                  A Simple Model of MRP and Salary Determination (cont)

                  First-order conditions for a maximum profit are obtained by differentiating with respect to Ai (player skills) and Ii (nonplayer inputs)

                  ldquoConditions reveal that teams maximize profits by selecting a level of player skills and nonplayer inputs such that players receive a salary equal to their MRP less monopsony rents (Ai Srsquoi )rdquo

                  Scully p 917

                  Player MRP Equation1MRP shall be determined by 1) player performance on team wins and 2) the effect of wins on revenue

                  Estimated with team data for 1968 and 1968

                  = Team percent wins 1000 TSA = Team slugging average TSW = Team strikeout-to-walk ratio NL = Dummy variable 1 = the team is in the National League CONT = Dummy variable 1 = divisional winners and their closest competitors at the end of the season if

                  competition was five or fewer games out OUT = Dummy variable 1 = teams which at the end of the season were twenty or more games out of placing

                  PCTWINt = 3724 + 92 TSAt + 90 TSWt - 3857 NL + 4348 CONTt - 7564 OUTt

                  (39) (437) (562) (403) (377) (617)

                  R2 = 88 DF = 38 t = team

                  Player MRP Equation 2MRP shall be determined by 1) player performance on team wins and 2) the effect of wins on revenue

                  = Home attendance times average ticket price plus revenue from broadcasting rights SMAS = Population size of the Standard Metropolitan Statistical Area MARGA = Team specific attendance NL = Dummy variable 1 = the team is in the National League STD = Dummy variable 1 = older stadiums in poor neighborhoods and with limited parking

                  facilities BBPCT = Percentage of black players on the team

                  REVENUEt = - 1735890 + 10330 PCTWINt + 494585 SMAS70 - 512 MARGA

                  (169) (664) (461) (428)

                  + 580913 NL CONTt - 762248 STDt - 58526 BBPCTt (184) (242)

                  (313)

                  R2 = 75 DF = 36 t = team

                  PCTWIN The coefficient of primary interest in PCTWIN A one pint increase

                  is estimate to raise REVENUE $10330 A one point increase in TSA (slugging avg) or TSW (strike-to-walk) raises PCTWIN by 92 and 90

                  However MRP may be overstated Omitted factors may include managerial quality entrepreneurial player drafting and trading abilities and stadium investment

                  Individual Playerrsquos MRP ldquoTo obtain the individual player MRP

                  assumptions have to be made about how individual performance affects team averagesrdquo

                  Scully p 921

                  Assume individual performance carries no externalities (team performance is simply the linear summation of individual performance)

                  Gross MRPs show that even mediocre players contribute $200000 to team revenue Star players easily have MRP double that amount

                  Salary Determination

                  Is offensive or defense more important Hitting or pitching performance Weight of contributions Star players

                  Salary Determination (Hitters) SA = Slugging average M = Years experience in the majors DBA = Dummy variable 1 = Players with below average

                  lifetime Slugging averages but above average lifetime batting averages Controls for excellent hitter who have low slugging averages

                  AB = Total lifetime at bats number of years in the majors times 5500 (average season at bats for a major league team)

                  SMSA MARGA and NL to control for monopoly

                  Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

                  Salary Determination (Pitchers) SW = Lifetime strikeout-to-walk ratio M = Years experience in the majors IP = lifetime average percentage of inning pitched

                  out of a total innings SMSA MARGA and NL to control for monopoly

                  Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

                  Degree of Monopsonisitic Exploitation of Professional Ball Players Players are generally exploited and to a

                  large degree Over a career length average players

                  receive salaries equal to about 11 of their gross MRP and 20 of their net MRP

                  Star players receive about 15 of MRP Some mediocre players have salaries in

                  excess of their net MRP

                  Policy Implications

                  Place ball players under a contractual arrangement similar to pro football A player can play out his option and become a free agent Player-initiated transfers would still not exist

                  Long-term contracts Contracts for 5+ years followed by free agency

                  Completely free labor market will all contracts for a full season negotiated off-season Eliminate economic rents of players

                  Questions

                  What is the reserve clause What is a monopsony In the win model what are the two independent variables Player MRP is determined by 1) the effect of A on B and 2) the

                  effect of B on C What are the variables What two categories of players were evaluated for salary

                  determination Are professional baseball players exploited

                  • Pay and Performance in Major League Baseball
                  • Background
                  • Slide 3
                  • Approach
                  • Organization of the Baseball Players Labor Market (more about t
                  • A Simple Model of MRP and Salary Determination in Major League
                  • A Simple Model of MRP and Salary Determination (cont)
                  • A Simple Model of MRP and Salary Determination (cont) (2)
                  • A Simple Model of MRP and Salary Determination (cont) (3)
                  • A Simple Model of MRP and Salary Determination (cont) (4)
                  • Player MRP Equation1
                  • Player MRP Equation 2
                  • PCTWIN
                  • Individual Playerrsquos MRP
                  • Salary Determination
                  • Salary Determination (Hitters)
                  • Salary Determination (Pitchers)
                  • Degree of Monopsonisitic Exploitation of Professional Ball Play
                  • Policy Implications
                  • Questions

                    A Simple Model of MRP and Salary Determination (cont)

                    First-order conditions for a maximum profit are obtained by differentiating with respect to Ai (player skills) and Ii (nonplayer inputs)

                    ldquoConditions reveal that teams maximize profits by selecting a level of player skills and nonplayer inputs such that players receive a salary equal to their MRP less monopsony rents (Ai Srsquoi )rdquo

                    Scully p 917

                    Player MRP Equation1MRP shall be determined by 1) player performance on team wins and 2) the effect of wins on revenue

                    Estimated with team data for 1968 and 1968

                    = Team percent wins 1000 TSA = Team slugging average TSW = Team strikeout-to-walk ratio NL = Dummy variable 1 = the team is in the National League CONT = Dummy variable 1 = divisional winners and their closest competitors at the end of the season if

                    competition was five or fewer games out OUT = Dummy variable 1 = teams which at the end of the season were twenty or more games out of placing

                    PCTWINt = 3724 + 92 TSAt + 90 TSWt - 3857 NL + 4348 CONTt - 7564 OUTt

                    (39) (437) (562) (403) (377) (617)

                    R2 = 88 DF = 38 t = team

                    Player MRP Equation 2MRP shall be determined by 1) player performance on team wins and 2) the effect of wins on revenue

                    = Home attendance times average ticket price plus revenue from broadcasting rights SMAS = Population size of the Standard Metropolitan Statistical Area MARGA = Team specific attendance NL = Dummy variable 1 = the team is in the National League STD = Dummy variable 1 = older stadiums in poor neighborhoods and with limited parking

                    facilities BBPCT = Percentage of black players on the team

                    REVENUEt = - 1735890 + 10330 PCTWINt + 494585 SMAS70 - 512 MARGA

                    (169) (664) (461) (428)

                    + 580913 NL CONTt - 762248 STDt - 58526 BBPCTt (184) (242)

                    (313)

                    R2 = 75 DF = 36 t = team

                    PCTWIN The coefficient of primary interest in PCTWIN A one pint increase

                    is estimate to raise REVENUE $10330 A one point increase in TSA (slugging avg) or TSW (strike-to-walk) raises PCTWIN by 92 and 90

                    However MRP may be overstated Omitted factors may include managerial quality entrepreneurial player drafting and trading abilities and stadium investment

                    Individual Playerrsquos MRP ldquoTo obtain the individual player MRP

                    assumptions have to be made about how individual performance affects team averagesrdquo

                    Scully p 921

                    Assume individual performance carries no externalities (team performance is simply the linear summation of individual performance)

                    Gross MRPs show that even mediocre players contribute $200000 to team revenue Star players easily have MRP double that amount

                    Salary Determination

                    Is offensive or defense more important Hitting or pitching performance Weight of contributions Star players

                    Salary Determination (Hitters) SA = Slugging average M = Years experience in the majors DBA = Dummy variable 1 = Players with below average

                    lifetime Slugging averages but above average lifetime batting averages Controls for excellent hitter who have low slugging averages

                    AB = Total lifetime at bats number of years in the majors times 5500 (average season at bats for a major league team)

                    SMSA MARGA and NL to control for monopoly

                    Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

                    Salary Determination (Pitchers) SW = Lifetime strikeout-to-walk ratio M = Years experience in the majors IP = lifetime average percentage of inning pitched

                    out of a total innings SMSA MARGA and NL to control for monopoly

                    Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

                    Degree of Monopsonisitic Exploitation of Professional Ball Players Players are generally exploited and to a

                    large degree Over a career length average players

                    receive salaries equal to about 11 of their gross MRP and 20 of their net MRP

                    Star players receive about 15 of MRP Some mediocre players have salaries in

                    excess of their net MRP

                    Policy Implications

                    Place ball players under a contractual arrangement similar to pro football A player can play out his option and become a free agent Player-initiated transfers would still not exist

                    Long-term contracts Contracts for 5+ years followed by free agency

                    Completely free labor market will all contracts for a full season negotiated off-season Eliminate economic rents of players

                    Questions

                    What is the reserve clause What is a monopsony In the win model what are the two independent variables Player MRP is determined by 1) the effect of A on B and 2) the

                    effect of B on C What are the variables What two categories of players were evaluated for salary

                    determination Are professional baseball players exploited

                    • Pay and Performance in Major League Baseball
                    • Background
                    • Slide 3
                    • Approach
                    • Organization of the Baseball Players Labor Market (more about t
                    • A Simple Model of MRP and Salary Determination in Major League
                    • A Simple Model of MRP and Salary Determination (cont)
                    • A Simple Model of MRP and Salary Determination (cont) (2)
                    • A Simple Model of MRP and Salary Determination (cont) (3)
                    • A Simple Model of MRP and Salary Determination (cont) (4)
                    • Player MRP Equation1
                    • Player MRP Equation 2
                    • PCTWIN
                    • Individual Playerrsquos MRP
                    • Salary Determination
                    • Salary Determination (Hitters)
                    • Salary Determination (Pitchers)
                    • Degree of Monopsonisitic Exploitation of Professional Ball Play
                    • Policy Implications
                    • Questions

                      Player MRP Equation1MRP shall be determined by 1) player performance on team wins and 2) the effect of wins on revenue

                      Estimated with team data for 1968 and 1968

                      = Team percent wins 1000 TSA = Team slugging average TSW = Team strikeout-to-walk ratio NL = Dummy variable 1 = the team is in the National League CONT = Dummy variable 1 = divisional winners and their closest competitors at the end of the season if

                      competition was five or fewer games out OUT = Dummy variable 1 = teams which at the end of the season were twenty or more games out of placing

                      PCTWINt = 3724 + 92 TSAt + 90 TSWt - 3857 NL + 4348 CONTt - 7564 OUTt

                      (39) (437) (562) (403) (377) (617)

                      R2 = 88 DF = 38 t = team

                      Player MRP Equation 2MRP shall be determined by 1) player performance on team wins and 2) the effect of wins on revenue

                      = Home attendance times average ticket price plus revenue from broadcasting rights SMAS = Population size of the Standard Metropolitan Statistical Area MARGA = Team specific attendance NL = Dummy variable 1 = the team is in the National League STD = Dummy variable 1 = older stadiums in poor neighborhoods and with limited parking

                      facilities BBPCT = Percentage of black players on the team

                      REVENUEt = - 1735890 + 10330 PCTWINt + 494585 SMAS70 - 512 MARGA

                      (169) (664) (461) (428)

                      + 580913 NL CONTt - 762248 STDt - 58526 BBPCTt (184) (242)

                      (313)

                      R2 = 75 DF = 36 t = team

                      PCTWIN The coefficient of primary interest in PCTWIN A one pint increase

                      is estimate to raise REVENUE $10330 A one point increase in TSA (slugging avg) or TSW (strike-to-walk) raises PCTWIN by 92 and 90

                      However MRP may be overstated Omitted factors may include managerial quality entrepreneurial player drafting and trading abilities and stadium investment

                      Individual Playerrsquos MRP ldquoTo obtain the individual player MRP

                      assumptions have to be made about how individual performance affects team averagesrdquo

                      Scully p 921

                      Assume individual performance carries no externalities (team performance is simply the linear summation of individual performance)

                      Gross MRPs show that even mediocre players contribute $200000 to team revenue Star players easily have MRP double that amount

                      Salary Determination

                      Is offensive or defense more important Hitting or pitching performance Weight of contributions Star players

                      Salary Determination (Hitters) SA = Slugging average M = Years experience in the majors DBA = Dummy variable 1 = Players with below average

                      lifetime Slugging averages but above average lifetime batting averages Controls for excellent hitter who have low slugging averages

                      AB = Total lifetime at bats number of years in the majors times 5500 (average season at bats for a major league team)

                      SMSA MARGA and NL to control for monopoly

                      Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

                      Salary Determination (Pitchers) SW = Lifetime strikeout-to-walk ratio M = Years experience in the majors IP = lifetime average percentage of inning pitched

                      out of a total innings SMSA MARGA and NL to control for monopoly

                      Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

                      Degree of Monopsonisitic Exploitation of Professional Ball Players Players are generally exploited and to a

                      large degree Over a career length average players

                      receive salaries equal to about 11 of their gross MRP and 20 of their net MRP

                      Star players receive about 15 of MRP Some mediocre players have salaries in

                      excess of their net MRP

                      Policy Implications

                      Place ball players under a contractual arrangement similar to pro football A player can play out his option and become a free agent Player-initiated transfers would still not exist

                      Long-term contracts Contracts for 5+ years followed by free agency

                      Completely free labor market will all contracts for a full season negotiated off-season Eliminate economic rents of players

                      Questions

                      What is the reserve clause What is a monopsony In the win model what are the two independent variables Player MRP is determined by 1) the effect of A on B and 2) the

                      effect of B on C What are the variables What two categories of players were evaluated for salary

                      determination Are professional baseball players exploited

                      • Pay and Performance in Major League Baseball
                      • Background
                      • Slide 3
                      • Approach
                      • Organization of the Baseball Players Labor Market (more about t
                      • A Simple Model of MRP and Salary Determination in Major League
                      • A Simple Model of MRP and Salary Determination (cont)
                      • A Simple Model of MRP and Salary Determination (cont) (2)
                      • A Simple Model of MRP and Salary Determination (cont) (3)
                      • A Simple Model of MRP and Salary Determination (cont) (4)
                      • Player MRP Equation1
                      • Player MRP Equation 2
                      • PCTWIN
                      • Individual Playerrsquos MRP
                      • Salary Determination
                      • Salary Determination (Hitters)
                      • Salary Determination (Pitchers)
                      • Degree of Monopsonisitic Exploitation of Professional Ball Play
                      • Policy Implications
                      • Questions

                        Player MRP Equation 2MRP shall be determined by 1) player performance on team wins and 2) the effect of wins on revenue

                        = Home attendance times average ticket price plus revenue from broadcasting rights SMAS = Population size of the Standard Metropolitan Statistical Area MARGA = Team specific attendance NL = Dummy variable 1 = the team is in the National League STD = Dummy variable 1 = older stadiums in poor neighborhoods and with limited parking

                        facilities BBPCT = Percentage of black players on the team

                        REVENUEt = - 1735890 + 10330 PCTWINt + 494585 SMAS70 - 512 MARGA

                        (169) (664) (461) (428)

                        + 580913 NL CONTt - 762248 STDt - 58526 BBPCTt (184) (242)

                        (313)

                        R2 = 75 DF = 36 t = team

                        PCTWIN The coefficient of primary interest in PCTWIN A one pint increase

                        is estimate to raise REVENUE $10330 A one point increase in TSA (slugging avg) or TSW (strike-to-walk) raises PCTWIN by 92 and 90

                        However MRP may be overstated Omitted factors may include managerial quality entrepreneurial player drafting and trading abilities and stadium investment

                        Individual Playerrsquos MRP ldquoTo obtain the individual player MRP

                        assumptions have to be made about how individual performance affects team averagesrdquo

                        Scully p 921

                        Assume individual performance carries no externalities (team performance is simply the linear summation of individual performance)

                        Gross MRPs show that even mediocre players contribute $200000 to team revenue Star players easily have MRP double that amount

                        Salary Determination

                        Is offensive or defense more important Hitting or pitching performance Weight of contributions Star players

                        Salary Determination (Hitters) SA = Slugging average M = Years experience in the majors DBA = Dummy variable 1 = Players with below average

                        lifetime Slugging averages but above average lifetime batting averages Controls for excellent hitter who have low slugging averages

                        AB = Total lifetime at bats number of years in the majors times 5500 (average season at bats for a major league team)

                        SMSA MARGA and NL to control for monopoly

                        Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

                        Salary Determination (Pitchers) SW = Lifetime strikeout-to-walk ratio M = Years experience in the majors IP = lifetime average percentage of inning pitched

                        out of a total innings SMSA MARGA and NL to control for monopoly

                        Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

                        Degree of Monopsonisitic Exploitation of Professional Ball Players Players are generally exploited and to a

                        large degree Over a career length average players

                        receive salaries equal to about 11 of their gross MRP and 20 of their net MRP

                        Star players receive about 15 of MRP Some mediocre players have salaries in

                        excess of their net MRP

                        Policy Implications

                        Place ball players under a contractual arrangement similar to pro football A player can play out his option and become a free agent Player-initiated transfers would still not exist

                        Long-term contracts Contracts for 5+ years followed by free agency

                        Completely free labor market will all contracts for a full season negotiated off-season Eliminate economic rents of players

                        Questions

                        What is the reserve clause What is a monopsony In the win model what are the two independent variables Player MRP is determined by 1) the effect of A on B and 2) the

                        effect of B on C What are the variables What two categories of players were evaluated for salary

                        determination Are professional baseball players exploited

                        • Pay and Performance in Major League Baseball
                        • Background
                        • Slide 3
                        • Approach
                        • Organization of the Baseball Players Labor Market (more about t
                        • A Simple Model of MRP and Salary Determination in Major League
                        • A Simple Model of MRP and Salary Determination (cont)
                        • A Simple Model of MRP and Salary Determination (cont) (2)
                        • A Simple Model of MRP and Salary Determination (cont) (3)
                        • A Simple Model of MRP and Salary Determination (cont) (4)
                        • Player MRP Equation1
                        • Player MRP Equation 2
                        • PCTWIN
                        • Individual Playerrsquos MRP
                        • Salary Determination
                        • Salary Determination (Hitters)
                        • Salary Determination (Pitchers)
                        • Degree of Monopsonisitic Exploitation of Professional Ball Play
                        • Policy Implications
                        • Questions

                          PCTWIN The coefficient of primary interest in PCTWIN A one pint increase

                          is estimate to raise REVENUE $10330 A one point increase in TSA (slugging avg) or TSW (strike-to-walk) raises PCTWIN by 92 and 90

                          However MRP may be overstated Omitted factors may include managerial quality entrepreneurial player drafting and trading abilities and stadium investment

                          Individual Playerrsquos MRP ldquoTo obtain the individual player MRP

                          assumptions have to be made about how individual performance affects team averagesrdquo

                          Scully p 921

                          Assume individual performance carries no externalities (team performance is simply the linear summation of individual performance)

                          Gross MRPs show that even mediocre players contribute $200000 to team revenue Star players easily have MRP double that amount

                          Salary Determination

                          Is offensive or defense more important Hitting or pitching performance Weight of contributions Star players

                          Salary Determination (Hitters) SA = Slugging average M = Years experience in the majors DBA = Dummy variable 1 = Players with below average

                          lifetime Slugging averages but above average lifetime batting averages Controls for excellent hitter who have low slugging averages

                          AB = Total lifetime at bats number of years in the majors times 5500 (average season at bats for a major league team)

                          SMSA MARGA and NL to control for monopoly

                          Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

                          Salary Determination (Pitchers) SW = Lifetime strikeout-to-walk ratio M = Years experience in the majors IP = lifetime average percentage of inning pitched

                          out of a total innings SMSA MARGA and NL to control for monopoly

                          Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

                          Degree of Monopsonisitic Exploitation of Professional Ball Players Players are generally exploited and to a

                          large degree Over a career length average players

                          receive salaries equal to about 11 of their gross MRP and 20 of their net MRP

                          Star players receive about 15 of MRP Some mediocre players have salaries in

                          excess of their net MRP

                          Policy Implications

                          Place ball players under a contractual arrangement similar to pro football A player can play out his option and become a free agent Player-initiated transfers would still not exist

                          Long-term contracts Contracts for 5+ years followed by free agency

                          Completely free labor market will all contracts for a full season negotiated off-season Eliminate economic rents of players

                          Questions

                          What is the reserve clause What is a monopsony In the win model what are the two independent variables Player MRP is determined by 1) the effect of A on B and 2) the

                          effect of B on C What are the variables What two categories of players were evaluated for salary

                          determination Are professional baseball players exploited

                          • Pay and Performance in Major League Baseball
                          • Background
                          • Slide 3
                          • Approach
                          • Organization of the Baseball Players Labor Market (more about t
                          • A Simple Model of MRP and Salary Determination in Major League
                          • A Simple Model of MRP and Salary Determination (cont)
                          • A Simple Model of MRP and Salary Determination (cont) (2)
                          • A Simple Model of MRP and Salary Determination (cont) (3)
                          • A Simple Model of MRP and Salary Determination (cont) (4)
                          • Player MRP Equation1
                          • Player MRP Equation 2
                          • PCTWIN
                          • Individual Playerrsquos MRP
                          • Salary Determination
                          • Salary Determination (Hitters)
                          • Salary Determination (Pitchers)
                          • Degree of Monopsonisitic Exploitation of Professional Ball Play
                          • Policy Implications
                          • Questions

                            Individual Playerrsquos MRP ldquoTo obtain the individual player MRP

                            assumptions have to be made about how individual performance affects team averagesrdquo

                            Scully p 921

                            Assume individual performance carries no externalities (team performance is simply the linear summation of individual performance)

                            Gross MRPs show that even mediocre players contribute $200000 to team revenue Star players easily have MRP double that amount

                            Salary Determination

                            Is offensive or defense more important Hitting or pitching performance Weight of contributions Star players

                            Salary Determination (Hitters) SA = Slugging average M = Years experience in the majors DBA = Dummy variable 1 = Players with below average

                            lifetime Slugging averages but above average lifetime batting averages Controls for excellent hitter who have low slugging averages

                            AB = Total lifetime at bats number of years in the majors times 5500 (average season at bats for a major league team)

                            SMSA MARGA and NL to control for monopoly

                            Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

                            Salary Determination (Pitchers) SW = Lifetime strikeout-to-walk ratio M = Years experience in the majors IP = lifetime average percentage of inning pitched

                            out of a total innings SMSA MARGA and NL to control for monopoly

                            Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

                            Degree of Monopsonisitic Exploitation of Professional Ball Players Players are generally exploited and to a

                            large degree Over a career length average players

                            receive salaries equal to about 11 of their gross MRP and 20 of their net MRP

                            Star players receive about 15 of MRP Some mediocre players have salaries in

                            excess of their net MRP

                            Policy Implications

                            Place ball players under a contractual arrangement similar to pro football A player can play out his option and become a free agent Player-initiated transfers would still not exist

                            Long-term contracts Contracts for 5+ years followed by free agency

                            Completely free labor market will all contracts for a full season negotiated off-season Eliminate economic rents of players

                            Questions

                            What is the reserve clause What is a monopsony In the win model what are the two independent variables Player MRP is determined by 1) the effect of A on B and 2) the

                            effect of B on C What are the variables What two categories of players were evaluated for salary

                            determination Are professional baseball players exploited

                            • Pay and Performance in Major League Baseball
                            • Background
                            • Slide 3
                            • Approach
                            • Organization of the Baseball Players Labor Market (more about t
                            • A Simple Model of MRP and Salary Determination in Major League
                            • A Simple Model of MRP and Salary Determination (cont)
                            • A Simple Model of MRP and Salary Determination (cont) (2)
                            • A Simple Model of MRP and Salary Determination (cont) (3)
                            • A Simple Model of MRP and Salary Determination (cont) (4)
                            • Player MRP Equation1
                            • Player MRP Equation 2
                            • PCTWIN
                            • Individual Playerrsquos MRP
                            • Salary Determination
                            • Salary Determination (Hitters)
                            • Salary Determination (Pitchers)
                            • Degree of Monopsonisitic Exploitation of Professional Ball Play
                            • Policy Implications
                            • Questions

                              Salary Determination

                              Is offensive or defense more important Hitting or pitching performance Weight of contributions Star players

                              Salary Determination (Hitters) SA = Slugging average M = Years experience in the majors DBA = Dummy variable 1 = Players with below average

                              lifetime Slugging averages but above average lifetime batting averages Controls for excellent hitter who have low slugging averages

                              AB = Total lifetime at bats number of years in the majors times 5500 (average season at bats for a major league team)

                              SMSA MARGA and NL to control for monopoly

                              Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

                              Salary Determination (Pitchers) SW = Lifetime strikeout-to-walk ratio M = Years experience in the majors IP = lifetime average percentage of inning pitched

                              out of a total innings SMSA MARGA and NL to control for monopoly

                              Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

                              Degree of Monopsonisitic Exploitation of Professional Ball Players Players are generally exploited and to a

                              large degree Over a career length average players

                              receive salaries equal to about 11 of their gross MRP and 20 of their net MRP

                              Star players receive about 15 of MRP Some mediocre players have salaries in

                              excess of their net MRP

                              Policy Implications

                              Place ball players under a contractual arrangement similar to pro football A player can play out his option and become a free agent Player-initiated transfers would still not exist

                              Long-term contracts Contracts for 5+ years followed by free agency

                              Completely free labor market will all contracts for a full season negotiated off-season Eliminate economic rents of players

                              Questions

                              What is the reserve clause What is a monopsony In the win model what are the two independent variables Player MRP is determined by 1) the effect of A on B and 2) the

                              effect of B on C What are the variables What two categories of players were evaluated for salary

                              determination Are professional baseball players exploited

                              • Pay and Performance in Major League Baseball
                              • Background
                              • Slide 3
                              • Approach
                              • Organization of the Baseball Players Labor Market (more about t
                              • A Simple Model of MRP and Salary Determination in Major League
                              • A Simple Model of MRP and Salary Determination (cont)
                              • A Simple Model of MRP and Salary Determination (cont) (2)
                              • A Simple Model of MRP and Salary Determination (cont) (3)
                              • A Simple Model of MRP and Salary Determination (cont) (4)
                              • Player MRP Equation1
                              • Player MRP Equation 2
                              • PCTWIN
                              • Individual Playerrsquos MRP
                              • Salary Determination
                              • Salary Determination (Hitters)
                              • Salary Determination (Pitchers)
                              • Degree of Monopsonisitic Exploitation of Professional Ball Play
                              • Policy Implications
                              • Questions

                                Salary Determination (Hitters) SA = Slugging average M = Years experience in the majors DBA = Dummy variable 1 = Players with below average

                                lifetime Slugging averages but above average lifetime batting averages Controls for excellent hitter who have low slugging averages

                                AB = Total lifetime at bats number of years in the majors times 5500 (average season at bats for a major league team)

                                SMSA MARGA and NL to control for monopoly

                                Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

                                Salary Determination (Pitchers) SW = Lifetime strikeout-to-walk ratio M = Years experience in the majors IP = lifetime average percentage of inning pitched

                                out of a total innings SMSA MARGA and NL to control for monopoly

                                Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

                                Degree of Monopsonisitic Exploitation of Professional Ball Players Players are generally exploited and to a

                                large degree Over a career length average players

                                receive salaries equal to about 11 of their gross MRP and 20 of their net MRP

                                Star players receive about 15 of MRP Some mediocre players have salaries in

                                excess of their net MRP

                                Policy Implications

                                Place ball players under a contractual arrangement similar to pro football A player can play out his option and become a free agent Player-initiated transfers would still not exist

                                Long-term contracts Contracts for 5+ years followed by free agency

                                Completely free labor market will all contracts for a full season negotiated off-season Eliminate economic rents of players

                                Questions

                                What is the reserve clause What is a monopsony In the win model what are the two independent variables Player MRP is determined by 1) the effect of A on B and 2) the

                                effect of B on C What are the variables What two categories of players were evaluated for salary

                                determination Are professional baseball players exploited

                                • Pay and Performance in Major League Baseball
                                • Background
                                • Slide 3
                                • Approach
                                • Organization of the Baseball Players Labor Market (more about t
                                • A Simple Model of MRP and Salary Determination in Major League
                                • A Simple Model of MRP and Salary Determination (cont)
                                • A Simple Model of MRP and Salary Determination (cont) (2)
                                • A Simple Model of MRP and Salary Determination (cont) (3)
                                • A Simple Model of MRP and Salary Determination (cont) (4)
                                • Player MRP Equation1
                                • Player MRP Equation 2
                                • PCTWIN
                                • Individual Playerrsquos MRP
                                • Salary Determination
                                • Salary Determination (Hitters)
                                • Salary Determination (Pitchers)
                                • Degree of Monopsonisitic Exploitation of Professional Ball Play
                                • Policy Implications
                                • Questions

                                  Salary Determination (Pitchers) SW = Lifetime strikeout-to-walk ratio M = Years experience in the majors IP = lifetime average percentage of inning pitched

                                  out of a total innings SMSA MARGA and NL to control for monopoly

                                  Salary sample is nonrandom and biased toward the upper tail of the salary distribution There are 148 observations from 1968 and 1969 Salary range is from $10000 to $125000

                                  Degree of Monopsonisitic Exploitation of Professional Ball Players Players are generally exploited and to a

                                  large degree Over a career length average players

                                  receive salaries equal to about 11 of their gross MRP and 20 of their net MRP

                                  Star players receive about 15 of MRP Some mediocre players have salaries in

                                  excess of their net MRP

                                  Policy Implications

                                  Place ball players under a contractual arrangement similar to pro football A player can play out his option and become a free agent Player-initiated transfers would still not exist

                                  Long-term contracts Contracts for 5+ years followed by free agency

                                  Completely free labor market will all contracts for a full season negotiated off-season Eliminate economic rents of players

                                  Questions

                                  What is the reserve clause What is a monopsony In the win model what are the two independent variables Player MRP is determined by 1) the effect of A on B and 2) the

                                  effect of B on C What are the variables What two categories of players were evaluated for salary

                                  determination Are professional baseball players exploited

                                  • Pay and Performance in Major League Baseball
                                  • Background
                                  • Slide 3
                                  • Approach
                                  • Organization of the Baseball Players Labor Market (more about t
                                  • A Simple Model of MRP and Salary Determination in Major League
                                  • A Simple Model of MRP and Salary Determination (cont)
                                  • A Simple Model of MRP and Salary Determination (cont) (2)
                                  • A Simple Model of MRP and Salary Determination (cont) (3)
                                  • A Simple Model of MRP and Salary Determination (cont) (4)
                                  • Player MRP Equation1
                                  • Player MRP Equation 2
                                  • PCTWIN
                                  • Individual Playerrsquos MRP
                                  • Salary Determination
                                  • Salary Determination (Hitters)
                                  • Salary Determination (Pitchers)
                                  • Degree of Monopsonisitic Exploitation of Professional Ball Play
                                  • Policy Implications
                                  • Questions

                                    Degree of Monopsonisitic Exploitation of Professional Ball Players Players are generally exploited and to a

                                    large degree Over a career length average players

                                    receive salaries equal to about 11 of their gross MRP and 20 of their net MRP

                                    Star players receive about 15 of MRP Some mediocre players have salaries in

                                    excess of their net MRP

                                    Policy Implications

                                    Place ball players under a contractual arrangement similar to pro football A player can play out his option and become a free agent Player-initiated transfers would still not exist

                                    Long-term contracts Contracts for 5+ years followed by free agency

                                    Completely free labor market will all contracts for a full season negotiated off-season Eliminate economic rents of players

                                    Questions

                                    What is the reserve clause What is a monopsony In the win model what are the two independent variables Player MRP is determined by 1) the effect of A on B and 2) the

                                    effect of B on C What are the variables What two categories of players were evaluated for salary

                                    determination Are professional baseball players exploited

                                    • Pay and Performance in Major League Baseball
                                    • Background
                                    • Slide 3
                                    • Approach
                                    • Organization of the Baseball Players Labor Market (more about t
                                    • A Simple Model of MRP and Salary Determination in Major League
                                    • A Simple Model of MRP and Salary Determination (cont)
                                    • A Simple Model of MRP and Salary Determination (cont) (2)
                                    • A Simple Model of MRP and Salary Determination (cont) (3)
                                    • A Simple Model of MRP and Salary Determination (cont) (4)
                                    • Player MRP Equation1
                                    • Player MRP Equation 2
                                    • PCTWIN
                                    • Individual Playerrsquos MRP
                                    • Salary Determination
                                    • Salary Determination (Hitters)
                                    • Salary Determination (Pitchers)
                                    • Degree of Monopsonisitic Exploitation of Professional Ball Play
                                    • Policy Implications
                                    • Questions

                                      Policy Implications

                                      Place ball players under a contractual arrangement similar to pro football A player can play out his option and become a free agent Player-initiated transfers would still not exist

                                      Long-term contracts Contracts for 5+ years followed by free agency

                                      Completely free labor market will all contracts for a full season negotiated off-season Eliminate economic rents of players

                                      Questions

                                      What is the reserve clause What is a monopsony In the win model what are the two independent variables Player MRP is determined by 1) the effect of A on B and 2) the

                                      effect of B on C What are the variables What two categories of players were evaluated for salary

                                      determination Are professional baseball players exploited

                                      • Pay and Performance in Major League Baseball
                                      • Background
                                      • Slide 3
                                      • Approach
                                      • Organization of the Baseball Players Labor Market (more about t
                                      • A Simple Model of MRP and Salary Determination in Major League
                                      • A Simple Model of MRP and Salary Determination (cont)
                                      • A Simple Model of MRP and Salary Determination (cont) (2)
                                      • A Simple Model of MRP and Salary Determination (cont) (3)
                                      • A Simple Model of MRP and Salary Determination (cont) (4)
                                      • Player MRP Equation1
                                      • Player MRP Equation 2
                                      • PCTWIN
                                      • Individual Playerrsquos MRP
                                      • Salary Determination
                                      • Salary Determination (Hitters)
                                      • Salary Determination (Pitchers)
                                      • Degree of Monopsonisitic Exploitation of Professional Ball Play
                                      • Policy Implications
                                      • Questions

                                        Questions

                                        What is the reserve clause What is a monopsony In the win model what are the two independent variables Player MRP is determined by 1) the effect of A on B and 2) the

                                        effect of B on C What are the variables What two categories of players were evaluated for salary

                                        determination Are professional baseball players exploited

                                        • Pay and Performance in Major League Baseball
                                        • Background
                                        • Slide 3
                                        • Approach
                                        • Organization of the Baseball Players Labor Market (more about t
                                        • A Simple Model of MRP and Salary Determination in Major League
                                        • A Simple Model of MRP and Salary Determination (cont)
                                        • A Simple Model of MRP and Salary Determination (cont) (2)
                                        • A Simple Model of MRP and Salary Determination (cont) (3)
                                        • A Simple Model of MRP and Salary Determination (cont) (4)
                                        • Player MRP Equation1
                                        • Player MRP Equation 2
                                        • PCTWIN
                                        • Individual Playerrsquos MRP
                                        • Salary Determination
                                        • Salary Determination (Hitters)
                                        • Salary Determination (Pitchers)
                                        • Degree of Monopsonisitic Exploitation of Professional Ball Play
                                        • Policy Implications
                                        • Questions

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