batters homework_ quantitative analysis

7/23/2019 Batters Homework_ Quantitative Analysis

1/21

Player TEAM 2008 salary 2009 salary

1 J Reyes* NYM 4,375,000 6,125,000 1.40

2I S!"#* SEA 17,102,149 18,000,000 1.05

3$ %a&rera* %'S 10,000,000 4,000,000 0.40

4( Pe)r#a* +$S 457,000 1,750,000 3.83

5M Y-* TE 6,174,974 13,054,526 2.116 J /e!* SEA 1,750,000 2,250,000 1.29

7R I&ae!* SEA 5,500,000 7,166,666 1.30

8 A R#s* T$R 4,835,000 6,400,000 1.32

9 S#!ere* %/E 3,166,666 4,766,666 1.51

10M Tea)a* $ 14,811,414 14,811,414 1.00

11 J %a* /A 500,000 3,500,000 7.00

12A Iara* T+ 2,400,000 3,250,000 1.35

13( 'r#-* NYM 5,250,000 7,750,000 1.48

14 % Y-* ARI 406,000 1,950,000 4.80

15 J a#l* TE 396,830 555,000 1.4016: :!a;* S( 410,000 432,400 1.05

17 ( /ee* %% 13,250,000 13,250,000 1.00

18J Mrea* MIN 8,400,000 11,600,000 1.38

19M %a&rera* (ET 11,300,000 14,383,049 1.27

20A !ale!* S( 875,000 3,125,000 3.57

21 % ar* MI/ 444,000 3,250,000 7.32

22 A"#s* %$/ 4,387,500 7,050,000 1.61

23 R +ra* MI/ 455,000 1,032,500 2.27

24 S (re* ARI 1,500,000 1,500,000 1.00

25+ R&ers* +A/ 6,300,000 8,000,000 1.27

26R ar)* PI 10,000,000 15,000,000 1.50

27+ A&re* NYY 16,000,000 5,000,000 0.31

28% ley* PI 7,785,714 11,285,714 1.45

29% +elra* NYM 18,622,809 19,243,682 1.03

30 M :e* /A( 406,000 467,000 1.15

31 J Perala* %/E 2,500,000 3,650,000 1.46

32J ra


2/21

44 Ra#re!* /A 439,000 5,500,000 12.53

45P #el)er* MI/ 670,000 7,000,000 10.45

46P Pla


3/21

A=era-e R+I R S+ P$S

0 0.297 68 16 56 SS

0 0.310 42 6 43 $

0 0.281 57 8 19 SS

1 0.326 83 17 20 2+

0 0.284 82 12 10 SS0 0.297 89 17 6 2+

0 0.293 110 23 2 $

0 0.291 79 15 32 $

0 0.268 90 33 38 $

0 0.283 66 13 7 SS

1 0.277 95 29 6 3+

0 0.274 48 6 8 2+

0 0.302 124 33 15 3+

1 0.248 85 22 14 $

1 0.304 130 32 9 $1 0.260 84 23 0 3+

0 0.291 90 20 8 1+

0 0.300 129 23 0 1+

0 0.292 127 37 1 1+

1 0.279 119 36 0 1+

1 0.268 91 20 23 $

0 0.286 99 21 1 3+

1 0.285 106 37 14 $

0 0.291 67 21 3 SS

0 0.296 57 9 40 2+

0 0.251 146 48 1 1+

0 0.296 100 20 22 $

0 0.292 104 33 14 2+

0 0.284 112 27 25 $

1 0.290 76 18 35 $

0 0.276 89 23 3 SS

1 0.239 71 11 0 $

0 0.271 115 38 1 1+

0 0.264 97 20 2 $

0 0.304 108 32 4 (

0 0.306 64 10 25 $

0 0.271 72 14 2 2+

1 0.276 94 26 23 $

0 0.300 69 11 11 SS

1 0.289 90 13 7 1+

1 0.306 87 20 10 $

1 0.269 83 25 11 $

0 0.292 96 34 3 $

R"#e


4/21

1 0.301 67 33 35 SS

1 0.276 102 34 3 1+

0 0.307 58 8 7 2+

1 0.307 38 1 22 SS

0 0.316 55 9 6 SS

1 0.258 59 7 33 $

0 0.290 69 10 14 $


5/21

A+ R 2+ 3+ R R+I

159 688 113 204 37 19 16 68

162 686 103 213 20 7 6 42

161 661 93 186 33 1 8 57

157 653 118 213 54 2 17 83

155 645 102 183 36 2 12 82159 644 80 191 41 1 17 89

162 635 85 186 43 3 23 110

155 635 91 185 47 8 15 79

157 634 101 170 39 5 33 90

158 632 92 179 38 3 13 66

155 628 92 174 41 0 29 95

152 627 91 172 30 9 6 48

160 626 115 189 42 2 33 124

160 625 85 155 42 7 22 85

156 624 98 190 35 5 32 130154 624 71 162 31 4 23 84

155 623 93 181 41 3 20 90

163 623 97 187 47 4 23 129

160 616 85 180 36 2 37 127

162 616 103 172 32 1 36 119

157 612 76 164 45 6 20 91

155 611 86 175 32 3 21 99

151 611 92 174 39 7 37 106

152 611 91 178 44 11 21 67

155 611 107 181 51 8 9 57

162 610 105 153 26 4 48 146

156 609 100 180 39 4 20 100

159 607 113 177 41 4 33 104

161 606 116 172 40 5 27 112

155 606 93 176 38 5 18 76

154 605 104 167 42 4 23 89

155 599 70 143 33 3 11 71

159 598 96 162 32 1 38 115

153 598 66 158 42 1 20 97

154 598 96 182 48 2 32 108

155 598 84 183 38 2 10 64

159 597 70 162 35 3 14 72

152 597 113 165 46 4 26 94

150 596 88 179 25 3 11 69

161 595 66 172 35 6 13 90

157 595 106 182 48 1 20 87

157 595 78 160 34 4 25 83

154 590 96 172 41 2 34 96


6/21

153 589 125 177 34 4 33 67

159 588 86 162 30 2 34 102

141 580 90 178 34 3 8 58

149 580 85 178 19 4 1 38

138 579 77 183 35 5 9 55

153 577 79 149 24 7 7 59

152 575 80 167 28 4 10 69


7/21

T+ ++ S$ S+ %S $+P S/ A>

327 66 82 56 15 0.358 0.475 0.297

265 51 65 43 4 0.361 0.386 0.31

245 56 71 19 6 0.334 0.371 0.281

322 50 52 20 1 0.376 0.493 0.326

259 55 109 10 0 0.339 0.402 0.284285 27 67 6 3 0.322 0.443 0.297

304 64 110 2 4 0.358 0.479 0.293

293 44 112 32 8 0.337 0.461 0.291

318 98 130 38 5 0.374 0.502 0.268

262 24 72 7 7 0.314 0.415 0.283

302 40 111 6 2 0.327 0.481 0.277

238 70 131 8 6 0.349 0.38 0.274

334 94 118 15 5 0.39 0.534 0.302

277 62 165 14 5 0.315 0.443 0.248

331 64 126 9 1 0.371 0.53 0.304270 23 139 0 0 0.299 0.433 0.26

288 71 119 8 2 0.361 0.462 0.291

311 76 85 0 1 0.374 0.499 0.3

331 56 126 1 0 0.349 0.537 0.292

314 74 142 0 0 0.361 0.51 0.279

281 27 109 23 7 0.3 0.459 0.268

276 40 100 1 1 0.328 0.452 0.286

338 42 129 14 4 0.335 0.553 0.285

307 41 109 3 3 0.333 0.502 0.291

275 82 104 40 10 0.378 0.45 0.296

331 81 199 1 1 0.339 0.543 0.251

287 73 109 22 11 0.371 0.471 0.296

325 64 104 14 2 0.38 0.535 0.292

303 92 96 25 3 0.376 0.5 0.284

278 46 153 35 11 0.34 0.459 0.29

286 48 126 3 1 0.331 0.473 0.276

215 39 111 0 1 0.294 0.359 0.239

310 72 124 1 1 0.353 0.518 0.271

262 23 106 2 1 0.3 0.438 0.264

330 53 89 4 0 0.36 0.552 0.304

255 59 88 25 2 0.363 0.426 0.306

245 26 65 2 4 0.305 0.41 0.271

297 65 93 23 3 0.356 0.497 0.276

243 52 85 11 5 0.363 0.408 0.3

258 45 85 7 4 0.338 0.434 0.289

292 99 113 10 7 0.406 0.491 0.306

277 40 124 11 10 0.318 0.466 0.269

319 44 104 3 2 0.344 0.541 0.292


8/21

318 92 122 35 12 0.4 0.54 0.301

298 84 134 3 2 0.372 0.507 0.276

242 35 43 7 1 0.35 0.417 0.307

208 73 58 22 13 0.387 0.359 0.307

255 23 57 6 5 0.345 0.44 0.316

208 25 142 33 11 0.296 0.36 0.258

233 35 105 14 5 0.336 0.405 0.29


9/21

SMMARY $TPT

Regression Statistics

Ml#le R 0.66167

R S?are 0.43781

A)se) R S?are 0.37392

Sa)ar) Errr 2.08947

$&ser=a#s 50

AN$>A

df SS

Re-ress# 5 149.5969

Res#)al 44 192.0996

Tal 49 341.6965

Coecients Standard Error

Ier


10/21

MS F Signicance F

29.9194 6.8530 0.0001

4.3659

t Stat P-value Lower 95% !!er 95%

0.4474 0.6568 @8.2945 13.0279

4.6111 0.0000 1.6652 4.2510

0.1257 0.9006 @33.5456 38.0080

@2.0661 0.0447 @0.1022 @0.0013

2.5687 0.0137 0.0302 0.2499

@0.3806 0.7053 @0.0607 0.0414


11/21

Lower 95"#% !!er 95"#%

@8.2945 13.0279

1.6652 4.2510

@33.5456 38.0080

@0.1022 @0.0013

0.0302 0.2499

@0.0607 0.0414


12/21

Player TEAM 2008 salary 2009 salary

1 J Reyes* NYM 4,375,000 6,125,000 1.40

2I S!"#* SEA 17,102,149 18,000,000 1.05

3$ %a&rera* %'S 10,000,000 4,000,000 0.40

4( Pe)r#a* +$S 457,000 1,750,000 3.83

5M Y-* TE 6,174,974 13,054,526 2.116 J /e!* SEA 1,750,000 2,250,000 1.29

7R I&ae!* SEA 5,500,000 7,166,666 1.30

8 A R#s* T$R 4,835,000 6,400,000 1.32

9 S#!ere* %/E 3,166,666 4,766,666 1.51

10M Tea)a* $ 14,811,414 14,811,414 1.00

11 J %a* /A 500,000 3,500,000 7.00

12A Iara* T+ 2,400,000 3,250,000 1.35

13( 'r#-* NYM 5,250,000 7,750,000 1.48

14 % Y-* ARI 406,000 1,950,000 4.80

15 J a#l* TE 396,830 555,000 1.4016: :!a;* S( 410,000 432,400 1.05

17 ( /ee* %% 13,250,000 13,250,000 1.00

18J Mrea* MIN 8,400,000 11,600,000 1.38

19M %a&rera* (ET 11,300,000 14,383,049 1.27

20A !ale!* S( 875,000 3,125,000 3.57

21 % ar* MI/ 444,000 3,250,000 7.32

22 A"#s* %$/ 4,387,500 7,050,000 1.61

23 R +ra* MI/ 455,000 1,032,500 2.27

24 S (re* ARI 1,500,000 1,500,000 1.00

25+ R&ers* +A/ 6,300,000 8,000,000 1.27

26R ar)* PI 10,000,000 15,000,000 1.50

27+ A&re* NYY 16,000,000 5,000,000 0.31

28% ley* PI 7,785,714 11,285,714 1.45

29% +elra* NYM 18,622,809 19,243,682 1.03

30 M :e* /A( 406,000 467,000 1.15

31 J Perala* %/E 2,500,000 3,650,000 1.46

32J ra


13/21

44 Ra#re!* /A 439,000 5,500,000 12.53

45P #el)er* MI/ 670,000 7,000,000 10.45

46P Pla


14/21

R+I R P$S A+ R

0 68 16 SS 159 688 113

0 42 6 $ 162 686 103

0 57 8 SS 161 661 93

1 83 17 2+ 157 653 118

0 82 12 SS 155 645 1020 89 17 2+ 159 644 80

0 110 23 $ 162 635 85

0 79 15 $ 155 635 91

0 90 33 $ 157 634 101

0 66 13 SS 158 632 92

1 95 29 3+ 155 628 92

0 48 6 2+ 152 627 91

0 124 33 3+ 160 626 115

1 85 22 $ 160 625 85

1 130 32 $ 156 624 981 84 23 3+ 154 624 71

0 90 20 1+ 155 623 93

0 129 23 1+ 163 623 97

0 127 37 1+ 160 616 85

1 119 36 1+ 162 616 103

1 91 20 $ 157 612 76

0 99 21 3+ 155 611 86

1 106 37 $ 151 611 92

0 67 21 SS 152 611 91

0 57 9 2+ 155 611 107

0 146 48 1+ 162 610 105

0 100 20 $ 156 609 100

0 104 33 2+ 159 607 113

0 112 27 $ 161 606 116

1 76 18 $ 155 606 93

0 89 23 SS 154 605 104

1 71 11 $ 155 599 70

0 115 38 1+ 159 598 96

0 97 20 $ 153 598 66

0 108 32 ( 154 598 96

0 64 10 $ 155 598 84

0 72 14 2+ 159 597 70

1 94 26 $ 152 597 113

0 69 11 SS 150 596 88

1 90 13 1+ 161 595 66

1 87 20 $ 157 595 106

1 83 25 $ 157 595 78

0 96 34 $ 154 590 96

R"#e


15/21

1 67 33 SS 153 589 125

1 102 34 1+ 159 588 86

0 58 8 2+ 141 580 90

1 38 1 SS 149 580 85

0 55 9 SS 138 579 77

1 59 7 $ 153 577 79

0 69 10 $ 152 575 80


16/21

2+ 3+ R R+I T+ ++ S$

204 37 19 16 68 327 66 82

213 20 7 6 42 265 51 65

186 33 1 8 57 245 56 71

213 54 2 17 83 322 50 52

183 36 2 12 82 259 55 109191 41 1 17 89 285 27 67

186 43 3 23 110 304 64 110

185 47 8 15 79 293 44 112

170 39 5 33 90 318 98 130

179 38 3 13 66 262 24 72

174 41 0 29 95 302 40 111

172 30 9 6 48 238 70 131

189 42 2 33 124 334 94 118

155 42 7 22 85 277 62 165

190 35 5 32 130 331 64 126162 31 4 23 84 270 23 139

181 41 3 20 90 288 71 119

187 47 4 23 129 311 76 85

180 36 2 37 127 331 56 126

172 32 1 36 119 314 74 142

164 45 6 20 91 281 27 109

175 32 3 21 99 276 40 100

174 39 7 37 106 338 42 129

178 44 11 21 67 307 41 109

181 51 8 9 57 275 82 104

153 26 4 48 146 331 81 199

180 39 4 20 100 287 73 109

177 41 4 33 104 325 64 104

172 40 5 27 112 303 92 96

176 38 5 18 76 278 46 153

167 42 4 23 89 286 48 126

143 33 3 11 71 215 39 111

162 32 1 38 115 310 72 124

158 42 1 20 97 262 23 106

182 48 2 32 108 330 53 89

183 38 2 10 64 255 59 88

162 35 3 14 72 245 26 65

165 46 4 26 94 297 65 93

179 25 3 11 69 243 52 85

172 35 6 13 90 258 45 85

182 48 1 20 87 292 99 113

160 34 4 25 83 277 40 124

172 41 2 34 96 319 44 104


17/21

177 34 4 33 67 318 92 122

162 30 2 34 102 298 84 134

178 34 3 8 58 242 35 43

178 19 4 1 38 208 73 58

183 35 5 9 55 255 23 57

149 24 7 7 59 208 25 142

167 28 4 10 69 233 35 105


18/21

S+ %S $+P S/ A>

56 15 0.358 0.475 0.297

43 4 0.361 0.386 0.31

19 6 0.334 0.371 0.281

20 1 0.376 0.493 0.326

10 0 0.339 0.402 0.2846 3 0.322 0.443 0.297

2 4 0.358 0.479 0.293

32 8 0.337 0.461 0.291

38 5 0.374 0.502 0.268

7 7 0.314 0.415 0.283

6 2 0.327 0.481 0.277

8 6 0.349 0.38 0.274

15 5 0.39 0.534 0.302

14 5 0.315 0.443 0.248

9 1 0.371 0.53 0.3040 0 0.299 0.433 0.26

8 2 0.361 0.462 0.291

0 1 0.374 0.499 0.3

1 0 0.349 0.537 0.292

0 0 0.361 0.51 0.279

23 7 0.3 0.459 0.268

1 1 0.328 0.452 0.286

14 4 0.335 0.553 0.285

3 3 0.333 0.502 0.291

40 10 0.378 0.45 0.296

1 1 0.339 0.543 0.251

22 11 0.371 0.471 0.296

14 2 0.38 0.535 0.292

25 3 0.376 0.5 0.284

35 11 0.34 0.459 0.29

3 1 0.331 0.473 0.276

0 1 0.294 0.359 0.239

1 1 0.353 0.518 0.271

2 1 0.3 0.438 0.264

4 0 0.36 0.552 0.304

25 2 0.363 0.426 0.306

2 4 0.305 0.41 0.271

23 3 0.356 0.497 0.276

11 5 0.363 0.408 0.3

7 4 0.338 0.434 0.289

10 7 0.406 0.491 0.306

11 10 0.318 0.466 0.269

3 2 0.344 0.541 0.292


19/21

35 12 0.4 0.54 0.301

3 2 0.372 0.507 0.276

7 1 0.35 0.417 0.307

22 13 0.387 0.359 0.307

6 5 0.345 0.44 0.316

33 11 0.296 0.36 0.258

14 5 0.336 0.405 0.29


20/21

SMMARY $TPT

Regression Statistics

Ml#le R 0.6602479822

R S?are 0.435927398

A)se) R S? 0.3991400544

Sa)ar) Errr 2.046957581

$&ser=a#s 50

AN$>A

df SS MS F

Re-ress# 3 148.95485975 49.651619917 11.849928678

Res#)al 46 192.74162556 4.1900353383

Tal 49 341.69648531

Coecients Standard Error t Stat P-value

Ier


21/21

Signicance F

7.111942E@006

Lower 95% !!er 95% Lower 95"#% !!er 95"#%

0.1079677708 5.2071272626 0.1079677708 5.2071272626

1.7005283514 4.1715838989 1.7005283514 4.1715838989

@0.0940221737 @0.0023377009 @0.0940221737 @0.0023377009

0.0308645616 0.2411454933 0.0308645616 0.2411454933

batters homework_ quantitative analysis

Documents