| Standings | ||||||||||||||||||||||
| First-Half | Second-Half | |||||||||||||||||||||
| Chicopee | (1) | 16 | 3 | .842 | … | Springfield | (5) | 28 | 13 | .683 | … | |||||||||||
| Pittsfield | (2) | 12 | 5 | .706 | 3 | Chicopee | (6) | 12 | 12 | .500 | 7.5 | |||||||||||
| Springfield | (3) | 14 | 6 | .700 | 2.5 | Northampton | 20 | 21 | .488 | 8 | ||||||||||||
| Holyoke | 13 | 7 | .650 | 3.5 | Westfield | 20 | 23 | .465 | 9 | |||||||||||||
| Westfield | 8 | 10 | .444 | 7.5 | Ware | 18 | 21 | .462 | 9 | |||||||||||||
| Ware | 7 | 12 | .368 | 9 | Holyoke | 16 | 24 | .400 | 12 | |||||||||||||
| Northampton | 4 | 13 | .235 | 11 | ||||||||||||||||||
| Thompsonville | (4) | 0 | 18 | .000 | 15.5 |
Notes:
(1)(2) Exchanged location of franchises on November 13, 1903.
(3)((4) Ceased operation at completion of first half.
(5) Chicopee franchise transferred to Springfield for second-half.
(6) Pittsfield franchise returned to Chicopee for second-half.
(6) Dropped out of league on January 13, 1904.
League ceased operation on January 30, 1904.
| Leading Scorers | (By Average – Minimum 20 games) | ||||||||||||||||||||
| NAME | TEAM | GA | FG | FT | PTS | AVG | |||||||||||||||
| Harry Hough | Pittsfield-Chicopee-Springfield | 45 | 241 | 37 | 519 | 11.5 | |||||||||||||||
| Toby Mathews | Springfield | 51 | 240 | 19 | 499 | 9.8 | |||||||||||||||
| Joe Fogerty | Pittsfield-Chicopee-Springfield | 53 | 217 | 32 | 466 | 8.8 | |||||||||||||||
| Bill Zanger | Westfield | 50 | 168 | 25 | 361 | 7.2 | |||||||||||||||
| Snake Deal | Pittsfield-Chicopee-Springfield | 46 | 150 | 23 | 323 | 7.0 | |||||||||||||||
| Eddie Ferat | Pittsfield-Chicopee-Springfield | 46 | 143 | 11 | 297 | 6.5 | |||||||||||||||
| Eddie Wachter | Ware | 45 | 119 | 18 | 256 | 5.7 | |||||||||||||||
| Fred Mulliner | Pittsfield-Chicopee-Springfield | 49 | 113 | 7 | 233 | 4.8 | |||||||||||||||
| Jack Fox | Holyoke | 51 | 104 | 18 | 226 | 4.4 | |||||||||||||||
| Willie Waterman | Holyoke | 47 | 104 | 10 | 218 | 4.6 |