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| TEAM | SEASON | RECORD | PERC | CNF STAND | CNF REC | CNF PERC | FINISH |
| Rider | 1966-67 | 11-12 | .478 | 9th Mid-Atlantic | x-x | .xxx | no playoff |
| Rider | 1967-68 | 9-15 | .375 | 9th Mid-Atlantic | x-x | .xxx | no playoff |
| Rider | 1968-69 | 11-14 | .440 | 8th Mid-Atlantic | x-x | .xxx | no playoff |
| Rider | 1969-70 | 16-10 | .615 | 1st Mid-Atlantic West | 7-3 | .700 | no playoff |
| Rider | 1970-71 | 20-6 | .769 | 2nd Mid-Atlantic West | 8-2 | .800 | no playoff |
| Rider | 1971-72 | 15-11 | .577 | 1st Mid-Atlantic West | 8-2 | .800 | no playoff |
| Rider | 1972-73 | 12-14 | .462 | 6th Mid-Atlantic West | 2-8 | .200 | no playoff |
| Rider | 1973-74 | 13-13 | .500 | 1st Mid-Atlantic West | 8-2 | .800 | no playoff |
| Rider | 1974-75 | 16-11 | .593 | 2nd East Coast West | 5-3 | .625 | no playoff |
| Rider | 1975-76 | 14-13 | .519 | 2nd East Coast West | 6-4 | .600 | no playoff |
| Rider | 1976-77 | 8-18 | .308 | 6th East Coast West | 1-9 | .100 | no playoff |
| Rider | 1977-78 | 11-16 | .407 | 5th East Coast West | 4-6 | .400 | no playoff |
| Rider | 1978-79 | 11-15 | .423 | 3rd East Coast West | 7-9 | .438 | no playoff |
| Rider | 1979-80 | 10-18 | .357 | 4th East Coast West | 5-11 | .313 | no playoff |
| Rider | 1980-81 | 14-14 | .500 | 1st East Coast West | 8-8 | .500 | no playoff |
| Rider | 1981-82 | 11-16 | .407 | 2nd East Coast West | 7-9 | .438 | no playoff |
| Rider | 1982-83 | 20-9 | .690 | 1st East Coast West | 10-3 | .769 | no playoff |
| Rider | 1983-84 | 17-10 | .630 | 2nd East Coast | 14-5 | .737 | no playoff |
| Rider | 1984-85 | 11-15 | .423 | 5th East Coast | 8-8 | .500 | no playoff |
| Rider | 1985-86 | 6-18 | .250 | T6th East Coast | 5-10 | .333 | no playoff |
| Rider | 1986-87 | 9-15 | .375 | 4th East Coast | 8-7 | .533 | no playoff |
| Rider | 1987-88 | 7-18 | .280 | 6th East Coast | 7-9 | .438 | no playoff |
| Rider | 1988-89 | 4-21 | .160 | 8th East Coast | 2-13 | .133 | no playoff |
| Rider | 1989-90 | 10-17 | .370 | 8th East Coast | 5-10 | .333 | no playoff |
| Rider | 1990-91 | 14-16 | .467 | 5th East Coast | 6-9 | .400 | no playoff |
| Rider | 1991-92 | 16-12 | .571 | 3rd East Coast | 10-4 | .714 | no playoff |
| Rider | 1992-93 | 19-11 | .633 | 1st Northeast | 17-4 | .810 | (16) L1st |
| Rider | 1993-94 | 21-9 | .700 | 1st Northeast | 17-4 | .810 | (15) L1st |
| Rider | 1994-95 | 17-11 | .607 | T1st Northeast | 15-6 | .714 | no playoff |
| Rider | 1995-96 | 19-11 | .633 | 4th Northeast | 12-6 | .667 | no playoff |
| Rider | 1996-97 | 14-14 | .500 | 4th Northeast | 10-8 | .556 | no playoff |
| Rider | 1997-98 | 18-10 | .643 | 2nd MAAC | 12-6 | .667 | no playoff |
| Rider | 1998-99 | 12-16 | .429 | 7th MAAC | 7-11 | .389 | no playoff |
| Rider | 1999-00 | 16-14 | .533 | 7th MAAC | 8-10 | .444 | no playoff |
| Rider | 2000-01 | 16-12 | .571 | 4th MAAC | 11-7 | .611 | no playoff |
| Rider | 2001-02 | 17-11 | .607 | 1st MAAC | 13-5 | .722 | no playoff |
| Rider | 2002-03 | 12-16 | .429 | 7th MAAC | 7-11 | .389 | no playoff |
| Rider | 2003-04 | 17-14 | .548 | 5th MAAC | 10-8 | .556 | no playoff |
| Rider | 2004-05 | 19-11 | .633 | 2nd MAAC | 13-5 | .722 | no playoff |
| Rider | 2005-06 | 8-20 | .286 | 10th MAAC | 4-14 | .222 | no playoff |
| Rider | 2006-07 | 16-15 | .516 | 7th MAAC | 9-9 | .500 | no playoff |
| Rider | 2007-08 | 23-11 | .676 | 2nd MAAC | 13-5 | .722 | CBI L1st |
| Rider | 2008-09 | 19-13 | .594 | 3rd MAAC | 12-6 | .667 | CIT L1st |
| Rider | 2009-10 | 17-16 | .515 | 5th MAAC | 9-9 | .500 | no playoff |
| Rider | 2010-11 | 23-11 | .676 | 3rd MAAC | 13-5 | .722 | CIT L1st |
| Rider | 2011-12 | 13-19 | .406 | 5th MAAC | 10-8 | .556 | no playoff |
| Rider | 2012-13 | 19-15 | .559 | 2nd MAAC | 12-6 | .667 | CIT L2nd |
| Rider | 2013-14 | 14-17 | .452 | 8th MAAC | 9-11 | .450 | no playoff |
| Rider | 2014-15 | 21-12 | .636 | 2nd MAAC | 15-5 | .750 | CBI L1st |
| Rider | 2015-16 | 13-20 | .394 | 8th MAAC | 8-12 | .400 | no playoff |
| Rider | 2016-17 | 18-15 | .545 | 6th MAAC | 10-10 | .500 | no playoff |
| Rider | 2017-18 | 22-10 | .688 | 1st MAAC | 15-3 | .833 | NIT L1st |
| Rider | 2018-19 | 16-15 | .516 | 4th MAAC | 11-7 | .611 | no playoff |
| Rider | 2019-20 | 18-12 | .600 | 3rd MAAC | 12-8 | .600 | virus |
| Rider | 2020-21 | 6-17 | .261 | 11th MAAC | 5-13 | .278 | no playoff |
| Rider | 2021-22 | 14-19 | .424 | 9th MAAC | 8-12 | .400 | no playoff |
| Rider | 2022-23 | 16-14 | .533 | 2nd MAAC | 13-7 | .650 | no playoff |
| Rider | 2023-24 | 15-17 | .469 | 4th MAAC | 12-8 | .600 | no playoff |