| TEAM | SEASON | RECORD | PERC | CNF STAND | CNF REC | CNF PERC | FINISH |
| Penn St | 1896-97 | 1-1 | .500 | Independent | no playoff | ||
| Penn St | 1897-98 | 2-1 | .667 | Independent | no playoff | ||
| Penn St | 1898-99 | 2-3 | .400 | Independent | no playoff | ||
| Penn St | 1899-00 | 7-1 | .875 | Independent | no playoff | ||
| Penn St | 1900-01 | 5-1 | .833 | Independent | no playoff | ||
| Penn St | 1901-02 | 9-2 | .818 | Independent | no playoff | ||
| Penn St | 1902-03 | 3-5-1 | .389 | Independent | no playoff | ||
| Penn St | 1903-04 | 5-4 | .556 | Independent | no playoff | ||
| Penn St | 1904-05 | 6-2 | .750 | Independent | no playoff | ||
| Penn St | 1905-06 | 6-4 | .600 | Independent | no playoff | ||
| Penn St | 1906-07 | 5-6 | .455 | Independent | no playoff | ||
| Penn St | 1907-08 | 10-4 | .714 | Independent | no playoff | ||
| Penn St | 1908-09 | 7-6 | .538 | Independent | no playoff | ||
| Penn St | 1909-10 | 8-6 | .571 | Independent | no playoff | ||
| Penn St | 1910-11 | 9-4 | .692 | Independent | no playoff | ||
| Penn St | 1911-12 | 8-5 | .615 | Independent | no playoff | ||
| Penn St | 1912-13 | 8-3 | .727 | Independent | no playoff | ||
| Penn St | 1913-14 | 8-4 | .667 | Independent | no playoff | ||
| Penn St | 1914-15 | 10-3 | .769 | Independent | no playoff | ||
| Penn St | 1915-16 | 8-3 | .727 | Independent | no playoff | ||
| Penn St | 1916-17 | 12-2 | .857 | Independent | no playoff | ||
| Penn St | 1917-18 | 12-1 | .923 | Independent | no playoff | ||
| Penn St | 1918-19 | 11-2 | .846 | Independent | no playoff | ||
| Penn St | 1919-20 | 12-1 | .923 | Independent | no playoff | ||
| Penn St | 1920-21 | 14-2 | .875 | Independent | no playoff | ||
| Penn St | 1921-22 | 9-5 | .643 | Independent | no playoff | ||
| Penn St | 1922-23 | 13-1 | .929 | Independent | no playoff | ||
| Penn St | 1923-24 | 13-2 | .867 | Independent | no playoff | ||
| Penn St | 1924-25 | 12-2 | .857 | Independent | no playoff | ||
| Penn St | 1925-26 | 7-7 | .500 | Independent | no playoff | ||
| Penn St | 1926-27 | 14-4 | .778 | Independent | no playoff | ||
| Penn St | 1927-28 | 10-5 | .667 | Independent | no playoff | ||
| Penn St | 1928-29 | 10-9 | .526 | Independent | no playoff | ||
| Penn St | 1929-30 | 5-9 | .357 | Independent | no playoff | ||
| Penn St | 1930-31 | 3-12 | .200 | Independent | no playoff | ||
| Penn St | 1931-32 | 6-9 | .400 | Independent | no playoff | ||
| Penn St | 1932-33 | 7-4 | .636 | Independent | no playoff | ||
| Penn St | 1933-34 | 8-4 | .667 | Independent | no playoff | ||
| Penn St | 1934-35 | 8-9 | .471 | Independent | no playoff | ||
| Penn St | 1935-36 | 6-11 | .353 | 6th EIC | 0-10 | .000 | no playoff |
| Penn St | 1936-37 | 10-7 | .588 | 3rd EIC | 6-4 | .600 | no playoff |
| Penn St | 1937-38 | 13-5 | .722 | 2nd EIC | 6-4 | .600 | no playoff |
| Penn St | 1938-39 | 13-10 | .565 | 3rd EIC | 5-5 | .500 | no playoff |
| Penn St | 1939-40 | 15-8 | .652 | Independent | no playoff | ||
| Penn St | 1940-41 | 15-5 | .750 | Independent | no playoff | ||
| Penn St | 1941-42 | 18-3 | .857 | Independent | no playoff | ||
| Penn St | 1942-43 | 15-4 | .789 | Independent | no playoff | ||
| Penn St | 1943-44 | 8-7 | .533 | Independent | no playoff | ||
| Penn St | 1944-45 | 10-7 | .588 | Independent | no playoff | ||
| Penn St | 1945-46 | 7-9 | .438 | Independent | no playoff | ||
| Penn St | 1946-47 | 10-8 | .556 | Independent | no playoff | ||
| Penn St | 1947-48 | 9-10 | .474 | Independent | no playoff | ||
| Penn St | 1948-49 | 7-10 | .412 | Independent | no playoff | ||
| Penn St | 1949-50 | 13-10 | .565 | Independent | no playoff | ||
| Penn St | 1950-51 | 14-9 | .609 | Independent | no playoff | ||
| Penn St | 1951-52 | 20-6 | .769 | Independent | no playoff | ||
| Penn St | 1952-53 | 15-9 | .625 | Independent | no playoff | ||
| Penn St | 1953-54 | 18-6 | .750 | Independent | no playoff | ||
| Penn St | 1954-55 | 18-10 | .643 | Independent | no playoff | ||
| Penn St | 1955-56 | 12-14 | .462 | Independent | no playoff | ||
| Penn St | 1956-57 | 15-10 | .600 | Independent | no playoff | ||
| Penn St | 1957-58 | 8-11 | .421 | Independent | no playoff | ||
| Penn St | 1958-59 | 11-9 | .550 | Independent | no playoff | ||
| Penn St | 1959-60 | 11-11 | .500 | Independent | no playoff | ||
| Penn St | 1960-61 | 11-13 | .458 | Independent | no playoff | ||
| Penn St | 1961-62 | 12-11 | .522 | Independent | no playoff | ||
| Penn St | 1962-63 | 15-5 | .750 | Independent | no playoff | ||
| Penn St | 1963-64 | 16-7 | .696 | Independent | no playoff | ||
| Penn St | 1964-65 | 20-4 | .833 | Independent | no playoff | ||
| Penn St | 1965-66 | 18-6 | .750 | Independent | no playoff | ||
| Penn St | 1966-67 | 10-14 | .417 | Independent | no playoff | ||
| Penn St | 1967-68 | 10-10 | .500 | Independent | no playoff | ||
| Penn St | 1968-69 | 13-9 | .591 | Independent | no playoff | ||
| Penn St | 1969-70 | 13-11 | .542 | Independent | no playoff | ||
| Penn St | 1970-71 | 10-12 | .455 | Independent | no playoff | ||
| Penn St | 1971-72 | 17-8 | .680 | Independent | no playoff | ||
| Penn St | 1972-73 | 15-8 | .652 | Independent | no playoff | ||
| Penn St | 1973-74 | 14-12 | .538 | Independent | no playoff | ||
| Penn St | 1974-75 | 11-12 | .478 | Independent | no playoff | ||
| Penn St | 1975-76 | 10-15 | .400 | Independent | no playoff | ||
| Penn St | 1976-77 | 11-15 | .423 | T1st ECBL West | 5-5 | .500 | no playoff |
| Penn St | 1977-78 | 8-19 | .296 | 2nd Eastern Ath | 4-6 | .400 | no playoff |
| Penn St | 1978-79 | 12-18 | .400 | 6th Eastern Ath | 4-6 | .400 | no playoff |
| Penn St | 1979-80 | 18-10 | .643 | Independent | NIT L1st | ||
| Penn St | 1980-81 | 17-10 | .630 | Independent | no playoff | ||
| Penn St | 1981-82 | 15-12 | .556 | Independent | no playoff | ||
| Penn St | 1982-83 | 14-11 | .560 | 4th Atlantic 10 | 9-6 | .600 | no playoff |
| Penn St | 1983-84 | 4-22 | .154 | 10th Atlantic 10 | 3-16 | .158 | no playoff |
| Penn St | 1984-85 | 5-19 | .208 | 9th Atlantic 10 | 4-15 | .211 | no playoff |
| Penn St | 1985-86 | 10-17 | .370 | 8th Atlantic 10 | 6-14 | .300 | no playoff |
| Penn St | 1986-87 | 13-12 | .520 | 5th Atlantic 10 | 9-10 | .474 | no playoff |
| Penn St | 1987-88 | 11-14 | .440 | 5th Atlantic 10 | 9-10 | .474 | no playoff |
| Penn St | 1988-89 | 19-12 | .613 | 4th Atlantic 10 | 14-7 | .667 | NIT |
| Penn St | 1989-90 | 24-9 | .727 | 2nd Atlantic 10 | 14-6 | .700 | NIT |
| Penn St | 1990-91 | 21-11 | .656 | 3rd Atlantic 10 | 13-8 | .619 | (13) L2nd |
| Penn St | 1991-92 | 21-8 | .724 | Independent | NIT L1st | ||
| Penn St | 1992-93 | 7-20 | .259 | 11th Big Ten | 2-16 | .111 | no playoff |
| Penn St | 1993-94 | 13-14 | .481 | T8th Big Ten | 6-12 | .333 | no playoff |
| Penn St | 1994-95 | 21-11 | .656 | T7th Big Ten | 9-9 | .500 | NIT |
| Penn St | 1995-96 | 21-7 | .750 | 2nd Big Ten | 12-6 | .667 | (5) L1st |
| Penn St | 1996-97 | 10-17 | .370 | 10th Big Ten | 3-15 | .167 | no playoff |
| Penn St | 1997-98 | 19-13 | .594 | 7th Big Ten | 8-9 | .471 | NIT Lfin |
| Penn St | 1998-99 | 13-14 | .481 | 10th Big Ten | 5-11 | .312 | no playoff |
| Penn St | 1999-00 | 18-17 | .514 | 9th Big Ten | 5-11 | .313 | NIT Lsmi |
| Penn St | 2000-01 | 21-12 | .636 | 7th Big Ten | 7-9 | .438 | (7) LRsmi |
| Penn St | 2001-02 | 7-21 | .250 | 11th Big Ten | 3-13 | .188 | no playoff |
| Penn St | 2002-03 | 7-21 | .250 | 11th Big Ten | 2-14 | .125 | no playoff |
| Penn St | 2003-04 | 9-19 | .321 | 11th Big Ten | 3-13 | .188 | no playoff |
| Penn St | 2004-05 | 7-23 | .233 | 11th Big Ten | 1-15 | .062 | no playoff |
| Penn St | 2005-06 | 15-14 | .517 | 8th Big Ten | 6-10 | .375 | NIT L1st |
| Penn St | 2006-07 | 11-19 | .367 | 11th Big Ten | 2-14 | .125 | no playoff |
| Penn St | 2007-08 | 15-16 | .484 | 7th Big Ten | 7-11 | .389 | no playoff |
| Penn St | 2008-09 | 27-11 | .711 | 6th Big Ten | 10-8 | .556 | no playoff |
| Penn St | 2009-10 | 11-20 | .355 | 11th Big Ten | 3-15 | .167 | no playoff |
| Penn St | 2010-11 | 19-15 | .559 | 6th Big Ten | 9-9 | .500 | (10) L2nd |
| Penn St | 2011-12 | 12-20 | .375 | 12th Big Ten | 4-14 | .222 | no playoff |
| Penn St | 2012-13 | 10-21 | .323 | 12th Big Ten | 2-16 | .111 | no playoff |
| Penn St | 2013-14 | 16-18 | .471 | 10th Big Ten | 6-12 | .333 | CBI Lqua |
| Penn St | 2014-15 | 18-16 | .529 | 13th Big Ten | 4-14 | .222 | no playoff |
| Penn St | 2015-16 | 16-16 | .500 | 10th Big Ten | 7-11 | .389 | no playoff |
| Penn St | 2016-17 | 15-18 | .455 | 13th Big Ten | 6-12 | .333 | no playoff |
| Penn St | 2017-18 | 26-13 | .667 | 7th Big Ten | 9-9 | .500 | NIT Wfin |
| Penn St | 2018-19 | 14-18 | .438 | 10th Big Ten | 7-13 | .350 | no playoff |
| Penn St | 2019-20 | 21-10 | .677 | 6th Big Ten | 11-9 | .550 | virus |
| Penn St | 2020-21 | 11-14 | .440 | 11th Big Ten | 7-12 | .368 | no playoff |
| Penn St | 2021-22 | 14-17 | .452 | 11th Big Ten | 7-13 | .350 | no playoff |
| Penn St | 2022-23 | 23-14 | .622 | 10th Big Ten | 10-10 | .500 | no playoff |
| Penn St | 2023-24 | 16-17 | .485 | 11th Big Ten | 9-11 | .450 | no playoff |
| Penn St | 2024-25 | 16-15 | .516 | 17th Big Ten | 6-14 | .300 | no playoff |
| Penn St | 2025-26 | 12-20 | .375 | 18th Big Ten | 3-17 | .150 |