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| An honorable mention All-American in his senior season at St. Bonaventure, Nicholson was the Atlantic 10 player of the year after averaging a conference-best 18.5 points and leading the Bonnies to their first-ever A-10 conference tournament title and first NCAA tournament berth since 2000. Nicholson, from suburban Toronto, was under-recruited in part because he didn't start playing basketball until high school. However, he was the A-10 rookie of the year in 2008-09 and averaged a career-high 20.8 points as a junior. Nicholson also put up big rebounding numbers in his four seasons, averaging a career-best 8.4 as a senior to finish second in the A-10. He was fourth in the conference with 2.0 blocks per game in 2011-12, and finished his career with 2,103 points to rank second on the Bonnies' all-time list. His 244 blocks are the second most since the school began keeping track of that statistic in 1975. Nicholson is a versatile forward who can step out and make a 3-pointer, as he shot 23 of 53 (43.4 percent) from beyond the arc as a senior after not taking a 3 in his first two seasons and making six of 23 attempts as a junior. One knock on Nicholson is his lack of upper-body strength and bulk, which was good enough to get him by in the A-10 but may prevent him from planting himself in the lane in the NBA. Nicholson is expected to be chosen late in the first round. |
| Per Game | Team | G | GS | MPG | PPG | RPG | APG | SPG | BPG | TOPG | PFPG | FG% | 3P% | FT% |
| 2008-09 | StBon | 30 | 25 | 25.1 | 12.5 | 6.0 | 0.2 | 0.6 | 2.7 | 2.1 | 3.3 | .602 | - | .613 |
| 2009-10 | StBon | 30 | 30 | 30.2 | 16.4 | 7.1 | 0.5 | 0.2 | 1.8 | 1.8 | 3.0 | .564 | - | .760 |
| 2010-11 | StBon | 31 | 31 | 33.8 | 20.8 | 7.3 | 1.0 | 0.5 | 1.5 | 3.2 | 3.0 | .571 | .261 | .711 |
| 2011-12 | StBon | 32 | 32 | 30.1 | 18.5 | 8.4 | 1.0 | 0.7 | 2.0 | 2.5 | 2.8 | .571 | .434 | .776 |
| Career | 123 | 118 | 29.9 | 17.1 | 7.2 | 0.7 | 0.5 | 2.0 | 2.4 | 3.0 | .575 | .382 | .720 | |
| Totals | Team | G | GS | Min | FGM | FGA | 3PM | 3PA | FTM | FTA | OR | TR | A | Stl | Blk | TO | PF | Pts |
| 2008-09 | StBon | 30 | 25 | 754 | 154 | 256 | 0 | 0 | 68 | 111 | 64 | 180 | 7 | 17 | 81 | 62 | 99 | 376 |
| 2009-10 | StBon | 30 | 30 | 907 | 198 | 351 | 0 | 0 | 95 | 125 | 72 | 213 | 15 | 6 | 55 | 55 | 90 | 491 |
| 2010-11 | StBon | 31 | 31 | 1049 | 237 | 415 | 6 | 23 | 165 | 232 | 52 | 225 | 32 | 17 | 45 | 99 | 92 | 645 |
| 2011-12 | StBon | 32 | 32 | 962 | 220 | 385 | 23 | 53 | 128 | 165 | 83 | 269 | 33 | 21 | 63 | 80 | 90 | 591 |
| Career | 123 | 118 | 3672 | 809 | 1407 | 29 | 76 | 456 | 633 | 271 | 887 | 87 | 61 | 244 | 296 | 371 | 2103 | |
| Date | Opp | Result | Min | FGM | FGA | 3PM | 3PA | FTM | FTA | OR | TR | A | Stl | Blk | TO | PF | Pts |
| 11/11 | Cor | W 79-58 | 33 | 7 | 16 | 0 | 2 | 10 | 10 | 2 | 5 | 2 | 1 | 2 | 1 | 1 | 24 |
| 11/18 | @CleSt | L 64-67 | 34 | 9 | 14 | 1 | 3 | 0 | 1 | 0 | 6 | 2 | 0 | 4 | 2 | 5 | 19 |
| 11/21 | @Siena | W 64-58 | 32 | 6 | 12 | 0 | 2 | 2 | 4 | 4 | 12 | 1 | 0 | 4 | 4 | 3 | 14 |
| 11/27 | @VaTech | L 64-73 | 36 | 4 | 14 | 0 | 0 | 1 | 2 | 2 | 7 | 1 | 0 | 1 | 4 | 4 | 9 |
| 12/1 | ArkSt | L 52-58 | 34 | 2 | 8 | 0 | 0 | 2 | 4 | 2 | 9 | 2 | 1 | 3 | 0 | 1 | 6 |
| 12/3 | @Buff | W 66-60 | 28 | 8 | 9 | 0 | 0 | 7 | 8 | 3 | 8 | 0 | 1 | 0 | 3 | 2 | 23 |
| 12/7 | @Ill | L 43-48 | 38 | 7 | 18 | 0 | 1 | 3 | 6 | 4 | 8 | 0 | 3 | 1 | 6 | 3 | 17 |
| 12/10 | Can | W 81-62 | 25 | 4 | 6 | 0 | 1 | 2 | 3 | 6 | 10 | 0 | 0 | 0 | 3 | 4 | 10 |
| 12/18 | Ly-Md | W 76-66 | 24 | 5 | 8 | 0 | 0 | 8 | 9 | 1 | 6 | 0 | 0 | 1 | 2 | 3 | 18 |
| 12/20 | NCSU | L 65-67 | 37 | 6 | 12 | 0 | 1 | 4 | 5 | 3 | 6 | 1 | 0 | 1 | 5 | 0 | 16 |
| 12/23 | StF-Pa | W 82-58 | 9 | 3 | 4 | 1 | 1 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 1 | 4 | 7 |
| 12/30 | @Nia | W 72-70 | 15 | 3 | 5 | 0 | 1 | 3 | 5 | 1 | 4 | 0 | 0 | 0 | 1 | 5 | 9 |
| 1/4 | GW | W 66-56 | 28 | 6 | 7 | 1 | 1 | 2 | 3 | 0 | 4 | 1 | 0 | 0 | 3 | 3 | 15 |
| 1/7 | @Duq | L 52-66 | 24 | 5 | 11 | 0 | 0 | 1 | 2 | 4 | 6 | 0 | 1 | 1 | 0 | 3 | 11 |
| 1/11 | Dayton | W 81-73 | 34 | 10 | 20 | 0 | 2 | 10 | 11 | 4 | 13 | 0 | 2 | 6 | 4 | 2 | 30 |
| 1/14 | @Xavier | L 64-77 | 38 | 6 | 12 | 1 | 4 | 7 | 8 | 0 | 7 | 0 | 1 | 1 | 5 | 2 | 20 |
| 1/21 | Ford | W 95-51 | 24 | 6 | 9 | 0 | 2 | 7 | 7 | 3 | 9 | 3 | 2 | 3 | 0 | 1 | 19 |
| 1/25 | @URI | W 72-66 | 26 | 7 | 10 | 0 | 1 | 2 | 5 | 1 | 6 | 2 | 2 | 1 | 5 | 5 | 16 |
| 1/28 | Rich | W 62-47 | 26 | 6 | 7 | 0 | 1 | 2 | 2 | 3 | 8 | 3 | 2 | 1 | 1 | 5 | 14 |
| 2/1 | @StL | L 62-86 | 10 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 4 | 0 | 0 | 0 | 1 | 5 | 2 |
| 2/8 | @UMass | L 67-76 | 33 | 11 | 17 | 0 | 0 | 2 | 3 | 4 | 9 | 1 | 1 | 3 | 1 | 2 | 24 |
| 2/11 | Duq | W 69-48 | 35 | 8 | 13 | 0 | 0 | 5 | 7 | 8 | 23 | 0 | 0 | 2 | 1 | 0 | 21 |
| 2/15 | Temple | L 70-76 | 32 | 8 | 15 | 2 | 2 | 1 | 1 | 1 | 5 | 2 | 1 | 4 | 6 | 3 | 19 |
| 2/18 | URI | W 81-61 | 37 | 12 | 15 | 2 | 2 | 6 | 7 | 2 | 13 | 0 | 0 | 3 | 2 | 2 | 32 |
| 2/22 | @Ford | W 89-63 | 31 | 10 | 14 | 2 | 3 | 8 | 9 | 3 | 9 | 1 | 0 | 1 | 2 | 2 | 30 |
| 2/25 | @Char | W 72-56 | 36 | 11 | 17 | 1 | 2 | 2 | 3 | 2 | 11 | 3 | 0 | 2 | 2 | 2 | 25 |
| 2/29 | StJoes | W 98-93 | 42 | 12 | 20 | 3 | 5 | 5 | 7 | 4 | 14 | 2 | 0 | 0 | 2 | 3 | 32 |
| 3/3 | @LaSal | L 61-71 | 32 | 8 | 16 | 1 | 3 | 2 | 4 | 3 | 8 | 1 | 2 | 0 | 3 | 4 | 19 |
| 3/9 | StJoes | W 71-68 | 36 | 9 | 18 | 0 | 2 | 7 | 10 | 3 | 10 | 1 | 0 | 4 | 2 | 2 | 25 |
| 3/10 | UMass | W 84-80 | 25 | 5 | 7 | 2 | 2 | 7 | 7 | 1 | 6 | 2 | 0 | 4 | 2 | 4 | 19 |
| 3/11 | @Xavier | W 67-56 | 38 | 7 | 13 | 2 | 4 | 10 | 10 | 5 | 14 | 1 | 1 | 8 | 5 | 2 | 26 |
| 3/16 | @FlaSt | L 63-66 | 30 | 8 | 17 | 4 | 5 | 0 | 1 | 3 | 7 | 1 | 0 | 2 | 1 | 3 | 20 |