Fun with AI...
Since 2000 there have been 15 coaches that have won their 1st title with their current program. Two had won one with a previous program 2001 Jerry York wins his first title with BC having previously won at BG. 2007 Rick Comley winning his 1st at Michigan State after winning at Northern Michigan. These two are included in this data. What is excluded is Jerry York's, Sandelin's, Carle's, Lucia's, Gwozdecky's multiple titles, Dean Blais winning his 2nd in 2000 and Jack Parker Title in 2009.
So if we make a table histogram we get this distribution
| Year | Qty Coaches |
| 1st | * |
| 3rd | ** |
| 4th | ***** |
| 5th | ** |
| 7th | ** |
| 10th | * |
| 11th | * |
| 29th | * |
I then did number of NCAA Appearances before winning a title
| Previous Appearances | Frequency |
| 1 | * |
| 3 | ****** |
| 4 | ** |
| 5 | * |
| 6 | * |
| 8 | * |
| 9 | * |
| 12 | * |
| 14 | * |
Couple of NOTES:
1) this is all AI but seemed reasonable and NO I didn't check in detail
2) AI had a hard time with NCAA Appearances with current team so York is 14 (bunch before BC), Comley is 12 (bunch before MSU), Don Lucia is 9 (bunch before Minn.), Gwozdecky is 5 and I think had 1 or 2 with Miami before Denver... there may be others
3) Gwozdecky is an outlier with an unusually long (re)build at Denver, as is Pecknold with Quinnipiac and I think this is a special case all on its own
4) Brad Berry won his first year at UND and hence first tournament
Statistically (the last 25 years) if you are going to win a title it is in years 3-7 or you are unlikely to get over the hump. Also you are going to start going to the NCAAs Years 1-4 as the leading indicator.