Finally, the start of the season we’ve all been waiting for. Throw out all the fast times from September, but apply all the lessons learned through the summer and fall. Regional week is here and with it comes the many projections and previews I’ll write.
Just as last year and throughout the season, I’m projecting these using race simulations. Through a season’s worth of speed ratings, one can determine a runner’s average rating and the variability of those ratings. Both those factors are then weighed towards more recent meets, which are then simulated thousands of times using a Monte Carlo analysis (also described by TullyRunners here). Over those thousands of race simulations, one can determine a team’s average place and average score, a runner’s average place, odds on winning, and odds on qualifying.
These are useful in cross country scenarios, where you have consistent runners and those who are a bit more up and down. For example:
| Tanner Time | Tanner Rating | Tanner Avg. | Tanner StDev. |
| 15:30 | 210 | ||
| 15:45 | 205 | ||
| 16:00 | 200 | ||
| 16:15 | 195 | ||
| 16:30 | 190 | 200 | 7.91 |
| MIXCSR Time | MIXCSR Rating | MIXCSR Avg. | MIXCSR StDev. |
| 16:09 | 197 | ||
| 16:12 | 196 | ||
| 16:15 | 195 | ||
| 16:18 | 194 | ||
| 16:21 | 193 | 195 | 1.58 |
Jacob at his best might be faster than I in four of the five races during the season. I’d almost never be All-State in Division 1, but he might contend for a top-5 spot or place 60th.
If we did 20 simulations, this is how it might turn out:
| Race | Tanner Avg. | Tanner StDev | Tanner Rating | MIXCSR Avg. | MIXCSR StDev | MIXCSR Rating |
| 1 | 200 | 7.9 | 202.1 | 195 | 1.6 | 195.6 |
| 2 | 200 | 7.9 | 196.2 | 195 | 1.6 | 194.1 |
| 3 | 200 | 7.9 | 190.0 | 195 | 1.6 | 199.2 |
| 4 | 200 | 7.9 | 193.4 | 195 | 1.6 | 192.5 |
| 5 | 200 | 7.9 | 206.8 | 195 | 1.6 | 195.7 |
| 6 | 200 | 7.9 | 201.8 | 195 | 1.6 | 196.1 |
| 7 | 200 | 7.9 | 171.6 | 195 | 1.6 | 194.9 |
| 8 | 200 | 7.9 | 189.2 | 195 | 1.6 | 195.9 |
| 9 | 200 | 7.9 | 205.5 | 195 | 1.6 | 197.0 |
| 10 | 200 | 7.9 | 203.8 | 195 | 1.6 | 192.6 |
| 11 | 200 | 7.9 | 192.3 | 195 | 1.6 | 196.5 |
| 12 | 200 | 7.9 | 196.9 | 195 | 1.6 | 196.4 |
| 13 | 200 | 7.9 | 198.5 | 195 | 1.6 | 195.6 |
| 14 | 200 | 7.9 | 203.2 | 195 | 1.6 | 194.1 |
| 15 | 200 | 7.9 | 193.9 | 195 | 1.6 | 192.6 |
| 16 | 200 | 7.9 | 199.3 | 195 | 1.6 | 193.2 |
| 17 | 200 | 7.9 | 208.7 | 195 | 1.6 | 194.2 |
| 18 | 200 | 7.9 | 213.7 | 195 | 1.6 | 194.6 |
| 19 | 200 | 7.9 | 212.6 | 195 | 1.6 | 197.1 |
| 20 | 200 | 7.9 | 206.3 | 195 | 1.6 | 193.9 |
I’d win four times, but I’d never have the ability to win a title like he had in Race 18. He’s usually All-State, but may cost his team a title through his effort in Race 7.
The simulations give the possibilities of those scenarios and all the various scoring scripts. A sixth girl that can pop off on any certain day, a reliable boy who always runs 17-flat, you name it. Hopefully, they better elucidate our contenders, qualifiers, and how these races play out over the weekend.
But always remember, races aren’t run on paper or on a computer. These projections are meant to better our sport, to give more attention where little is given. Although I take pride in their accuracy, this endeavor would be quite boring if it were always perfect. I look forward to these being proven wrong and I expect to hear about it as well.

GIRLS
Ranked Teams
#15 Concord
#17 Kalamazoo Hackett
Projected Individual Qualifier Cutoff
Probably gonna be around 16th place regardless if the 3rd team is White Pigeon or Centreville.
| Projected Place | Team | Avg. Place | Avg. Score | Win % | Qualify % |
| 1 | Kalamazoo Hackett | 1.5 | 41 | 52 | 95+ |
| 2 | Concord | 1.5 | 42 | 48 | 95+ |
| 3 | Centreville | 3.4 | 91 | 56 | |
| 4 | White Pigeon | 3.6 | 94 | 44 | |
| 5 | Battle Creek St. Philip | 5.5 | 150 | ||
| 6 | Athens | 6.3 | 159 | ||
| 7 | Three Oaks River Valley | 6.6 | 161 | ||
| 8 | New Buffalo | 7.5 | 174 |
| Projected Place | Grade | Name | Team | Avg. Place |
| 1 | 9 | Haley Stimer | Concord | 1.4 |
| 2 | 11 | Presley Allen | Mendon | 2.2 |
| 3 | 9 | Gabriella Siems | Kalamazoo Hackett | 3.6 |
| 4 | 10 | Cieara Barrett | Concord | 4.1 |
| 5 | 10 | Emma Riker | Kalamazoo Hackett | 5.0 |
| 6 | 10 | Katelyn Van Es | Kalamazoo Hackett | 7.1 |
| 7 | 12 | Riley Adams | Concord | 9.5 |
| 8 | 12 | Emma Gaylor | Heritage Christian Academy | 10.8 |
| 9 | 10 | Ellie Reed | Centreville | 10.9 |
| 10 | 11 | Jamielynn Delarye | White Pigeon | 12.0 |
| 11 | 12 | Gwen Bulko | Concord | 12.6 |
| 12 | 12 | Addie Curtis | Marcellus | 13.4 |
| 13 | 12 | Mimi Hibbard | Battle Creek St. Philip | 14.3 |
| 14 | 11 | Abigail Ulbrich | Kalamazoo Hackett | 15.2 |
| 15 | 9 | Harper Bowman | New Buffalo | 15.7 |
| 16 | 12 | Chloe Badger | Athens | 17.4 |
| 17 | 12 | Analiese Miller | White Pigeon | 17.5 |
| 18 | 12 | Emmy Pritchard | Centreville | 19.6 |
| 19 | 12 | Alexae Hall | Decatur | 21.4 |
| 20 | 9 | Angel VeenKant | Tekonsha | 21.7 |
| 21 | 11 | Rachel Schelstraete | White Pigeon | 22.8 |
| 22 | 9 | Ella Hendrixson | Three Oaks River Valley | 23.0 |
| 23 | 10 | Bethany Carpenter | Kalamazoo Hackett | 23.9 |
| 24 | 12 | Frances Mildenberg | Centreville | 25.2 |
| 25 | 11 | Hannah Stimer | Concord | 25.9 |
| 26 | 10 | Rachel Byler | White Pigeon | 26.2 |
| 27 | 9 | Helen Donner | Three Oaks River Valley | 26.4 |
| 28 | 10 | Julianne Mounce | Kalamazoo Hackett | 27.9 |
| 29 | 10 | Kimberlynn Lawson | Centreville | 28.9 |
| 30 | 12 | Ellie Miller | Centreville | 30.7 |

Any Intriguing Battles?
Concord vs. Kalamazoo Hackett for the girls win. Concord had the upper hand earlier in the year at Portage, buoyed by quick efforts from Stimer and Barrett. Hackett had more bodies toward the back of the pack. Two aspects to watch: what sort of gap is there in place between the Yellowjackets’ top-2 and Hackett’s top-2 and if depending on the former’s significance, can the Irish pull through late?
BOYS
Ranked Teams
#6 Three Oaks River Valley
#8 Kalamazoo Hackett
#26 Battle Creek St. Philip
Projected Individual Qualifier Cutoff
22nd Place. With two top-10 teams, this appears to be very top-heavy, with many spots up for grab later into the race.
| Projected Place | Team | Avg. Place | Avg. Score | Win % | Qualify % |
| 1 | Three Oaks River Valley | 1.3 | 38 | 72 | 95+ |
| 2 | Kalamazoo Hackett | 1.7 | 42 | 28 | 95+ |
| 3 | Battle Creek St. Philip | 3.0 | 88 | 95+ | |
| 4 | White Pigeon | 4.5 | 146 | ||
| 5 | Concord | 4.7 | 148 | ||
| 6 | Centreville | 6.0 | 171 | ||
| 7 | Eau Claire | 7.3 | 198 | ||
| 8 | Heritage Christian Academy | 8.6 | 217 | ||
| 9 | Mendon | 8.8 | 219 | ||
| 10 | Athens | 9.3 | 228 | ||
| 11 | New Buffalo | 10.9 | 262 |
| Projected Place | Grade | Name | Team | Avg. Place |
| 1 | 10 | Marek Butkiewicz | Kalamazoo Hackett | 1.4 |
| 2 | 10 | Landon Rogers | Three Oaks River Valley | 2.5 |
| 3 | 12 | Gavin Sehy | Kalamazoo Hackett | 2.6 |
| 4 | 12 | Austin York | Three Oaks River Valley | 4.8 |
| 5 | 12 | Luke Sprague | Battle Creek St. Philip | 5.8 |
| 6 | 10 | Charlie Gibson | Three Oaks River Valley | 6.2 |
| 7 | 10 | Sean Siems | Kalamazoo Hackett | 6.3 |
| 8 | 10 | Jesse Fielis | White Pigeon | 7.9 |
| 9 | 11 | Ben Iobe | Mendon | 9.7 |
| 10 | 11 | Adam Slavens | Three Oaks River Valley | 11.1 |
| 11 | 11 | Ryan Blankenship | Eau Claire | 11.3 |
| 12 | 12 | Max Shugars | Battle Creek St. Philip | 11.7 |
| 13 | 11 | Sean Driscoll | Three Oaks River Valley | 14.6 |
| 14 | 12 | Nick Doerr | Kalamazoo Hackett | 14.8 |
| 15 | 12 | Braiden Brooks | Three Oaks River Valley | 16.2 |
| 16 | 11 | Jerome Bastian | Battle Creek St. Philip | 17.0 |
| 17 | 11 | Alex Dumont | Kalamazoo Hackett | 17.8 |
| 18 | 9 | Kellen Siems | Kalamazoo Hackett | 19.4 |
| 19 | 10 | Ethan O’Connor | Athens | 20.4 |
| 20 | 10 | David Lane | White Pigeon | 22.2 |
| 21 | 10 | Maddox Hutchinson | Concord | 22.2 |
| 22 | 9 | Max Barron | Tekonsha | 23.5 |
| 23 | 11 | Owen Nofs | Battle Creek St. Philip | 23.5 |
| 24 | 9 | Keaton Smith | Concord | 24.9 |
| 25 | 11 | Lleyton Bauman | Concord | 27.2 |
| 26 | 10 | Brendan Sre | Centreville | 27.7 |
| 27 | 11 | Grant Schumm | Three Oaks River Valley | 28.0 |
| 28 | 9 | Elias Baldwin | Decatur | 28.4 |
| 29 | 9 | Oliver Mildenberg | Centreville | 29.3 |
| 30 | 9 | Seth Crown | Heritage Christian Academy | 30.7 |

Any Intriguing Battles?
As with many of these Southwest schools, we can look to Portage and try to glean something from the River Valley vs. Hackett matchup. There, the Mustang pack laid a giant impact, in particular Adam Slavens through Braiden Brooks, placing six RV boys before Hackett’s fourth. In a smaller meet such as this, that significance gets toned down, so if kids such as Sehy and Siems can sneak up a spot or two, Hackett’s winning odds become larger.

GIRLS
Ranked Teams
#10 Forest Hills Central
Projected Individual Qualifier Cutoff
A little light on the elite squads leaves many individuals in the top-15. Less depth in terms of spots, but a high possibility of more than 7 individual qualifiers.
| Projected Place | Team | Avg. Place | Avg. Score | Win % | Qualify % |
| 1 | Forest Hills Central | 1.0 | 53 | 95+ | 95+ |
| 2 | Portage Central | 2.5 | 122 | 89 | |
| 3 | Byron Center | 3.4 | 134 | 70 | |
| 4 | East Kentwood | 4.8 | 152 | 19 | |
| 5 | Grand Rapids Ottawa Hills | 5.5 | 158 | ||
| 6 | Kalamazoo Central | 6.1 | 164 | 9 | |
| 7 | Caledonia | 6.1 | 164 | 7 | |
| 8 | Forest Hills Northern | 7.2 | 174 | ||
| 9 | Battle Creek Lakeview | 9.1 | 198 | ||
| 10 | Portage Northern | 9.5 | 206 | ||
| 11 | Lowell | 11.1 | 246 | ||
| 12 | Kalamazoo Loy Norrix | 12.3 | 285 | ||
| 13 | Mattawan | 12.4 | 290 |
| Projected Place | Grade | Name | Team | Avg. Place |
| 1 | 12 | Selma Anderson | Grand Rapids Ottawa Hills | 1.0 |
| 2 | 12 | Clara James-Heer | Forest Hills Central | 2.0 |
| 3 | 12 | Izzy Fazio | Forest Hills Northern | 4.1 |
| 4 | 10 | Ava Lawrence | East Kentwood | 4.3 |
| 5 | 11 | Annie Alkema | Kalamazoo Central | 5.0 |
| 6 | 11 | Anna Sybenga | Forest Hills Central | 6.6 |
| 7 | 11 | Clare Mathison | Forest Hills Central | 8.9 |
| 8 | 12 | Alyssa DeFields | Caledonia | 10.9 |
| 9 | 12 | Emilee Rudlaff | Kalamazoo Central | 11.0 |
| 10 | 12 | Peyton Ludwig | Forest Hills Central | 11.6 |
| 11 | 10 | Lilamae Frank | Battle Creek Lakeview | 12.7 |
| 12 | 11 | Sydney Law | Byron Center | 13.3 |
| 13 | 9 | Roxanne Jorgensen | Portage Northern | 14.4 |
| 14 | 10 | Enna Wainer | Grand Rapids Ottawa Hills | 15.5 |
| 15 | 10 | Rhea Mouw | Portage Central | 16.4 |
| 16 | 9 | Olivia Storteboom | Portage Central | 17.1 |
| 17 | 12 | Lexi Hurst | East Kentwood | 21.0 |
| 18 | 12 | Julia Moxey | East Kentwood | 21.8 |
| 19 | 11 | Daphne Ball | Byron Center | 21.8 |
| 20 | 10 | Olivia Stacy | Portage Northern | 22.6 |
| 21 | 11 | Reese Hansen | Grand Rapids Ottawa Hills | 23.4 |
| 22 | 12 | Alyssa Hinton | Battle Creek Lakeview | 24.6 |
| 23 | 11 | Rachel Grice | Kalamazoo Central | 25.4 |
| 24 | 11 | Ella Harlow | Portage Northern | 26.7 |
| 25 | 12 | MK Elliott | Portage Central | 26.7 |
| 26 | 10 | Lilah Yoder | Forest Hills Central | 26.7 |
| 27 | 11 | Claire O’Boyle | Lowell | 29.6 |
| 28 | 11 | Sofia Bogard | Kalamazoo Loy Norrix | 30.4 |
| 29 | 12 | Addison Begeman | Portage Central | 30.7 |
| 30 | 11 | Mia Stibitz | Forest Hills Central | 31.3 |

Any Intriguing Battles?
The many contenders for this third spot. Portage Central, slotted in second, may benefit from a home course advantage. But I wouldn’t be shocked with any order here. Byron Center is probably the favorite, a solid team all year that just recently won at Sturgis and placed 4th in the notoriously tough OK White. A darkhorse and wild card could be Kalamazoo Central, who at this past weekend’s SMAC Championship, sent three girls under 20:00.
BOYS
Ranked Teams
#6 Kalamazoo Central
#10 Forest Hills Central
#21 Portage Central
#23 East Kentwood
Projected Individual Qualifier Cutoff
Likely around 15th place even if the third team is Portage Central or East Kentwood. Tons of great individuals here that should push back those two top-10 teams.
| Projected Place | Team | Avg. Place | Avg. Score | Win % | Qualify % |
| 1 | Kalamazoo Central | 1.1 | 61 | 93 | 95+ |
| 2 | Forest Hills Central | 2.0 | 82 | 7 | 95+ |
| 3 | Portage Central | 3.1 | 106 | 83 | |
| 4 | East Kentwood | 4.0 | 121 | 16 | |
| 5 | Byron Center | 5.1 | 145 | ||
| 6 | Caledonia | 6.5 | 169 | ||
| 7 | Battle Creek Lakeview | 6.5 | 169 | ||
| 8 | Kalamazoo Loy Norrix | 8.2 | 203 | ||
| 9 | Forest Hills Northern | 8.6 | 212 | ||
| 10 | Grand Rapids Ottawa Hills | 10.1 | 248 | ||
| 11 | Lowell | 11.0 | 273 | ||
| 12 | Portage Northern | 11.9 | 295 | ||
| 13 | Mattawan | 13.0 | 327 |
| Projected Place | Grade | Name | Team | Avg. Place |
| 1 | 12 | Aiden Moore | Battle Creek Lakeview | 1.2 |
| 2 | 12 | Jasper Cane | Kalamazoo Central | 2.1 |
| 3 | 12 | Liam Walters | Grand Rapids Ottawa Hills | 3.7 |
| 4 | 11 | Evan Nickoles | East Kentwood | 5.7 |
| 5 | 9 | Samuel Baker | Kalamazoo Central | 8.4 |
| 6 | 12 | Logan Begeman | Portage Central | 9.0 |
| 7 | 9 | Ben Romero | Forest Hills Central | 10.0 |
| 8 | 11 | Jonah Bills | Battle Creek Lakeview | 10.5 |
| 9 | 11 | Sawyer McCarthy | Forest Hills Central | 10.7 |
| 10 | 11 | Isaac Tanis | East Kentwood | 11.2 |
| 11 | 11 | Mitchell Jeruzal | Byron Center | 11.4 |
| 12 | 10 | Logan Westgate | Portage Central | 12.6 |
| 13 | 10 | Dylan Duguay | Kalamazoo Loy Norrix | 15.6 |
| 14 | 10 | Ty Billings | Kalamazoo Central | 16.1 |
| 15 | 10 | Jackson Lam | Kalamazoo Loy Norrix | 16.7 |
| 16 | 11 | Kort Thompson | Caledonia | 17.1 |
| 17 | 11 | Joseph Spada | Kalamazoo Central | 18.2 |
| 18 | 12 | Parker Ludwig | Forest Hills Central | 18.2 |
| 19 | 12 | Levi Green | Byron Center | 19.0 |
| 20 | 10 | Andrew Wright | Kalamazoo Central | 20.3 |
| 21 | 11 | Jacob Sanford | Forest Hills Central | 20.9 |
| 22 | 12 | Will Banfield | Forest Hills Central | 22.1 |
| 23 | 11 | Spencer Parker | Portage Central | 23.2 |
| 24 | 11 | Spencer Porter | Forest Hills Northern | 23.8 |
| 25 | 9 | Memphis Connor | Byron Center | 25.7 |
| 26 | 10 | Elijah Thompson | Kalamazoo Central | 25.9 |
| 27 | 12 | Hudson Kemperman | Forest Hills Northern | 26.5 |
| 28 | 10 | Eli Velting | Caledonia | 28.4 |
| 29 | 12 | Mark Millard | Byron Center | 30.1 |
| 30 | 12 | Reponse Shema | East Kentwood | 31.0 |

Any Intriguing Battles?
A great aspect of athleticnet is being able to filter a meet’s results. For instance, three weeks ago on this very course, you can look at all the Region 3 teams from the Portage Invite. There, Portage Central had four boys sub-17, and when scored with only Region 3 teams, beat the Falcons by 14 points. But the Falcons just didn’t have a day. Portage is a fair course, ripe for PR’s when running in a massive, competitive field. And the Falcons didn’t obtain any from their varsity boys. Those PR’s came this past week at the OK Red Championship, where the Falcons placed 3rd and six boys nailed sub-17’s.
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