MoCoRunning






Boys - Landon XC Ranking Team Analytics

🏅 Thank You for 20 Years
416 rankings published • 1,929 athletes ranked • 30,000 race performances • 750,000 calculations • 0 opinions

All-Time Analytics: Boys Girls Boys and Girls Combined

Mocorunning's XC rankings date back to the 2006 season. Click a team name to see current season stats versus all-time stats for this school.

Boys - All-Time Highest End-of-Season (EOS) Z-ScoresA

Rank Name School Season Points EOS Rank Z-Score
1 Asim Hakim-Florian Landon 2022 153.30 8 1.68
2 Jack Strabo Landon 2008 143.30 7 1.43
3 Jack Strabo Landon 2009 134.90 9 1.37
4 Asim Hakim-Florian Landon 2021 134.70 11 1.20
5 Jack Strabo Landon 2007 120.40 17 0.74
6 Wesley Feldman Landon 2016 98.80 20 0.62
7 Samuel Cohen Landon 2022 84.80 25 0.33
8 Jace Menendez Landon 2017 87.20 41 0.04
9 Kevin Soraci Landon 2013 70.50 34 0.03

Boys - Largest Consecutive Season Z-Score ImprovementC

Rank Name School Season Leap Z1 Z2 Improvement
1 Jack Strabo Landon 2006 -> 2007 -0.62 0.74 +1.36
2 Kevin Soraci Landon 2012 -> 2013 -0.87 0.03 +0.90
3 Kevin Tsai Landon 2015 -> 2016 -1.22 -0.37 +0.85
4 Wesley Feldman Landon 2015 -> 2016 -0.16 0.62 +0.78
5 Jace Menendez Landon 2016 -> 2017 -0.68 0.04 +0.72
6 Jack Strabo Landon 2007 -> 2008 0.74 1.43 +0.69
7 Jack Chlopak Landon 2013 -> 2014 -1.11 -0.47 +0.64
8 Asim Hakim-Florian Landon 2021 -> 2022 1.20 1.68 +0.48
9 Ben Gilbert Landon 2013 -> 2014 -1.14 -0.91 +0.23
10 Arihant Chadda Landon 2016 -> 2017 -0.76 -0.56 +0.20
11 Max Marinelli Landon 2006 -> 2007 -0.48 -0.30 +0.18
12 Kevin Tsai Landon 2016 -> 2017 -0.37 -0.27 +0.10

Boys - Greatest Career Z-Score ImprovementD

Rank Name School Career Leap Z1 Z2 Improvement
1 Jack Strabo Landon 2006 -> 2008 -0.62 1.43 +2.05
2 Kevin Tsai Landon 2015 -> 2017 -1.22 -0.27 +0.95
3 Kevin Soraci Landon 2012 -> 2013 -0.87 0.03 +0.90
4 Wesley Feldman Landon 2015 -> 2016 -0.16 0.62 +0.78
5 Jace Menendez Landon 2016 -> 2017 -0.68 0.04 +0.72
6 Jack Chlopak Landon 2013 -> 2014 -1.11 -0.47 +0.64
7 Asim Hakim-Florian Landon 2021 -> 2022 1.20 1.68 +0.48
8 Ben Gilbert Landon 2013 -> 2014 -1.14 -0.91 +0.23
9 Arihant Chadda Landon 2016 -> 2017 -0.76 -0.56 +0.20
10 Max Marinelli Landon 2006 -> 2007 -0.48 -0.30 +0.18

Boys - All-Time Most Weeks Ranked #1¹

Rank Name School Grad Year Weeks
No rankings found for this selection.

Boys - All-Time Most Weeks Ranked Top 10¹

Rank Name School Grad Year Weeks
1 Jack Strabo Landon 2010 23
2 Asim Hakim-Florian Landon 2023 12

Boys - All-Time Most Weeks Ranked¹

Rank Name School Grad Year Weeks
1 Jack Strabo Landon 2010 37
2 Ben Gilbert Landon 2016 23
3 Asim Hakim-Florian Landon 2023 21
3 Kevin Tsai Landon 2018 21
3 Wesley Feldman Landon 2017 21
6 Kevin Soraci Landon 2014 17
6 Max Marinelli Landon 2008 17
8 Jace Menendez Landon 2018 16
9 Mac Hightower Landon 2012 14
9 Jack Chlopak Landon 2017 14
11 Arihant Chadda Landon 2018 13
12 Billy Kuhn Landon 2012 8
12 Henry Duncan Landon 2012 8
12 Michael Gilbert Landon 2020 8
15 Samuel Cohen Landon 2023 6
16 Owen Kelly Landon 2024 5
17 John Orthwein Landon 2008 4
18 Gavin Grunseich Landon 2028 3
19 Adam Brill Landon 2013 2

Boys - All-Time Highest Point Totals - Freshmen²

Rank Name School Date Ranking Points
1 Jack Strabo Landon 11/12/2006 #58 60.7
2 Jack Chlopak Landon 11/03/2013 #76 13.7

Boys - All-Time Highest Ranked Freshmen

Rank Name School Date Achieved Peak Rank
1 Jack Strabo Landon 10/15/2006 #58
2 Jack Chlopak Landon 11/03/2013 #76

Boys - All-Time Highest Ranked Freshmen - Final Season Rankings Only

Rank Name School Date Achieved EOS Rank
1 Jack Strabo Landon 11/12/2006 #58
2 Jack Chlopak Landon 11/10/2013 #78

Boys - All-Time Highest Debut Ranking - Freshmen

Rank Name School Grade Date Debut Rank
1 Jack Chlopak Landon 9 11/03/2013 #76
2 Jack Strabo Landon 9 10/15/2006 #84

Boys - All-Time Greatest Individual Ranking Improvement in a Week

Rank Week Name School Grade R1 R2 Improvement
1 2017 Week 4 Kevin Tsai Landon 12 64 42 +22 spots
2 2016 Week 8 Wesley Feldman Landon 12 34 14 +20 spots
2 2017 Week 6 Jace Menendez Landon 12 82 62 +20 spots
4 2006 Week 10 Jack Strabo Landon 9 81 68 +13 spots
4 2017 Week 7 Jace Menendez Landon 12 62 49 +13 spots
4 2019 Week 9 Michael Gilbert Landon 12 50 37 +13 spots
7 2017 Week 6 Kevin Tsai Landon 12 49 37 +12 spots
8 2007 Week 5 Max Marinelli Landon 12 47 36 +11 spots
8 2014 Week 8 Ben Gilbert Landon 11 77 66 +11 spots
10 2006 Final Jack Strabo Landon 9 68 58 +10 spots
10 2017 Week 7 Kevin Tsai Landon 12 37 27 +10 spots
12 2007 Week 1 Jack Strabo Landon 10 30 21 +9 spots
12 2017 Week 6 Arihant Chadda Landon 12 83 74 +9 spots
12 2021 Week 5 Asim Hakim-Florian Landon 11 36 27 +9 spots
15 2007 Week 9 John Orthwein Landon 12 62 54 +8 spots
15 2013 Week 6 Kevin Soraci Landon 12 39 31 +8 spots
15 2014 Week 3 Ben Gilbert Landon 11 50 42 +8 spots
18 2014 Week 9 Jack Chlopak Landon 10 41 34 +7 spots
18 2015 Week 4 Ben Gilbert Landon 12 48 41 +7 spots
18 2017 Final Jace Menendez Landon 12 48 41 +7 spots
18 2017 Final Arihant Chadda Landon 12 68 61 +7 spots
22 2011 Week 10 Mac Hightower Landon 12 59 53 +6 spots
22 2017 Week 8 Arihant Chadda Landon 12 74 68 +6 spots
22 2017 Week 10 Kevin Tsai Landon 12 48 42 +6 spots
22 2019 Week 8 Michael Gilbert Landon 12 56 50 +6 spots

Boys - All-Time Most Ranking Entries and Re-Entries

Rank Name School Grad Year Ranking Entries
1 Jack Chlopak Landon 2017 4 times

Boys - All-Time #1 Ranked Athletes Per School

Rank School Unique Athletes
No records found matching these criteria.

Boys - All-Time Top 10 Ranked Athletes Per School

Rank School Unique Athletes
1 Landon 2

Boys - All-Time Ranked Athletes Per School

Rank School Unique Athletes
1 Landon 19

Boys - All-Time Athlete-Weeks Ranked #1 Per School

Rank School Athlete-Weeks
No records found matching these criteria.

Boys - All-Time Athlete-Weeks Ranked Top 10 Per School

Rank School Athlete-Weeks
1 Landon 35

Boys - All-Time Athlete-Weeks Ranked Per School

Rank School Athlete-Weeks
1 Landon 258

Boys - Most Athletes From One Team in a Week¹⁰

Rank Week School Athletes Ranked
1 2015 Week 10 Landon 4 athletes
1 2016 Week 6 Landon 4 athletes
3 2007 Week 6 Landon 3 athletes
3 2011 Week 3 Landon 3 athletes
3 2013 Week 9 Landon 3 athletes
3 2016 Preseason Landon 3 athletes
7 2006 Week 6 Landon 2 athletes
7 2012 Week 8 Landon 2 athletes
7 2013 Preseason Landon 2 athletes
7 2021 Week 10 Landon 2 athletes
7 2021 Preseason Landon 2 athletes
12 2007 Preseason Landon 1 athletes
12 2008 Preseason Landon 1 athletes
12 2010 Week 4 Landon 1 athletes
12 2019 Week 1 Landon 1 athletes
12 2025 Week 9 Landon 1 athletes
12 2025 Preseason Landon 1 athletes


Mind the toggle! Comparing boys and girls is not usually how we think about things, but this page offers boys and girls as a combined query option because it is very interesting to those who cherish school program performance.

AAll-Time Highest End-of-Season (EOS) Z-Scores - Z-score is a universally accepted statistic used to measure how far an individual performance deviates from the group baseline, normalized by the overall volatility or spread of the group. The Z-score is the number of standard deviations a specific data point is above or below the mean of its dataset or population. A z-score is a way to measure how normal or unusual a specific number is compared to the rest of the group. In this cross country ranking, it is how much a runner excels compared to other ranked runners (who are all considered very good). A negative Z-score is below average, which is fine in this context since there is a high bar to become ranked at all. A z-score of zero is average for a ranked runner. Z-Score = 1 is "Above Average": The value is 1 standard deviation above the mean. Z-Score = 2 is "Unusual / Exceptional": The value is 2 standard deviations above the mean. The runner has outperformed 98% of the group. Z-Score = 3 is "Extremely Rare / An Outlier": The value is 3 standard deviations above the mean. This is an extreme rarity. The runner outperformed 99.9% of the group. In data science and statistics, any data point with a Z-score of 3 or higher is officially flagged as an outlier - a number so high it almost looks like a typo. Z-Score = 4 is "Legendary": The value is 4 standard deviations above the mean. This is a "Black Swan" event. The odds of a Z-score reaching 4 naturally in a normal distribution are about 1 in 30,000. If you see a 4, it means the performance completely shattered the standard scale of competition.

More: Z-score is calculated using end-of-season (EOS) points. The ranking's point scale has shifted over the decades which makes a simple point total metric an unreliable indicator of best runners; however, Z-score remains a reliable metric for comparing the dominance of runners across the decades. Z-score is still limited by the same factors that limit this ranking system as a whole. Did the elite runner run their hardest in every race, or did they jog a few races to get to the post season? Did the elite runner log enough honest races by the state championship meet for their score to reflect their maximum ability? For the truly elite who value post-season races above all else, not always. Conversely, it is possible for elite athletes to "pad the stats" by beating up on a "weak" crop of ranked runners during any given year. Hence, why Z-score is a dominance metric.

BHypothetical All-Time Team Clash Based on Z-Score - This section uses only the highest end-of-season Z-score per athlete. The scoring table ranks runners by highest end-of-season (EOS) Z-score and uses standard cross country scoring of five scoring runners and two displacers. In this table, athletes are grouped by season so it essentially ranks the best single season teams in the ranking's history based on Z-score. Deviating from classic cross-country scoring, runners from incomplete teams are counted as displacers. This makes it more fun to look at for schools that do not have many years with 5+ ranked runners. Click the scoring breakdown to see the names of the athletes who comprise the top five from that school for that given year. Most people will probably prefer to see the best boys teams or girls teams. If you happened to select "Boys and Girls" from the toggle menu, it will indeed select a team of boys and girls from a given year. Boys and girls can compete on a level playing field of standard deviations. Take it or leave it! Remember from above that Z-score is a dominance metric which is a statistical proxy for best runners compared to the mean if every runner runs their hardest in every race.

CLargest Consecutive Season Z-Score Improvement calculates each runner's end-of-season Z-score year by year and compares each season to the immediately previous season only. It keeps only positive gains, then ranks the largest increases first to highlight the biggest single-year jumps in dominance.

DGreatest Career Z-Score Improvement evaluates multi-year development across an athlete's full tracked career window by comparing debut season end-of-season (EOS) Z-score to career end-of-season Z-score. It includes only positive growth with at least two varsity seasons and ranks the largest career gains first.

¹The Most Weeks Ranked stat is based on the # of rankings published. It is not based on calendar weeks. It is not consecutive weeks. The number of rankings published each season varied. There are typically 10 to 12 rankings published each season.

²The Highest All-Time Point Totals stat is not meant to infer a hierarchy of best runners. The point system evolves and cannot be compared across seasons. 2006 had inflated point totals relative to subsequent seasons due scoring changes after the first full season. The pandemic also shook things up with just a few races run in spring 2021. The ranking shown in this list is the rank at the time of the peak point total and not necessarily the peak ranking of that runner.

³The All-Time Highest Ranked Athlete stat displays the highest peak ranking by the top athletes for this school. The 'final season ranking' only includes rankings from the final ranking published each season. The final ranking of each season incorporates the most data and emphasizes championship races. EOS = End of Season. In the 'final season ranking' list, an athlete may be listed once per season.

The All-Time Highest Ranked Freshmen stat lists the peak ranking for athletes in grade 9. The 'final season ranking' only includes rankings from the final ranking published each season. The final ranking of each season incorporates the most data and emphasizes championship races. EOS = End of Season.

The Highest Debut Ranking stat shows the highest rankings at which individual athletes first appeared in the rankings. The original 2006 preseason rankings are excluded.

The Greatest Individual Ranking Improvement in a Week identifies and ranks the individuals with the greatest ranking improvement in a single week. The athlete must be ranked both weeks to be considered. It excludes newly ranked runners. It excludes the ranking transition from final season rankings to the next preseason rankings.

Progress is not linear for everyone. The Most Ranking Entries and Re-Entries stat shows athletes that had setbacks and kept working their way back onto the ranking at least two times after their initial debut. It is very common for athletes to fall off the rankings and get re-added later.

The Most Ranked Athletes Per School stat adds the total number of unique athletes per school to ever achieve a #1 ranking, a top 10 ranking, or to ever appear on the ranking.

The Most Athlete-Weeks Per School stat adds the total number of weeks that all individual athletes for each school were ranked #1, top 10, or ever ranked. For example, if athlete 'X' was ranked for 30 weeks in their high school career, and athlete 'Y' from the same school was ranked for 15 weeks in their high school career, that school would have accumulated 45 all-time athlete-weeks.

¹⁰The Most Athletes Ranked From One Team in a Week identifies and ranks the teams that have had the most runners ranked simultaneously. A team may be listed once for each year. The earliest week in the season where the team achieved the most runners for the season is shown.

Do you see a problem with this page? Do you have a suggestion for something new? E-mail webmaster@mocorunning.com.


Email | About | Misc