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Boys - Northwood XC Ranking Team Analytics

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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 Obsaa Feda Northwood 2018 291.60 1 3.27
2 Eldad Mulugeta Northwood 2018 276.70 2 3.04
3 Timothy Boyce Northwood 2020 161.00 2 2.31
4 Obsaa Feda Northwood 2017 225.60 4 2.23
5 Michael Abebe Northwood 2014 179.80 3 2.06
6 Ayalew Fantaw Northwood 2019 185.40 4 2.04
7 Michael Abebe Northwood 2015 176.80 3 2.01
8 Lamar Wilson Northwood 2021 174.50 4 1.96
9 Bereket Eshetu Northwood 2025 198.50 3 1.89
10 Henry Nichols Northwood 2025 192.60 5 1.80
11 Timothy Boyce Northwood 2019 171.00 7 1.78
12 Henok Eshetu Northwood 2019 165.90 8 1.69
13 Ian Fisher Northwood 2025 180.20 10 1.60
14 Henry Nichols Northwood 2024 151.60 8 1.46
15 Baraka Sila Northwood 2018 160.80 15 1.27
16 Lamine Fofana Northwood 2019 139.90 14 1.23
17 Obsaa Feda Northwood 2016 125.60 14 1.15
18 Henry Nichols Northwood 2023 120.80 13 0.91
19 Mulisa Reggasa Northwood 2018 131.00 24 0.81
20 Segni Takele Northwood 2023 113.50 15 0.76
21 Lamar Wilson Northwood 2018 108.10 29 0.46
22 Henok Eshetu Northwood 2018 102.00 34 0.37
23 Baraka Sila Northwood 2017 104.10 34 0.31
24 Lamar Wilson Northwood 2020 81.10 20 0.27
25 Nathaniel Davis Northwood 2021 84.30 27 0.24
26 Lamine Fofana Northwood 2018 84.80 43 0.11

Boys - Hypothetical All-Time Team Clash Based on Z-ScoreB

Rank School Season Scoring Breakdown Team Score
1 Northwood 2018
1+2+15+19+21
Obsaa Feda (1), Eldad Mulugeta (2), Baraka Sila (15), Mulisa Reggasa (19), Lamar Wilson (21)
58
2 Northwood 2019
6+11+12+16+36
Ayalew Fantaw (6), Timothy Boyce (11), Henok Eshetu (12), Lamine Fofana (16), Lamar Wilson (36)
81

Boys - Largest Consecutive Season Z-Score ImprovementC

Rank Name School Season Leap Z1 Z2 Improvement
1 Bereket Eshetu Northwood 2024 -> 2025 -1.08 1.89 +2.97
2 Michael Abebe Northwood 2013 -> 2014 -0.05 2.06 +2.11
3 Ian Fisher Northwood 2024 -> 2025 -0.18 1.60 +1.78
4 Lamar Wilson Northwood 2020 -> 2021 0.27 1.96 +1.69
5 Henry Nichols Northwood 2022 -> 2023 -0.48 0.91 +1.39
6 Henok Eshetu Northwood 2018 -> 2019 0.37 1.69 +1.32
7 Lamine Fofana Northwood 2018 -> 2019 0.11 1.23 +1.12
8 Obsaa Feda Northwood 2016 -> 2017 1.15 2.23 +1.08
9 Obsaa Feda Northwood 2017 -> 2018 2.23 3.27 +1.04
10 Baraka Sila Northwood 2017 -> 2018 0.31 1.27 +0.96
11 Lamar Wilson Northwood 2019 -> 2020 -0.53 0.27 +0.80
12 Jonathan Kenney Northwood 2022 -> 2023 -1.33 -0.56 +0.77
13 Henry Nichols Northwood 2023 -> 2024 0.91 1.46 +0.55
14 Timothy Boyce Northwood 2019 -> 2020 1.78 2.31 +0.53
15 Henry Nichols Northwood 2024 -> 2025 1.46 1.80 +0.34

Boys - Greatest Career Z-Score ImprovementD

Rank Name School Career Leap Z1 Z2 Improvement
1 Bereket Eshetu Northwood 2024 -> 2025 -1.08 1.89 +2.97
2 Henry Nichols Northwood 2022 -> 2025 -0.48 1.80 +2.28
3 Obsaa Feda Northwood 2016 -> 2018 1.15 3.27 +2.12
4 Michael Abebe Northwood 2013 -> 2014 -0.05 2.06 +2.11
5 Ayalew Fantaw Northwood 2017 -> 2019 -0.02 2.04 +2.06
6 Ian Fisher Northwood 2024 -> 2025 -0.18 1.60 +1.78
7 Lamar Wilson Northwood 2018 -> 2021 0.46 1.96 +1.50
8 Henok Eshetu Northwood 2018 -> 2019 0.37 1.69 +1.32
9 Lamine Fofana Northwood 2018 -> 2019 0.11 1.23 +1.12
10 Baraka Sila Northwood 2017 -> 2018 0.31 1.27 +0.96
11 Jonathan Kenney Northwood 2022 -> 2023 -1.33 -0.56 +0.77
12 Timothy Boyce Northwood 2019 -> 2020 1.78 2.31 +0.53

Boys - All-Time Most Weeks Ranked #1¹

Rank Name School Grad Year Weeks
1 Obsaa Feda Northwood 2019 11
2 Michael Abebe Northwood 2016 2
3 Timothy Boyce Northwood 2021 1

Boys - All-Time Most Weeks Ranked Top 10¹

Boys - All-Time Most Weeks Ranked¹

Boys - All-Time Highest Point Totals - Freshmen²

Rank Name School Date Ranking Points
1 Lamar Wilson Northwood 10/29/2018 #21 133.1
2 Ian Fisher Northwood 09/09/2024 #16 98.0
3 Henry Nichols Northwood 11/13/2022 #44 43.7
4 Bereket Eshetu Northwood 10/27/2024 #68 19.8

Boys - All-Time Highest Ranked Freshmen

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

Boys - All-Time Highest Debut Ranking - Freshmen

Rank Name School Grade Date Debut Rank
1 Ian Fisher Northwood 9 09/09/2024 #16
2 Lamar Wilson Northwood 9 09/16/2018 #31
3 Henry Nichols Northwood 9 09/11/2022 #43
4 Bereket Eshetu Northwood 9 10/20/2024 #69

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

Rank Week Name School Grade R1 R2 Improvement
1 2025 Week 5 Bereket Eshetu Northwood 10 41 18 +23 spots
2 2019 Final Lamar Wilson Northwood 10 73 51 +22 spots
2 2022 Final Henry Nichols Northwood 9 66 44 +22 spots
4 2023 Week 7 Jonathan Kenney Northwood 12 56 35 +21 spots
5 2021 Week 9 Ajibu Pascali Northwood 11 59 40 +19 spots
5 2025 Final Ari Held Northwood 11 63 44 +19 spots
7 2025 Week 7 Bereket Eshetu Northwood 10 19 5 +14 spots
8 2008 Week 5 Enricco Reumante Northwood 10 37 24 +13 spots
9 2007 Week 6 Giovanni Reumante Northwood 12 55 43 +12 spots
9 2023 Week 5 Segni Takele Northwood 11 36 24 +12 spots
11 2019 Week 5 Timothy Boyce Northwood 11 20 9 +11 spots
12 2014 Week 6 Andree' Di-Reumante Northwood 11 51 41 +10 spots
12 2022 Week 7 Henry Nichols Northwood 9 50 40 +10 spots
14 2018 Week 10 Evan Moore Northwood 12 81 72 +9 spots
14 2021 Week 4 Lamar Wilson Northwood 12 15 6 +9 spots
14 2023 Week 3 Segni Takele Northwood 11 44 35 +9 spots
14 2024 Week 7 Ari Held Northwood 10 54 45 +9 spots
14 2025 Week 5 Ian Fisher Northwood 10 25 16 +9 spots
19 2018 Week 9 Lamine Fofana Northwood 11 65 57 +8 spots
19 2018 Final Lamine Fofana Northwood 11 51 43 +8 spots
19 2025 Week 3 Bereket Eshetu Northwood 10 50 42 +8 spots
22 2013 Week 7 Andrew Vanderweele Northwood 12 75 68 +7 spots
22 2018 Week 6 Lamine Fofana Northwood 11 66 59 +7 spots
22 2018 Week 7 Lamar Wilson Northwood 9 26 19 +7 spots
22 2021 Week 10 Nathaniel Davis Northwood 12 28 21 +7 spots
22 2022 Week 4 Henry Nichols Northwood 9 56 49 +7 spots
22 2023 Week 5 Henry Nichols Northwood 10 24 17 +7 spots
22 2023 Final Segni Takele Northwood 11 22 15 +7 spots

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

Rank Name School Grad Year Ranking Entries
1 Abdurahman Muhammad Northwood 2019 3 times
1 Chris Stubbs Northwood 2015 3 times

Boys - All-Time #1 Ranked Athletes Per School

Rank School Unique Athletes
1 Northwood 3

Boys - All-Time Top 10 Ranked Athletes Per School

Rank School Unique Athletes
1 Northwood 13

Boys - All-Time Ranked Athletes Per School

Rank School Unique Athletes
1 Northwood 33

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

Rank School Athlete-Weeks
1 Northwood 14

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

Rank School Athlete-Weeks
1 Northwood 121

Boys - All-Time Athlete-Weeks Ranked Per School

Rank School Athlete-Weeks
1 Northwood 489

Boys - Most Athletes From One Team in a Week¹⁰

Rank Week School Athletes Ranked
1 2018 Week 9 Northwood 10 athletes
2 2017 Week 5 Northwood 6 athletes
2 2019 Week 2 Northwood 6 athletes
2 2021 Week 7 Northwood 6 athletes
5 2013 Week 5 Northwood 4 athletes
5 2024 Week 1 Northwood 4 athletes
5 2024 Preseason Northwood 4 athletes
8 2014 Week 3 Northwood 3 athletes
8 2022 Week 5 Northwood 3 athletes
8 2023 Week 2 Northwood 3 athletes
8 2025 Preseason Northwood 3 athletes
12 2014 Preseason Northwood 2 athletes
12 2019 Preseason Northwood 2 athletes
14 2007 Week 3 Northwood 1 athletes
14 2008 Week 3 Northwood 1 athletes
14 2008 Preseason Northwood 1 athletes
14 2010 Week 8 Northwood 1 athletes
14 2011 Week 8 Northwood 1 athletes
14 2012 Week 5 Northwood 1 athletes
14 2016 Week 3 Northwood 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.

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