Run By Numbers

Demo

Architecture Designer

Turn a season goal into an architecture you can monitor.

Required

Experience level, strengths, weaknesses, injury history, training age.

Optional: sharper analysis with more context

Summer-only training, limited days, school calendar, team size, facilities…

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Example output

1.Goal and Athlete Read

Sub-17:00 requires more than 45 seconds of improvement in 110 days. That is ambitious, but the 4:55 for 1600m and 10:42 for 3200m give the coach a real reason to pursue it.

The athlete we need to create can carry Direct Endurance and Specific Endurance through 4K without losing the strong close already present. Race execution must improve through the 3K-to-4K segment, confidence should grow from late-race evidence, and durability must hold on championship terrain. Strength supports that work; running remains the engine.

2.What the Times Say

ComparisonRatioRBN signal
3200 / 16002.176, speed-dominant sideThe 1600m is stronger than the 3200m relationship.
5K / 16003.610, above the 3.60 speed-dominant lineRaw speed is not the first problem I would solve.
5K / 32001.659, inside the 1.60–1.66 balanced bandThe 3200m carries fairly well to 5K, though near the slower edge.

Taken together, the ratios show a speed-positive profile, but they do not settle why the athlete loses ground from 3K to 4K. The repeated hilly-course fade leaves three reasonable coaching questions: Is the longer-side support insufficient? Is the loss primarily terrain-specific? Or is race execution spending the athlete's strength too early?

3.Common Season Framework

All three architectures use the same broad season arc. What changes is the emphasis.

  1. Before track access. Focus: Foundation, Direct Endurance, and durability on rolling terrain. Use: steady running, hill work, relaxed Speed Support, and supporting strength. Watch: first and last segment time, posture, stride length, and next-day Recovery. Move on when: the athlete repeats controlled work without losing the close. Change course if: the second hard day creates unusual soreness or a shortened or guarded stride.

  2. From August 20 until racing begins. Focus: connect the Foundation to Specific Endurance. Use: measured work from current fitness, then carry the same demand to grass and hills. Watch: first and last split and whether the athlete could complete one more without racing it. Move on when: the athlete repeats the demand with control. Change course if: track improvement does not transfer to XC terrain.

  3. Once racing begins. Focus: use Saturday races as both quality and evidence. Use: let the other hard session reflect the architecture the coach chooses below. Watch: time and place at 3K and 4K, hill position, and places gained or lost to the finish. Move on when: the chosen problem improves without erasing the close. Change course if: the same loss repeats while the targeted evidence does not change.

  4. Into October 24. Focus: preserve what has been built and arrive fresh. Use: familiar Specific Endurance, relaxed Speed Support, and less unnecessary Volume. Watch: familiar-work execution, next-day Recovery, soreness, and stride. Move on when: rhythm and freshness are both present. Change course if: the middle of the work and the finish both deteriorate.

4.Three Architecture Options

Option A — Direct Endurance-Led

Core idea: Treat the 3K-to-4K fade as a longer-side support problem.

Why it fits: Two ratios are speed-dominant, while the 5K/3200 ratio sits near the slower edge of the balanced band. The 5K follows the 3200m more closely than the 1600m.

Season emphasis: Give Direct Endurance the largest share early, then connect it to Specific Endurance as racing begins. Keep relaxed Speed Support throughout so the strength is not trained away.

Upside: Builds support that can carry across courses and conditions.

Tradeoff: A general Direct Endurance emphasis may not solve a loss caused mainly by steep terrain or poor race decisions.

Choose this when: the athlete loses ground after 3K on flat, rolling, and hilly courses.

Change course if: flat and rolling performance improves while the same hill loss remains.

Option B — Terrain-Led

Core idea: Treat the fade as a hill-specific durability and positioning problem.

Why it fits: The coach has seen the same 3K-to-4K fade in two hilly races. That repeated pattern deserves a direct test.

Season emphasis: Keep the common Direct Endurance and Specific Endurance framework, but place one existing hard session on terrain that resembles the important championship demand. Practice entering the climb under control and leaving it in position.

Upside: Trains the exact place where the athlete has been losing the race.

Tradeoff: Terrain specificity can become a distraction if the athlete also fades on flat courses.

Choose this when: the athlete holds position on flat ground but loses time or places on the important hills.

Change course if: the 3K-to-4K loss remains equally large when hills are removed.

Option C — Race-Execution-Led

Core idea: Treat the fade as the cost of early pace, surges, or positioning decisions.

Why it fits: A strong 1600m runner can spend that strength early. The supplied marks and strong close do not tell us how the athlete reaches 3K.

Season emphasis: Keep the common physiological framework, but use races and rehearsals to practice first-mile control, positioning before the decisive hill, and the decision to move after 3K.

Upside: Develops race judgment without adding another training system or more load.

Tradeoff: Better decisions cannot replace Direct Endurance or hill durability that is not yet present.

Choose this when: the fade follows a fast first mile, repeated surges, poor position entering a hill, or a predictable tactical mistake.

Change course if: execution improves and the athlete still loses the same time and places from 3K to 4K.

5.Evidence to Track

Coaching questionRecordCompare
Is the loss general?Elapsed time and place at 3K and 4K.The same segment on the same course, or place change when courses differ.
Is the loss terrain-specific?Place or gap before and after the same important hill.Hill change versus flat-ground change in that race.
Is execution the issue?First-mile split, major surges, and position entering the decisive segment.Races with controlled openings versus races with fast or disrupted openings.
Is the close being preserved?Place at 4K or 800m to go, then place at the finish.Final-segment place change across comparable races.
Is the athlete absorbing the work?Next-day conversational running, soreness, and shortened or guarded stride: yes or no.The athlete's normal response after similar hard days.

Record these same measures each time. Compare raw time only on the same course; when courses differ, compare place change over the same race segment.

These monitoring and adjustment rules are coaching hypotheses, not universal rules from the book.

6.How to Choose

Evidence patternArchitecture it supports
The athlete fades after 3K across surfaces and conditions.Option A: Direct Endurance-Led
The athlete holds on flat ground and loses position mainly on hills.Option B: Terrain-Led
The loss follows the first mile, surges, or poor positioning.Option C: Race-Execution-Led

Walk the championship course or study its map so the coach knows where the decisive terrain sits. Then choose the architecture that tests the most important open question. Keep the other two available as competing explanations. The coach owns the choice and can revise it as the race evidence changes.

7.Teaching Moment

The point is not to borrow one season from the Toolkit. These three architectures turn the same athlete profile into three different coaching questions. The ratios and race evidence narrow the decision; the coach's judgment makes it.

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