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The Data Lab

STRIDD
FOR
NERDS.

Where running meets data. The physiology, maths and methodology behind every rep — race-prediction models, training-load science, zone physiology, course-adjusted pacing. Built for runners who want the signal, not the noise.

2:00:35
Men's Marathon WR
Kiptum · Chicago 2023
2:09:56
Women's Marathon WR
Chepngetich · Chicago 2024
3:00
Boston Qualifier
Men 18–34
4:22
Global Median
Marathon finish time
// Three models, one race
DistanceRiegel (1.06)Daniels-style (1.07)Cameron
5K21:3521:2621:36
10K45:0045:0045:00
21.1K1:39:171:40:021:39:13
42.2K3:27:013:30:013:30:50
50K4:07:494:11:504:15:11
Disagreement between models is most useful signal. If Cameron is 2+ min faster than Riegel for your marathon, you likely have stronger endurance than your 10K suggests.
Run the numbers, then run the plan.
The Architect uses these same formulas — tuned to your schedule.
The Math, Explained

UNDER
THE HOOD.

The Riegel formula, and why it's only correct until it isn't

Pete Riegel published his race-time prediction formula in Runner's World in 1977. The equation is simple: T₂ = T₁ × (D₂/D₁)^1.06. The exponent 1.06 was derived empirically from thousands of race performances, and it captures a physiological truth — the longer the race, the more slowly you run per kilometre. Double the distance, and you run slightly more than twice as long.

Riegel holds up well for distances between 3K and the half-marathon for well-trained runners. It starts to break at the extremes. For the marathon, actual finish times typically run 3-8% slower than Riegel predicts, because glycogen depletion and muscular fatigue are not linear. For ultra distances (50K+), Riegel is often 15-25% optimistic — the exponent should be closer to 1.10-1.15 depending on terrain, heat, and nutrition strategy. Under-trained runners also beat Riegel's prediction at short distances and miss it badly at long ones.

STRIDD uses Riegel as the default, but the Cameron formula (shown in Race Lab) is often more accurate for marathoners because it includes a non-linear fatigue term. If Cameron and Riegel disagree by more than 8%, the true answer probably sits between them — and depends on how well you've specifically trained for the target distance.

ACWR: the 0.8-1.3 window and why it matters

Acute-to-Chronic Workload Ratio was popularised by Tim Gabbett's research with Australian rugby and cricket teams, but it has since been validated across distance running. The metric is simple: your last 7 days of training load divided by your rolling 28-day average load. A ratio of 1.0 means you're training at the same rate as your last month. A ratio of 1.3 means you've spiked 30% above your chronic baseline.

Gabbett's "sweet spot" is 0.8 to 1.3. Below 0.8 indicates detraining — fitness is leaking faster than you're building it. Above 1.3 indicates overreach, and injury rates climb sharply. Above 1.5, injury risk roughly doubles. The most dangerous week in most training cycles is the first week back from a taper or rest — chronic load has dropped, so a normal training week produces a high acute:chronic ratio.

The lever most runners miss: ACWR is not absolute. A 1.4 ratio for a runner who's trained for 3 years is very different from 1.4 for someone who started running 4 months ago. Chronic fitness buffers acute load. The longer your consistent training history, the more you can tolerate short-term spikes. STRIDD's plan generator builds in ACWR-safe volume ramps — no week-over-week jump greater than 10%.

Training pace zones: why five, and why these percentages?

The five-zone model (Easy, Marathon, Threshold, Interval, Repetition) was codified by Jack Daniels in his 1998 book Daniels' Running Formula, but the underlying physiology was mapped decades earlier. Each zone targets a specific metabolic adaptation:

  • Easy (60-79% VO₂max) — maximum aerobic benefit for minimum fatigue. Builds capillary density, mitochondrial volume, and slow-twitch enzyme activity. 80% of weekly volume should live here.
  • Marathon (78-88% VO₂max) — race-specific at marathon pace. Develops the specific fuel-utilisation patterns needed to hold pace for 3-5 hours.
  • Threshold (83-88% VO₂max) — the zone where lactate clearance equals lactate production. Training here raises the pace at which this balance holds, directly improving half-marathon and 10K performance.
  • Interval (97-100% VO₂max) — maximum oxygen uptake. Raises the aerobic ceiling that everything else operates under. Short reps at 3K-5K race pace.
  • Repetition (105-120% VO₂max) — neuromuscular speed and economy. Short reps at mile-race pace with full recovery. Not about fitness — about form and turnover.

The percentages come from gas-exchange data in laboratory studies. The zone boundaries aren't arbitrary — they correspond to specific inflection points in the lactate curve. Training at the correct zone unlocks the target adaptation; training above or below it dilutes the signal.

Course Factor: how hills and heat change your race time

Every 100 metres of elevation gain adds approximately 30 seconds per kilometre to marathon-pace running, based on research by Alberto Minetti and colleagues. Downhill is not symmetric — you recover about 15 seconds per kilometre per 100m descent, so net-uphill courses always run slower than net-downhill courses, even when elevation change is the same magnitude.

Heat is roughly linear above 15°C ambient. Every degree above 15°C costs about 0.3% in marathon pace (roughly 8-10 seconds per degree, per marathon). At 25°C (balmy for most Indian morning races), expect to slow 3-4% versus cool conditions. At 30°C+, expect 6-10% slower plus significant hyponatremia and cramping risk.

Altitude above 1500m reduces VO₂max by about 1-2% per 300m. A marathon in Leh at 3,500m runs 12-18% slower than the same runner at sea level, even with perfect acclimatisation. STRIDD's Course FX tool multiplies these factors — you can model a Ladakh marathon in August (altitude + heat + elevation gain) and see all three corrections stacked.

Taper curves: the 21-day window where fitness becomes freshness

A marathon taper is 3 weeks. A half-marathon taper is 10-14 days. A 5K taper is 7-10 days. The ratio is not arbitrary — it corresponds to the recovery timeline of your longest quality sessions. A 32km long run takes about 14 days to fully recover from. A hard interval workout takes 5-7 days.

The two taper errors are symmetric and both costly. Under-taper: you arrive at the start line with residual fatigue from the last long run, and perform below your fitness. Over-taper: you arrive fresh but detrained, and perform below your fitness. The research from Bosquet, Montpetit, Arvisais and Mujika (2007) found that a 2-3 week taper with 40-60% volume reduction, maintained intensity, and a 20% reduction in frequency produces the optimal performance — 0.5-3.0% improvement over a runner's fitness level.

STRIDD's taper curves model this explicitly. Volume drops by 20% in taper week 1, 40% in week 2, and 50-60% in the final race week. Intensity is preserved — quality sessions shrink in duration but not pace. Easy days remain easy. The last hard effort sits 4-5 days before the race, not 2 (too close = residual fatigue) and not 7 (too far = loss of sharpness).

The formula vault: every equation the plan generator uses

STRIDD is built on published, peer-reviewed equations. The Formula Vault tab lists every one. The big five:

  • Riegel (1977): T₂ = T₁ × (D₂/D₁)^1.06 — race-time prediction.
  • Cameron (1998): variable-exponent race prediction more accurate for marathon.
  • Daniels VDOT: VO₂max estimation from race time, and pace zone derivation from VDOT.
  • Karvonen (1957): target HR = resting HR + zone% × (max HR – resting HR). Most accurate HR zone formula for aerobically fit individuals.
  • Maffetone MAF: max aerobic HR = 180 – age ± modifier. Simple, surprisingly accurate for most recreational runners.

Every training pace, volume target, and phase transition in STRIDD traces back to one of these five equations plus a small set of empirical calibration constants. The calibration constants are published — see the running glossary for the physiological definitions underlying each.

Deep Questions

NERD
ANSWERED.

01

What is easy pace in running?

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Easy pace is the foundation of every serious training plan, and it's almost always slower than runners think it should be. The correct easy pace feels almost embarrassingly slow — you should be able to hold a full conversation, breathe through your nose, and finish feeling refreshed rather than tired. In numbers: easy pace is typically 60-90 seconds per kilometer slower than your current 5K race pace. If you run 5K in 25 minutes (5:00/km), your easy pace is around 6:00-6:30/km. Heart rate zone: 65-75% of maximum, or roughly 140-155 bpm for most runners. The point of easy running isn't to get faster today — it's to build aerobic capacity, capillary density, and mitochondrial count without generating fatigue. Elite marathoners run 80% of their weekly volume at easy pace because the physiological adaptations from easy miles are different from (and complementary to) the ones you get from hard sessions. If your easy runs feel moderately hard, they're too fast. Slow them down — your Tuesday intervals and Sunday long run will be better for it.

paceeasy-runningaerobic
02

What is Zone 2 running?

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Zone 2 is the boring-but-effective backbone of endurance training. It's defined as the effort level where your body uses primarily fat as fuel, your blood lactate stays below 2 mmol/L, and your heart rate sits at 60-70% of your maximum. In practical terms: you can speak full sentences, breathe through your nose, and sustain the effort for 1-3 hours without undue fatigue. Why does it matter? Zone 2 training causes specific cellular adaptations that no other intensity can replicate — mitochondrial biogenesis, capillary growth around slow-twitch muscle fibers, improved fat oxidation, and reduced cardiac strain. These adaptations are what let elite marathoners hold 3:00/km pace for 2 hours. Most recreational runners run their easy days too hard (in Zone 3) and their hard days too easy, getting stuck in a 'grey zone' that builds neither aerobic capacity nor speed. The fix: do 70-80% of your runs in true Zone 2, even if it means walking hills to keep heart rate down. Track it with a chest strap HR monitor for accuracy — wrist devices often lag or spike.

zone-2heart-rateaerobic
03

What is the purpose of a long run?

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The long run is the single most important session in any endurance plan. It's where you make the adaptations that matter most for 10K+ racing: mitochondrial density, capillary networks, fat-burning efficiency, glycogen storage capacity, and tendon resilience. Running 90-120 minutes once a week produces physiological changes that three 40-minute runs can't match — specifically, it teaches your body to function well in a depleted state, which is exactly what racing feels like. The long run should be done at true easy pace, not moderate — typically 60-90 seconds per km slower than goal marathon pace. Duration matters more than distance: 90-150 minutes is the sweet spot for most marathon training, regardless of how far you cover. Going beyond 2.5 hours has diminishing returns and rapidly increasing injury risk. For race distances under the marathon, cap your long run at 25-30% of weekly mileage. Long runs also build mental toughness — they teach you what boredom, discomfort, and fatigue feel like, and how to push through them without panic. Skip long runs and your fitness plateaus within 6-8 weeks, no matter how hard your intervals are.

long-runmarathonendurance
04

How do I safely increase running mileage?

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The 10% rule is a good starting guideline, but the real answer is: increase mileage in a pattern of 3 weeks up, 1 week down. Week 1: 30 km. Week 2: 33 km. Week 3: 36 km. Week 4: 27 km (down week). Week 5: resume at 36-40 km. This rhythm respects two biological realities — your aerobic system adapts faster than connective tissue, and your tendons need planned recovery windows to consolidate gains. Adding mileage without down weeks is the #1 cause of stress fractures and Achilles problems in intermediate runners. Two other rules: add volume by extending existing runs before adding new run days, and never increase mileage AND intensity in the same week. If you're adding a speed session, hold volume flat. If you're adding a long run, hold intensity flat. Monitor these warning signs: resting heart rate up 5+ bpm, sleep quality dropping, morning stiffness lasting beyond warm-up, or any localized pain that persists more than 48 hours. Any one of these means hold mileage steady for 10-14 days before pushing again. The goal is consistent upward progression over months, not rapid jumps that end in injury.

mileageprogressioninjury-prevention
05

When should beginners start doing speed work?

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The answer most coaches won't give you: not yet, no matter when you're asking. Structured speed work — 800m repeats, tempo runs, VO2max intervals — damages untrained connective tissue and hormones in ways that easy running doesn't. You need a base of 30-40 km per week for at least 8-12 weeks before your tendons can handle threshold pace, and 6-12 months of consistent running before you should be doing maximal intervals. That said, you can introduce 'speed' carefully in earlier phases. After 8 weeks of run-walk, add 4-6 strides at the end of one run per week: 20 seconds of relaxed fast running, 60 seconds walking, repeat. This teaches your nervous system and biomechanics without creating fatigue. After 3-4 months, you can add light fartlek (unstructured pace changes during an easy run). True intervals and tempo work should wait until you can run 40 km per week comfortably with no aches. Speed work skipped for 6 months won't hurt your fitness — you'll gain 90% of possible improvements from easy running plus strides alone in year one. Speed work added too early will put you in a boot or ruin your tendons for a season.

speed-workintervalsbeginner
06

What is a tempo run?

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A tempo run, also called threshold run, is the cornerstone of endurance training for 10K to marathon runners. The purpose is to train your body to clear lactate as fast as you produce it at increasing paces — effectively raising your 'lactate threshold,' the point at which running shifts from aerobic to anaerobic metabolism. In practical terms, tempo pace is 'comfortably hard' — you can speak 2-3 word phrases but not full sentences, your breathing is controlled but deep, and you could sustain the effort for about an hour at maximum. For most recreational runners, that's somewhere between 10K and half marathon race pace, or 30-40 seconds per km faster than marathon pace. A typical tempo session: 15 minutes easy warm-up, 20-30 minutes at tempo pace, 10 minutes easy cool-down. More advanced variations include 2 x 15 minutes with 3 minutes recovery, or long tempo runs of 40-50 minutes at slightly slower pace. Do one tempo session per week during base and build phases. Done correctly, 8-12 weeks of tempo work can drop your 10K time by 30-90 seconds. Done too fast, it becomes a VO2max workout and produces burnout instead of gains.

tempo-runthresholdlactate
07

What is the difference between intervals and tempo runs?

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Tempo runs and intervals train different energy systems and produce different adaptations. Tempo runs are sustained continuous efforts — typically 20-40 minutes at 'comfortably hard' pace (85-88% of max HR), which is near your lactate threshold. The goal is teaching your body to clear lactate at faster speeds, raising the pace you can hold without blowing up. Intervals are short, hard repetitions at 5K pace or faster (90-95% of max HR), typically 400m to 1600m in length, with active rest between. The goal is to improve VO2max (oxygen uptake) and running economy. Example tempo session: 20 minutes at half-marathon pace, continuous. Example interval session: 5 x 1000m at 5K pace with 90 seconds jog recovery. You feel different during each: tempo is hard-but-controlled breathing; intervals leave you gasping for the first 30 seconds of each recovery. Most training plans for 10K-marathon distances include one tempo and one interval session per week during the build phase. Do both, not just one. Tempo alone makes you durable but capped; intervals alone make you fast but fragile. The combination is what lifts race times meaningfully.

intervalstempo-runtraining
08

How many rest days should runners take?

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Rest days are when adaptation actually happens — the hard sessions are the stimulus, recovery is the response. Skipping rest days means you're never capitalizing on the training you did. For beginners running 3 times per week, the non-run days should all be rest or active recovery (walking, yoga, easy cycling). For intermediate runners doing 4-5 runs per week, one full rest day is the minimum. For experienced runners doing 5-6 runs per week, you still need at least one no-running day, typically the day after the long run or a quality session. Elite runners who run 6-7 days per week usually include one 'double easy' day that functions as near-rest. Full rest means no structured exercise — you can walk, stretch, or foam roll, but nothing that generates fatigue. Active recovery is different: 20-30 minutes of very easy movement (cycling, swimming, walking) that promotes blood flow without adding stress. The signs you need more rest: resting heart rate elevated 5+ bpm, sleep disturbed, legs feel heavy 48 hours after hard sessions, motivation dropping, or minor aches becoming persistent. Take the rest before the injury forces you to.

rest-daysrecoverytraining
09

What is the best cross training for runners?

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Cross training serves three purposes for runners: adding aerobic volume without impact, building strength to prevent injury, and maintaining fitness during injury or peak weeks. The top choices: Cycling replicates aerobic demand closest to running and lets you accumulate easy Zone 2 time without joint load — it's the #1 substitute for easy runs when you're nursing a niggle. Swimming offers full-body movement, excellent for recovery days and building lung capacity, though it uses different muscle patterns so fitness transfer is partial. Strength training is the most underrated — 2 sessions per week of squats, deadlifts, single-leg work, and core reduces running injury rates by roughly 50% (per a 2020 meta-analysis) and improves running economy by 2-8%. Elliptical, rowing, and stair climbing are decent aerobic alternatives. Avoid high-impact cross training like jump rope or plyometrics if you're already high-mileage — they add to your impact load. A typical week: 4 runs, 2 strength sessions, 1 easy cycle or swim. When injured, maintain fitness with aqua running or cycling at the same time/intensity you'd run. Cross training doesn't replace running-specific adaptation, but it's how smart runners stay healthy for decades.

cross-trainingstrengthinjury-prevention
10

What is 80/20 training for runners?

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The 80/20 principle, popularized by coach Matt Fitzgerald, comes from studying how elite endurance athletes actually train. When researchers tracked Olympic distance runners, Kenyan marathoners, and Norwegian cross-country skiers, they consistently found that 80% of training time was spent at low intensity (Zone 1-2, easy pace) and only 20% at moderate-to-high intensity (Zone 3-5). Importantly, this isn't just about elites — controlled studies in recreational runners showed the 80/20 split beat 'threshold training' (where most running is at moderate-hard pace) by meaningful margins in race performance over 10 weeks. The problem most recreational runners have is the 'moderate grey zone': they run their easy days too hard (Zone 3) and their hard days too easy, so nothing is truly easy and nothing is truly hard. The 80/20 fix: run your easy days embarrassingly slow (true Zone 2), and run your hard days genuinely hard. Measure by time or distance across the week, not per run. For a 40 km week: 32 km easy, 8 km in faster efforts (tempo, intervals, strides). The paradox: running slower most of the time makes you faster.

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