Durability: The Fourth Pillar Your Zone Test Can't See

Working Theory 6: Durability | Angela Naeth Coaching

The short answer

============================================================ WORKING THEORY 06 · Durability Shopify blog: Working Theory Series Paste into Shopify code view (<>). All styles inline. Do not switch to visual editor. Suggested title: Working Theory 06: Durability — The Fourth Pillar Your Zone Test Can't See Suggested excerpt: Your VO₂max, threshold and economy are all measured fresh. The research now says how much they hold up after 2–3 hours predicts long-course performance better than the fresh numbers themselves — and it's largely independent of them. Suggested tags: Working Theory, Training Science, Durability, Critical Power, Fatigue ============================================================

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Working Theory 06  ·  Training Science

Your VO₂max, your threshold and your economy are all measured fresh. The research now says how much they hold up after two or three hours predicts long-course performance better than the fresh numbers themselves — and it's largely independent of them.

By Angela Naeth  ·  September 2026  ·  9 min read

Working Theory takes a popular training claim, checks it against the actual research, and tells you what to do about it. No trends, no dogma — just the reasoning behind how we coach.

THE CLAIM

The Claim

“If I raise my threshold and my VO₂max, I'll race faster. Fitness is fitness.”

This is the assumption underneath almost every training plan sold on the internet. Endurance performance has been explained for fifty years by three things: how big your engine is (VO₂max), what fraction of it you can sustain (threshold, or fractional utilisation), and how efficiently you convert it into speed (economy). Raise any of the three and you go faster. The whole apparatus of testing — FTP tests, ramp tests, lactate curves, and yes, our own CP and CS tests — exists to measure them.

Here's the problem. Every one of those tests is done fresh. Nobody does a 20-minute test at hour four of a ride. And the races most of you care about — a 70.3, an IRONMAN, a 100-mile gravel event, a marathon — are not decided fresh. They're decided somewhere between hour two and hour eight, by an athlete whose engine, threshold and economy are no longer the ones she tested.

Last weekend made the point for me. Taylor Knibb won the 70.3 World Championship in Nice by four minutes; behind her, Julie Derron started the run in ninth and ran a 1:13:04 half marathon to take second. At Gravel Worlds two weeks earlier, Geerike Schreurs and Rosa Klöser finished 148 miles with identical times, and a photo decided it. The strongest fresh athlete doesn't win those. The athlete who fades least does.

WHAT THE RESEARCH SAYS

What the Research Actually Says

1. Durability was proposed as a fourth parameter in 2021 — and it's stuck.

Maunder, Seiler and colleagues published the paper that named the concept in Sports Medicine in 2021 [1]. Their argument was simple: the physiological attributes we measure in routine profiling are not static; they drift during prolonged exercise, and if you don't account for the drift, you're regulating intensity off numbers that no longer apply. They proposed durability — resilience to the deterioration of those attributes over time — as the fourth parameter of endurance, alongside VO₂max, fractional utilisation and economy.

Five years later, the concept has its own methods papers [7], systematic reviews [6], and a growing set of studies that quantify it. That's unusual speed for sport science. It's because the data keep agreeing.

2. All three classic determinants deteriorate — measurably — inside two hours.

Zanini, Folland and Blagrove took well-trained male marathon runners and re-measured everything after 90 and then 120 minutes of running [2]. The results are the cleanest picture we have of what happens to "your fitness" during a long effort:

Determinant After 90 min After 120 min
Running economy −4.2% −5.8%
VO₂peak −3.1% −7.1%
Fractional utilisation at LT +2.8% +4.9%
Speed at lactate threshold −3.0% −6.6%

Zanini et al., Scand J Med Sci Sports, 2025. Well-trained male marathon runners.

Read the bottom row twice. Speed at threshold — the number most tightly linked to marathon pace — was 3% slower at 90 minutes and 6.6% slower at two hours. Notice, too, that the decline isn't linear: VO₂peak fell subtly at 90 minutes and then more than doubled its loss by 120. And notice that fractional utilisation went up — you're working at a higher percentage of a smaller engine. That's exactly what a rising heart rate at a fixed pace on your long run is telling you.

3. The size of the fade predicts race performance — in ordinary athletes, not just pros.

Hunter and colleagues tested eighteen 2024 London Marathon finishers — average finish time 3:17, average age 41, in other words you — fresh, and again after a 90-minute run at threshold speed [3]. VO₂peak dropped (56.7 → 53.4 mL·kg⁻¹·min⁻¹) and threshold speed dropped (12.8 → 12.1 km/h). Economy and fractional utilisation didn't change in this group.

The key result: the percentage drop in threshold speed was significantly associated with marathon time. Smaller deterioration, faster marathon. The authors' conclusion is worth quoting in spirit — physiological markers deteriorate during prolonged exercise, and the ability to resist that decline is now itself a marker of marathon performance.

4. Durability is largely independent of VO₂max and threshold.

This is the part that should change how you train. Barsumyan and colleagues had twenty well-trained amateur cyclists do a 5-minute and a 20-minute test fresh, then repeat both after riding at 80% of their 20-minute power until they'd accumulated 1,000 kJ of work [4]. Twenty-minute power fell by 10.1% on average (±6.5%) and 5-minute power by 10.8% (±7.8%). Look at those standard deviations: some riders lost 4%, others lost 17%.

And the size of the loss had no significant correlation with VO₂max or with relative FTP. The fittest riders on paper were not the most durable. The authors' conclusion: durability is a parameter independent of the traditional physiological measures of cycling performance. A fresh test cannot tell you who will still be riding well at hour four.

The professional data point the same way. Spragg, Leo and Swart measured how the entire power-duration relationship — critical power and W′ — shifts downward in U23 professional cyclists after prolonged work, and asked whether standard lab measures could predict the size of that shift [5]. Their follow-up found that it's the intensity of the prior work, more than the total quantity, that determines how far CP drops [8]. A 2025 systematic review pulled it together: power output declines of 10–20% after high-intensity prior work, smaller declines after similar or greater volumes at lower intensity, experienced athletes more resilient — and carbohydrate intake during the effort directly modulating the size of the drop [6].

5. It's trainable — and not only with more miles.

The same Loughborough group ran a randomised controlled trial: ten weeks of supplementary strength training in well-trained runners, then 90 minutes of heavy-intensity running followed by a high-intensity performance test [9]. Strength training improved the durability of running economy through the 90 minutes and markedly improved performance in the fatigued high-intensity test — the bit that looks like the last 5 km of a race. Separately, their observational work found that runners who did regular long runs and carried higher weekly volume had better economy durability than performance-matched runners who didn't.

In one paragraph

Your fresh VO₂max, threshold and economy all decline measurably within 90–120 minutes. The size of that decline varies enormously between athletes, predicts long-course performance, and is largely unrelated to how high the fresh numbers were. It's driven by the intensity of the work you've done, protected by carbohydrate, and improved by long steady volume and by strength training.

WHAT THIS MEANS

What This Means for Your Training

Your CP is real. It's also a photograph of minute zero.

We build every ANC zone from Critical Power on the bike and Critical Speed on the run, because CP/CS marks a genuine physiological boundary — the highest intensity at which you can reach a metabolic steady state — rather than an arbitrary 20-minute average. That doesn't change. What the durability research adds is that the boundary moves during the race. The CP you tested is not the CP you'll have at mile 80 of Unbound or the start of an IRONMAN marathon. Two consequences:

Retest every 6–8 weeks. Not because CP changes that quickly in absolute terms, but because your training block should be changing your fatigued CP, and the only way to see that is to test regularly and compare the fresh number to what your files show in hour three.

Race below CP on purpose. This is why our race targets are set where they are — gravel 100+ miles at 65–75% of CP, IRONMAN bike 68–76%, 70.3 bike 78–84%, Olympic bike 85–95%. Those aren't conservative for the sake of it. A 70.3 ridden at 82% of fresh CP is being ridden at something closer to 87–88% of your CP by T2 if your threshold has drifted 6%. Pace off the athlete who'll be there at the end, not the one who started.

Measure your own durability. You already have the data.

Two numbers from your long sessions, tracked over a block:

  1. Heart-rate drift at fixed Z1 output. Pick a Z1 power or pace. Compare average HR in hour 1 to hour 3. A few beats is physiology. HR migrating into your Z2 range while output stays Z1 is decoupling — and the rate at which it happens is your personal durability index. Watch it shrink over eight weeks.
  2. Fatigued CP proxy. At the end of a 3-hour Z1 ride, hold 20 minutes at the highest power you can sustain. Fresh, you'd expect that to sit around 95% of CP. Fatigued, the amateur cyclists in the Barsumyan study averaged ~90% — some far lower. Your number, and how it changes, tells you more about your IRONMAN than your fresh CP does.

Put quality at the end, not the start.

Fresh intervals raise your ceiling. Intervals on tired legs raise what's left of your ceiling at hour three — which is the one that races. In an ECHO build, one long session per week is structured this way: 2–3 hours of Z1 (Aerobic Endurance), fully fuelled, and only then 3–4 × 8 minutes at Z2 (Endurance Tempo, roughly 80–85% CP or race effort). Not Z3. The research says the fade is intensity-dependent, so we're deliberately training the race-intensity domain under fatigue, not blowing the session up with threshold work you'd never touch in a long race anyway.

Fuel the session or you're measuring glycogen, not fitness.

The review is explicit: carbohydrate intake during prolonged exercise modulates durability. A long ride done on water will show a large fade — but you've learned nothing about your physiology, only about your fuel tank. So the durability session is fed: 30–60 g carbs per hour for Z1 over 90 minutes, 60–90 g/hr from a glucose:fructose mix for long Z2 and race simulations, and in heat 500–1,000 mg sodium and 700–1,000 ml fluid per hour with carbs never dropping. We covered the physiology in Working Theory 03; the protocols by distance live in the Fueling Library.

Lift. Twice a week. Year-round.

The Zanini RCT is the strongest interventional evidence we have that something other than more miles improves durability. Ten weeks of strength training protected running economy through 90 minutes of hard running and dramatically improved the fatigued finishing effort. This is why strength isn't an off-season add-on in ANC programming; it's structural. Two sessions, heavy enough to matter, kept in through race season at reduced volume.

Where this sits in the House.

In the ANC House model — foundation → specificity → sustainable fitness → VO₂max ceiling — durability lives in the foundation and sustainable-fitness layers. A weak layer caps everything above it. You can build a spectacular VO₂max roof on a foundation that crumbles at hour two, and you will watch athletes with smaller engines run past you at kilometre 30. Aerobic first, always. Repeatable before harder. The durability literature is, in effect, a five-year peer-reviewed argument for those two pillars.

BOTTOM LINE

The ANC Bottom Line

The claim is half right. Raising your threshold and VO₂max does make you faster — fresh. But long-course racing is decided by how much of that fitness survives to the last 10%, and the research is now clear that durability is a separate, measurable, trainable quality that fresh testing can't see and that fresh fitness doesn't predict.

So at ANC: we test CP and CS every 6–8 weeks and treat the fresh number as a reference, not a race target. We set race power below CP by distance. We put race-intensity work at the end of long, fully fuelled sessions. We track HR drift and fatigued 20-minute power as first-class metrics. And we keep strength training in the plan all year.

Your test result is a photograph of minute zero. Train the athlete who shows up at hour three.

CTA

Start with real zones

Test your Critical Power, Critical Speed and HR zones free — then track what they do at hour three.

Free Zone Testing → ECHO 1:1 Coaching

CITATIONS

References

  1. Maunder E, Seiler S, Mildenhall MJ, Kilding AE, Plews DJ. The importance of ‘durability’ in the physiological profiling of endurance athletes. Sports Med. 2021;51(8):1619–1628. doi:10.1007/s40279-021-01459-0 · PubMed 33886100
  2. Zanini M, Folland JP, Blagrove RC. The effect of 90 and 120 min of running on the determinants of endurance performance in well-trained male marathon runners. Scand J Med Sci Sports. 2025. doi:10.1111/sms.70076
  3. Hunter B, et al. Durability of parameters associated with endurance running in marathoners. Eur J Sport Sci. 2025. doi:10.1002/ejsc.70073 · PubMed 41128270
  4. Barsumyan A, Soost C, Shyla R, et al. Durability as an independent parameter of endurance performance in cycling. BMC Sports Sci Med Rehabil. 2025;17:192. doi:10.1186/s13102-025-01238-8 · PubMed 40640875
  5. Spragg J, Leo P, Swart J. The relationship between physiological characteristics and durability in male professional cyclists. Med Sci Sports Exerc. 2023;55(1):133–140. doi:10.1249/MSS.0000000000003024 · PubMed 35977108
  6. Is intensity the most important factor in determining the amount of prior work accumulated that affects cyclists’ acute durability? A systematic review. Eur J Appl Physiol. 2025. doi:10.1007/s00421-025-05885-0
  7. Hunter B, et al. Durability as an index of endurance exercise performance: methodological considerations. Exp Physiol. 2025. doi:10.1113/EP092120
  8. Spragg J, et al. The intensity rather than the quantity of prior work determines the subsequent downward shift in the power duration relationship in professional cyclists. Eur J Sport Sci. 2024. doi:10.1002/ejsc.12077
  9. Zanini M, Folland JP, Wu H, Blagrove RC. Strength training improves running economy durability and fatigued high-intensity performance in well-trained male runners: a randomized control trial. Med Sci Sports Exerc. 2025;57(7):1546–1558. doi:10.1249/MSS.0000000000003685 · PubMed 40016936

Race references: IRONMAN 70.3 World Championship, Nice, 12 Sept 2026 (TRI247 results report); Lauf Gravel Worlds, Lincoln NE, 22 Aug 2026 (Cyclingnews).

Working Theory Series

WT01 Heat acclimation · WT02 Sodium loading · WT03 The carb revolution · WT04 Zone 2 isn't magic · WT05 You don't have to train by power · WT06 Durability

Angela Naeth Coaching is a coaching team. We coach every athlete with StressLogic: Evaluate, Calibrate, Harmonize, Optimize, read week by week from your data and your life. Angela Naeth · 3× sub-9 IRONMAN champion · MPT · angelanaethcoaching.com

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