Race-specific training

A runner experiencing Training Stress

𝐑𝐚𝐜𝐞-𝐒𝐩𝐞𝐜𝐢𝐟𝐢𝐜 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠

Stress Balance, based on your stress scores, includes both intensity and duration, but it doesn’t provide any insight into the distribution of running intensities in your training.

A longer run at a lower intensity can produce the same stress score as a shorter run at a higher intensity.

Yet intensity is important, as the adaptations from higher intensities may be quite different than those from lower intensities.

And you may want to match those adaptations to your goal race – training for a marathon may have a different mix of intensities than training for a 5k.

𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐈𝐧𝐭𝐞𝐧𝐬𝐢𝐭𝐲 𝐃𝐢𝐬𝐭𝐫𝐢𝐛𝐮𝐭𝐢𝐨𝐧 (𝐓𝐈𝐃)

A TID chart groups your time spent at each intensity into 3 or more groups, then displays the result as a stacked bar chart, with each stacked bar representing a week of training.

When Running with Power, the groups are typically ranges based on percentages of your Threshold Power. This ensures that when your Threshold Power changes, your adjusted intensities are still relative to what you’re capable of (and it means you don’t need to adjust the chart).

You can produce the chart for completed workouts to check the mix that you ran. Or you can produce the chart for planned workouts, to adjust the mix you’re planning to run, using planned stress scores).

The TID chart is the third key metric for monitoring your training (along with Stress Balance and Ramp Rate).

𝑺𝒉𝒐𝒖𝒍𝒅𝒏’𝒕 𝒚𝒐𝒖 𝒃𝒆 𝑹𝒖𝒏𝒏𝒊𝒏𝒈 𝒘𝒊𝒕𝒉 𝑷𝒐𝒘𝒆𝒓?

Questions?
📖 Getting Started

Race-specific training

The danger of ramping up too quickly

A runner experiencing Training Stress

𝐓𝐡𝐞 𝐝𝐚𝐧𝐠𝐞𝐫 𝐨𝐟 𝐫𝐚𝐦𝐩𝐢𝐧𝐠 𝐮𝐩 𝐭𝐨𝐨 𝐪𝐮𝐢𝐜𝐤𝐥𝐲

Training stresses your body, encouraging it to adapt.

But it’s a balance. Stress the body too little, and it will not adapt; stress it too much or too quickly, and it will break down instead of adapting; stress the body correctly, and sustained long-term improvements are possible.

And the stresses are cumulative – as you continue to train, you continue to encourage adaptations.

Your training load is the sum of these cumulative stresses. Monitoring your training load helps ensure your training is productive, and that you minimise injury risk.

𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐋𝐨𝐚𝐝 𝐦𝐞𝐭𝐫𝐢𝐜𝐬

Your Stress Balance indicates whether your training is productive, with a negative (but not too negative) score indicating productive training.

Your Ramp Rate shows if you may be adding training load too quickly, replacing ‘the 10% rule’ with a metric based on your training volume and intensity.

𝐑𝐚𝐦𝐩 𝐑𝐚𝐭𝐞

Ramp Rate is the week-on-week difference in your Chronic Training Load or your 42-day weighted average (depending on which set of metrics you’re using).

Why week-on-week? Because Long Runs will tend to impact your training load more than shorter interval sessions or easy/recovery runs.

Using a week-on-week calculation will ‘smooth out’ any fluctuations caused by your workout mix while still producing a useful metric.

𝑺𝒉𝒐𝒖𝒍𝒅𝒏’𝒕 𝒚𝒐𝒖 𝒃𝒆 𝑹𝒖𝒏𝒏𝒊𝒏𝒈 𝒘𝒊𝒕𝒉 𝑷𝒐𝒘𝒆𝒓?

Questions?
📖 Getting Started

For more about Ramp Rate, see Training Load Progression in the Facebook group Palladino Power Project.

The danger of ramping up too quickly

Achieving a Stress Balance

A runner experiencing Training Stress

𝐀𝐜𝐡𝐢𝐞𝐯𝐢𝐧𝐠 𝐚 𝐒𝐭𝐫𝐞𝐬𝐬 𝐁𝐚𝐥𝐚𝐧𝐜𝐞

Stress Scores, calculated for each workout, represent each workout’s metabolic stress – its impact on your body.

You can use these scores to model the shorter-term and longer-term impacts from each workout.

Combining these, you can obtain a Stress Balance, indicating whether your training is ‘productive’.

𝐏𝐫𝐨𝐝𝐮𝐜𝐭𝐢𝐯𝐞 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠

How does your Stress Balance help ensure your training is productive?

Your stress balance is the difference between the longer-term impacts and the shorter-term impacts:
🔹 A very positive balance indicates detraining or a lack of any meaningful training.
🔹 A positive balance may indicate tapering or a missed workout.
🔹 A negative balance indicates productive training – enough stress to encourage adaptations, but not so much that there is a greater risk of injury or over-training.
🔹 A very negative balance may indicate over-training, with a greater risk of injury.

𝐇𝐨𝐰 𝐚𝐜𝐜𝐮𝐫𝐚𝐭𝐞 𝐢𝐬 𝐲𝐨𝐮𝐫 𝐒𝐭𝐫𝐞𝐬𝐬 𝐁𝐚𝐥𝐚𝐧𝐜𝐞?

You can use your stress balance to monitor your training, but be aware that:
🔹 You need 80+ days of workout data for your stress balance to be accurate (because of the way the model works)
🔹 You should track your scores and compare them to how you actually feel to build your experience of what your stress balance represents (for you)

Nevertheless, your stress balance is a useful way to monitor whether your training is productive.

𝑺𝒉𝒐𝒖𝒍𝒅𝒏’𝒕 𝒚𝒐𝒖 𝒃𝒆 𝑹𝒖𝒏𝒏𝒊𝒏𝒈 𝒘𝒊𝒕𝒉 𝑷𝒐𝒘𝒆𝒓?

Questions?
📖 Getting Started

Training Stress – a two-sided coin!

A runner experiencing Training Stress

𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐒𝐭𝐫𝐞𝐬𝐬 – 𝐚 𝐭𝐰𝐨-𝐬𝐢𝐝𝐞𝐝 𝐜𝐨𝐢𝐧!

On one side of the coin, the reason you’re training – improving your performance, your fitness, your speed, your ability to run further for longer.

One the other, the impact of your workouts – fatigue, muscle soreness, dehydration, injury risk … the list could go on.

Can a single Stress Score be used to model the changes in your performance ability:
🔹 in the shorter-term, from stress to which your body has not yet adapted?
🔹 in the longer-term, from stress to which your body may have adapted?

𝐓𝐡𝐞 𝐑𝐞𝐬𝐞𝐚𝐫𝐜𝐡

Research into the effects of training stress has resulted in various models:
✅ Rowbottom proposed a Stimulus, Fatigue, Recovery, Adaptation model, sometimes referred to as the supercompensation model
✅ Banister proposed an Impulse-Response model, popularised in the TRIMP metric based on Heart Rate measurements
✅ Allen, Coggan and McGregor adapted the Impulse-Response model for use with power, encapsulating it in the Performance Manager model.

𝐓𝐡𝐞 𝐏𝐞𝐫𝐟𝐨𝐫𝐦𝐚𝐧𝐜𝐞 𝐌𝐚𝐧𝐚𝐠𝐞𝐫 𝐦𝐨𝐝𝐞𝐥

The model has the following components:

  1. A Training Stress Score (TSS)
  2. A Chronic Training Load (CTL), modelling longer-term adaptations
  3. An Acute Training Load (ATL), modelling shorter-term impacts
  4. A Training Stress Balance, indicating whether your training is ‘productive’

The Performance Manager model uses 𝑦𝑜𝑢𝑟 Stress Scores (per workout) to calculate personal training metrics that indicate whether 𝑦𝑜𝑢𝑟 training is productive – not too much, not too little, just right for you.

𝑺𝒉𝒐𝒖𝒍𝒅𝒏’𝒕 𝒚𝒐𝒖 𝒃𝒆 𝑹𝒖𝒏𝒏𝒊𝒏𝒈 𝒘𝒊𝒕𝒉 𝑷𝒐𝒘𝒆𝒓?

Questions?
📖 Getting Started

For more information on the models, see:
🔹 Rowbottom, D.J., (2000), in Garrett, W.E., Kirkendall, D.T., (eds.). Periodization of Training. Philadelphia: Lippincott Williams & Wilkins.
🔹 Calvert, T.W., Banister, E.W., Savage, M.V., Bach, T., (1976) A Systems Model of the Effects of Training on Physical Performance
🔹 Allen, H., Coggan, A. & McGregor, S. (2019) Training+Racing with a Power Meter, 3rd Edition (pp. 158-160). Boulder: Velopress.
🔹 The Science of the TrainingPeaks Performance Manager on the TrainingPeaks website

Training Stress – a two-sided coin!

How do you handle training stress?

A runner experiencing Training Stress

𝐇𝐨𝐰 𝐝𝐨 𝐲𝐨𝐮 𝐡𝐚𝐧𝐝𝐥𝐞 𝐭𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐬𝐭𝐫𝐞𝐬𝐬?

Let’s face it, training is stressful.

It’s easy to overdo it, leading to injury and time spent recovering (rather than training).

But if you’re training for an event, a little stress is a necessity.

It’s a balance. Stress your body too little, and it will not adapt; stress it too much or too quickly, and it will break down instead of adapting; stress your body correctly, and sustained long-term improvements are possible.

𝐒𝐭𝐫𝐞𝐬𝐬 𝐒𝐜𝐨𝐫𝐞𝐬

Want to know how stressful your workout was? Calculate its Stress Score.

Stress Scores combine ‘how hard?’ and ‘how long?’

They represent the workout’s metabolic stress – its impact on your body.

𝐒𝐭𝐫𝐞𝐬𝐬 𝐒𝐜𝐨𝐫𝐞𝐬 𝐚𝐫𝐞 𝐫𝐞𝐥𝐚𝐭𝐢𝐯𝐞 𝐭𝐨 𝐲𝐨𝐮𝐫 𝐓𝐡𝐫𝐞𝐬𝐡𝐨𝐥𝐝 𝐏𝐨𝐰𝐞𝐫

A one-hour run at Threshold Power produces a score of 100.

Why?

Scoring relative to your Threshold Power means Stress Scores:
✅ match improvements in your fitness. As you become fitter, you can run the same workouts with less relative stress; or you can handle harder workouts for the same relative stress.
✅ match individual capabilities. If our thresholds are different and we run a workout together, your stress score for the workout will differ from my stress score for the same workout, reflecting our individual capabilities.

Stress Scores are the foundation for metrics you can use to monitor your training stress.

𝑺𝒉𝒐𝒖𝒍𝒅𝒏’𝒕 𝒚𝒐𝒖 𝒃𝒆 𝑹𝒖𝒏𝒏𝒊𝒏𝒈 𝒘𝒊𝒕𝒉 𝑷𝒐𝒘𝒆𝒓?

Questions?
📖 Getting Started

For more information on Stress Scores, see:
🔹 What is TSS? on the TrainingPeaks website
🔹 Running Stress Score (RSS) on the Stryd website

How do you handle training stress?

What happens to power as you extend duration?

A Power-Duration Curve (with accompanying Mean-Max Power curve)
A Power-Duration Curve (with accompanying Mean-Max Power curve)

𝐖𝐡𝐚𝐭 𝐡𝐚𝐩𝐩𝐞𝐧𝐬 𝐭𝐨 𝐩𝐨𝐰𝐞𝐫 𝐚𝐬 𝐲𝐨𝐮 𝐞𝐱𝐭𝐞𝐧𝐝 𝐝𝐮𝐫𝐚𝐭𝐢𝐨𝐧?

There’s an inverse relationship between power and duration: the higher your power (your effort), the shorter the duration you can sustain it; the lower your power, the longer you can sustain it.

You can chart this relationship. The result is a curve showing your Mean-Max Power (MMP) – the power you can sustain for each duration.

You can use your MMP to obtain your Power-Duration Curve (PDC), a modelled relationship between power and duration based on your completed workouts.

The picture accompanying this post shows a typical PDC (with accompanying MMP).

It’s usually charted using a logarithmic duration scale – which expands the left side of the curve and compresses the right side, revealing that the PDC is actually two separate curves.

𝐘𝐨𝐮𝐫 𝐏𝐃𝐂 𝐢𝐬 𝐫𝐞𝐚𝐥𝐥𝐲 𝐚 𝐟𝐚𝐭𝐢𝐠𝐮𝐞-𝐫𝐞𝐬𝐢𝐬𝐭𝐚𝐧𝐜𝐞 𝐜𝐮𝐫𝐯𝐞

Your ability to resist fatigue has two components – a fast component and a slow component.

Both elements of fatigue are always present, but the fast element of fatigue dominates at higher intensities, and the slow element dominates at lower intensities.

While both elements are always present, researchers have been able to separate and model each component, finding that:
🔹 you can model the fast component of fatigue using a hyperbolic curve
🔹 you can model the slow component of fatigue using an exponential curve

The next couple of posts will explore the two different parts of the PDC.

𝑺𝒉𝒐𝒖𝒍𝒅𝒏’𝒕 𝒚𝒐𝒖 𝒃𝒆 𝑹𝒖𝒏𝒏𝒊𝒏𝒈 𝒘𝒊𝒕𝒉 𝑷𝒐𝒘𝒆𝒓?

Questions?
📖 Getting Started

From its first introduction in ‘Training and Racing with a Power Meter’ (Allen, H., Coggan, A. & McGregor, S.) in 2006, and its subsequent incorporation into WKO4 in 2015, the PDC has become the standard for modelling your power over all time periods. For more information on the PDC as implemented in WKO, see ‘Scientific Basis of the New Power Duration Model in WKO4‘.

What happens to power as you extend duration?

Do running power meters produce meaningful numbers?

Picture of a runner looking at their mobile and running watch

𝐃𝐨 𝐫𝐮𝐧𝐧𝐢𝐧𝐠 𝐩𝐨𝐰𝐞𝐫 𝐦𝐞𝐭𝐞𝐫𝐬 𝐩𝐫𝐨𝐝𝐮𝐜𝐞 𝐦𝐞𝐚𝐧𝐢𝐧𝐠𝐟𝐮𝐥 𝐧𝐮𝐦𝐛𝐞𝐫𝐬?

Running power meters provide numbers showing how hard you’re working when you run – your effort.

𝐀𝐫𝐞 𝐭𝐡𝐞𝐲 𝐫𝐞𝐚𝐥𝐥𝐲 𝐦𝐞𝐚𝐬𝐮𝐫𝐢𝐧𝐠 𝐲𝐨𝐮𝐫 𝐞𝐟𝐟𝐨𝐫𝐭?

No.

Running power meters provide numbers that 𝑟𝑒𝑝𝑟𝑒𝑠𝑒𝑛𝑡 your effort.

𝐃𝐨𝐞𝐬 𝐭𝐡𝐚𝐭 𝐦𝐞𝐚𝐧 𝐫𝐮𝐧𝐧𝐢𝐧𝐠 𝐩𝐨𝐰𝐞𝐫 𝐦𝐞𝐭𝐞𝐫𝐬 𝐚𝐫𝐞 𝐩𝐨𝐢𝐧𝐭𝐥𝐞𝐬𝐬?

No.

Running power meters provide usable information … as long as the power numbers are repeatable and valid:
🔹 Repeatable? The same effort under the same conditions gives the same result.
🔹 Valid? The numbers are highly correlated to an existing ‘gold standard’.

At least 10 independent studies have tested the Stryd footpod, finding that the footpod produces repeatable numbers that are highly correlated with O2 consumption (a gold standard for measuring exercise energy consumption).

Wrist-based power has not been independently validated. However, I ran my own (N=1) study during 2024 and 2025, comparing wrist-based power from Garmin, Coros and Apple to power numbers from a Stryd footpod. I found they produce repeatable numbers that, for recreational runners, are correlated to the Stryd footpod.

𝐒𝐨 𝐫𝐮𝐧𝐧𝐢𝐧𝐠 𝐩𝐨𝐰𝐞𝐫 𝐦𝐞𝐭𝐞𝐫𝐬 𝐚𝐫𝐞𝐧’𝐭 𝐩𝐨𝐢𝐧𝐭𝐥𝐞𝐬𝐬?

Far from it.

You can use running power numbers to measure your effort when you run.

And once you can measure your effort, that’s when the real magic begins.

𝑺𝒉𝒐𝒖𝒍𝒅𝒏’𝒕 𝒚𝒐𝒖 𝒃𝒆 𝑹𝒖𝒏𝒏𝒊𝒏𝒈 𝒘𝒊𝒕𝒉 𝑷𝒐𝒘𝒆𝒓?

Questions?
📖 Getting Started

For more information on independent testing of the Stryd footpod, see Steve Palladino’s article Stryd Power and VO2
For more information on my N=1 study into wrist-based power, see Running with Power – 2G+AW+COROS

Do running power meters produce meaningful numbers?

What is a Power Meter?

Picture of a runner looking at their mobile and running watch

𝐖𝐡𝐚𝐭 𝐢𝐬 𝐚 𝐏𝐨𝐰𝐞𝐫 𝐌𝐞𝐭𝐞𝐫?

A Power Meter provides numbers representing how hard you’re working – your effort or running intensity.

Running power meters take readings from different sensors, then use an algorithm to produce a power number.

𝐖𝐡𝐲 𝐮𝐬𝐞 𝐚 𝐩𝐨𝐰𝐞𝐫 𝐦𝐞𝐭𝐞𝐫?

Running intensity is important when training, so that you can train using workouts of differing intensities, each aiming for different adaptations.

There are other measures of intensity runners can use, but running power overcomes some of the disadvantages of those other measures:

🔹 It’s objective, rather than subjective, providing a number that represents your effort – unlike perceived effort.

🔹 It matches changes in your effort, even when running hilly routes – unlike pace.

🔹 Changes in effort produce an immediate change in power and there’s no upward drifting towards the end of longer runs – unlike heart rate.

𝐃𝐨 𝐫𝐮𝐧𝐧𝐢𝐧𝐠 𝐩𝐨𝐰𝐞𝐫 𝐦𝐞𝐭𝐞𝐫𝐬 𝐫𝐞𝐚𝐥𝐥𝐲 𝐦𝐞𝐚𝐬𝐮𝐫𝐞 𝐦𝐲 𝐞𝐟𝐟𝐨𝐫𝐭?

No.

Running power meters provide numbers that 𝑟𝑒𝑝𝑟𝑒𝑠𝑒𝑛𝑡 your effort.

𝐃𝐨𝐞𝐬 𝐭𝐡𝐚𝐭 𝐦𝐞𝐚𝐧 𝐫𝐮𝐧𝐧𝐢𝐧𝐠 𝐩𝐨𝐰𝐞𝐫 𝐢𝐬 𝐦𝐞𝐚𝐧𝐢𝐧𝐠𝐥𝐞𝐬𝐬?

No, as long as the numbers are repeatable and valid (more on that in the next post), you can use them to measure your effort.

And once you can measure your effort, that’s when the real magic begins.

𝑺𝒉𝒐𝒖𝒍𝒅𝒏’𝒕 𝒚𝒐𝒖 𝒃𝒆 𝑹𝒖𝒏𝒏𝒊𝒏𝒈 𝒘𝒊𝒕𝒉 𝑷𝒐𝒘𝒆𝒓?

Questions?
📖 Getting Started

What’s the difference between …

Multiple runners sprinting - above Threshold Power
Multiple runners sprinting - above Threshold Power

𝐖𝐡𝐚𝐭’𝐬 𝐭𝐡𝐞 𝐝𝐢𝐟𝐟𝐞𝐫𝐞𝐧𝐜𝐞 𝐛𝐞𝐭𝐰𝐞𝐞𝐧 …

🔹 Threshold Power and VO2max?
🔹 Running Threshold Power and Threshold Power (or FTP) in other sports?

… 𝐭𝐡𝐫𝐞𝐬𝐡𝐨𝐥𝐝 𝐏𝐨𝐰𝐞𝐫 𝐯𝐬. 𝐕𝐎𝟐𝐦𝐚𝐱

VO2max is a measure of your body’s maximum aerobic capacity. Threshold power (or FTP) is the highest intensity you can maintain without rapidly fatiguing and needing to slow down or stop.

Think of VO2max as ‘the size of your engine’, and Threshold Power as ‘your highest cruising speed’. A bigger VO2max means you could go further and faster, but it doesn’t mean you’ll use that capacity effectively; a higher cruising speed means you can travel faster for a sustained period of time.

Both are important, but of the two, threshold power is considered more actionable, and a more direct and practical predictor of performance.

… 𝐫𝐮𝐧𝐧𝐢𝐧𝐠 𝐓𝐡𝐫𝐞𝐬𝐡𝐨𝐥𝐝 𝐏𝐨𝐰𝐞𝐫 𝐯𝐬. 𝐓𝐡𝐫𝐞𝐬𝐡𝐨𝐥𝐝 𝐏𝐨𝐰𝐞𝐫 𝐢𝐧 𝐨𝐭𝐡𝐞𝐫 𝐬𝐩𝐨𝐫𝐭𝐬

Your running threshold power is unrelated to your cycling or swimming (or rowing) threshold power, even if the numbers appear similar and even though they’re based on your physiology.

This is because different sports use different muscles and limb movements, have different elastic energy contributions (from your tendons being tensioned and released) and use different power meters.

You should calculate and track threshold power separately for each sport – don’t mix and match.

𝑺𝒉𝒐𝒖𝒍𝒅𝒏’𝒕 𝒚𝒐𝒖 𝒃𝒆 𝑹𝒖𝒏𝒏𝒊𝒏𝒈 𝒘𝒊𝒕𝒉 𝑷𝒐𝒘𝒆𝒓?

Questions?
📖 Getting Started

What’s the difference between …

Identifying your Threshold Power

Multiple runners sprinting - above Threshold Power
Multiple runners sprinting - above Threshold Power

𝐈𝐝𝐞𝐧𝐭𝐢𝐟𝐲𝐢𝐧𝐠 𝐲𝐨𝐮𝐫 𝐓𝐡𝐫𝐞𝐬𝐡𝐨𝐥𝐝 𝐏𝐨𝐰𝐞𝐫

Threshold Power is an important representation of your running fitness.

You can use it to track improvements as you train for an event.

Identifying Threshold Power uses specific test protocols. These rely on regular maximum effort runs, which you should include as part of your training.

𝐓𝐞𝐬𝐭 𝐩𝐫𝐨𝐭𝐨𝐜𝐨𝐥𝐬

The three most commonly used protocols are a Critical Power test (CP), modelled Functional Threshold Power (FTP) and Automatically calculated Critical Power (Auto-CP).

The three protocols differ but are similar in their approach and purpose – they:
🔹 use the results from two or more maximum effort runs at differing durations
🔹 identify a power level that’s close to (or within) your threshold

𝐌𝐚𝐱𝐢𝐦𝐮𝐦 𝐞𝐟𝐟𝐨𝐫𝐭 𝐫𝐮𝐧𝐬

The test protocols rely on maximum effort runs. These are runs at the highest effort you can maintain for a specific duration.

For example, your 3-minute maximum effort is the maximum power you can maintain for 3 minutes (elapsed).

𝐄𝐬𝐭𝐢𝐦𝐚𝐭𝐢𝐧𝐠 𝐲𝐨𝐮𝐫 𝐓𝐡𝐫𝐞𝐬𝐡𝐨𝐥𝐝 𝐏𝐨𝐰𝐞𝐫

There may be times when maximum effort runs won’t be possible, for example if you’re new to running, or you’re recovering from injury.

In which case, you can estimate your threshold power with easy runs, but you should only do this until you can complete maximum effort runs.

𝑺𝒉𝒐𝒖𝒍𝒅𝒏’𝒕 𝒚𝒐𝒖 𝒃𝒆 𝑹𝒖𝒏𝒏𝒊𝒏𝒈 𝒘𝒊𝒕𝒉 𝑷𝒐𝒘𝒆𝒓?

Questions?
📖 Getting Started

For more information on the CP, modelled FTP and Auto-CP protocols, please see A Compendium of CP and FTP Resources, part of the Palladino Article Library.

Identifying your Threshold Power