· 3 min read

Less Data, More Insight: Monitoring Athlete Response

Less Data, More Insight: Monitoring Athlete Response

In the world of high-performance sport, especially elite football, there’s more data than ever before.

GPS metrics, heart rate variability, jump heights, player load scores, and more.

But here's the problem: more data doesn’t mean better decisions.

Despite advances in technology, most teams still struggle to answer a critical question:

“How is the athlete actually responding to training?”

A new paper (1) by Martin Buchheit offers a refreshingly simple and powerful solution: a quadrant-based model that maps your tools to the right purpose.

Let’s break it down.

The Problem: Load ≠ Response

Most monitoring systems focus almost entirely on external load, or what the athlete does:

However, what is often missing is how the athlete responds to that load.
Did they adapt? Are they fatigued? Are they improving?

The 4 Quadrants Every Coach Needs to Monitor

Buchheit introduces a framework built on two simple axes:

  1. Input vs. Output
    • Load = the work done
    • Response = how the body reacts
  2. Metabolic vs. Neuromuscular Systems
    • Metabolic = cardiovascular, energy system
    • Neuromuscular = muscle, tendon, movement strain

Together, they create 4 quadrants you should monitor:

Load (Input)Response / Adaptation (Output)
Metabolic SystemHR, lactate, sRPE-breathSubmax HR, HRV, aerobic fitness tests
Neuromuscular SystemGPS, accelerometers, sRPE-neuroJump tests, soreness scores, CK, isometrics

Why GPS (or LPS) Alone Isn’t Enough

GPS and LPS for indoor sports is the darling of modern team sports, but it’s often misunderstood.

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While GPS and LPS have value, relying on them alone ignores what really matters: physiological strain and adaptation.

The Forgotten Tools: HR and sRPE

Heart rate monitoring was once a staple of sport science.

Now it’s often left behind in favor of shinier toys.

But HR is still one of the most practical ways to monitor metabolic load, especially when combined with RPE or submax testing.

Likewise, differential RPE (e.g., breathlessness vs. muscular strain) is a simple yet underutilized method for understanding session demands.

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sRPE is cheap, athlete-friendly, and useful if you take the time to explain and educate.

Minimum Monitoring Setup

Here’s a practical, cost-effective monitoring system that hits all four quadrants:

Metabolic Load

Neuromuscular Load

Metabolic Adaptation

Neuromuscular Adaptation

Context and Compliance

The most effective monitoring system is the one that you can actually implement.

As Buchheit notes: “This is no longer about missing tools—it’s about missing structure and physiological common sense.”

Coach's Takeaways

Reference

  1. Buchheit, M., & Hader, K. (2025). A quadrant-based model for monitoring elite footballers. Sports Performance & Science Reports, 258, 1–14.

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