Kefiw

Archived noindex page. Kefiw's public focus is Property decision help.

Archived page

This older Kefiw page is kept for reference, marked noindex, and removed from the primary sitemap. The current Kefiw experience is focused on property decisions: cost, quotes, damage, buying, selling, owning, and packets.

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Where MET Estimates Break

Terrain, efficiency, temperature, and body composition all shift the real number.

MET tables are population averages in lab conditions — move outside those conditions and the estimate drifts fast.

MET values are averages of averages. The Compendium assumes flat ground, ambient temperature, and "typical" mechanical efficiency. Break any of those and the number on screen drifts. Here are the five biggest sources of MET estimation error.

Quick answer

MET tables are population averages in lab conditions — move outside those conditions and the estimate drifts fast.

What you are trying to do
Terrain, efficiency, temperature, and body composition all shift the real number.
Limit to remember
Treat this as a practical aid for the task, not a replacement for professional judgment.

Key points

  • Terrain: running with 5% grade adds roughly 0.3 MET per 1% grade above flat. The flat-running MET value understates trail effort significantly.
  • Mechanical efficiency: a trained cyclist puts more of their oxygen use into forward motion. At the same MET, they produce more useful work — MET overstates their wasted energy.
  • Body composition: MET formula uses total body weight; higher body-fat percentage means lower metabolically active tissue, and the formula slightly over-estimates.
  • Heat and altitude: thermoregulation and reduced oxygen both inflate MET at the same external workload. Altitude running at 8000 feet is effectively +10% MET.
  • Intensity steps: MET tables bucket activities (e.g., running 6 mph vs 7 mph). Pace between the buckets gets truncated — interpolate for accuracy.

Examples

  • Steep trail hike
    Flat-terrain MET table says 6. Add 1.2 MET for 4% average grade. Real MET ~7.2 — 20% more calories.
  • Elite cyclist vs. beginner · same 20 MET effort
    Both burn the same kcal at 20 MET. The elite delivers more watts and goes further. MET is metabolic work, not mechanical output.
  • Hot-weather run
    Same pace in 90°F adds 5-10% kcal to thermoregulation. Not captured in MET table.

When to use which tool

Related

Frequently asked questions

How accurate is MET overall? How-to

±15% vs. indirect calorimetry (gold standard) in controlled conditions. Field accuracy is worse — ±25% is typical once terrain and individual variation enter.

Does age affect MET?

Not the formula directly, but RMR drops ~2% per decade after 30. The 1-MET baseline is slightly inflated for older adults, making activity MET values slightly low.

How should I use this guide with a Kefiw tool? How-to

Use the guide as the plan and the linked Kefiw tool as the check. Read the steps first, try the move manually, then use the tool to compare outputs, catch edge cases, and decide whether the result actually fits your task.

What mistake do tool guides help avoid? Troubleshooting

Tool guides help avoid using a utility mechanically without understanding what you are trying to accomplish. Most word, writing, and text utilities are fast, but speed can hide context mistakes. Know whether you are solving a puzzle, cleaning copy, drafting a line, or checking a rule.

Can a tool guide help me learn the skill? How-to

A tool guide can help you learn if you pause before accepting the output and ask why it worked. Compare your first guess with the tool result, look for the rule or pattern, and repeat that review. Passive copying solves one task; active review builds the skill.