Concept

Power Law and Entropy

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Power Law and Entropy

A unified management frame from Matt MacInnis (CPO at Rippling) combining two physical principles to explain why sustained intensity is structurally required in competitive product organisations.

Power law distributions

Power law distributions govern outcomes across many domains: wealth concentration, city populations, athletic performance. The relationship between effort/quality and reward is not linear — it is exponential. If you build something to the 80th or 90th percentile, the Y axis (reward, outcome, market position) has barely moved. The inflection point comes only at the extreme right of the X axis. The top 5–10% of effort does not get 5–10% more reward; it gets an order-of-magnitude more.

The management implication: if a team drops from the 99th percentile of intensity to the 80th, the revenue, market position, and outcome differential is not 20% worse — it is dramatically worse. Any relaxation of the system forfeits disproportionate reward.

Entropy

The second law of thermodynamics: systems tend toward disorder unless energy is injected. Entropy explains why codebases degrade, processes calcify, team culture drifts toward local comfort over company outcomes. No one chooses this; it is the natural direction of any system without active maintenance.

Applied to organisations: teams will always — without conscious resistance from leadership — optimise for local comfort. The executive’s job is to fight entropy continuously. Not because individual team members are lazy, but because entropy is the default.

The combined frame

Every concentric circle of management beyond the founder-CEO has the potential to be an order-of-magnitude drop in intensity. A two-layer drop of two orders of magnitude produces dysfunction — the entropy signal has been absorbed before reaching the people doing the work. The implication for executives: do not buffer people from the founder’s intensity; mirror it. Amplify it where possible.

MacInnis’s application at Rippling: public feedback channels on every product, personal review of every factory-inspection Loom before shipping, escalations treated as gifts rather than interruptions, deliberate understaffing so that there is always a sense of productive constraint.