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Human to Logic Ratio

Arco's primary market selection metric — the proportion of a business's gross margin consumed by human labour costs, used to identify industries where the Operational Arbitrage available to an autonomous competitor is structurally large.

Extended Definition

The Human-to-Logic Ratio measures how much of a market's value creation depends on human coordination rather than deterministic logic. In a high Human-to-Logic market, the incumbent's cost structure is dominated by wages, management overhead, and the coordination infrastructure required to keep human workers aligned. In a low Human-to-Logic market, technology or capital is already the primary cost driver, which means the arbitrage available to an autonomous competitor is smaller and the structural advantage harder to sustain.

  • Operational Arbitrage — The Human-to-Logic Ratio is the primary input to Operational Arbitrage: a ratio above 60% of gross margin in human labour costs confirms the arbitrage is structurally large enough to justify an autonomous build.
  • Operational Drag — Operational Drag is the internal expression of a high Human-to-Logic Ratio: the non-revenue-generating work that consumes capacity because the business's logic is implemented in people rather than systems.
  • Coordination Tax — The Coordination Tax is the overhead component of the Human-to-Logic Ratio: the alignment cost that accumulates when human labour is the primary operational unit.
  • Proven Market — A Proven Market with a structurally high Human-to-Logic Ratio is Arco's target: stable demand and significant coordination overhead confirm that the arbitrage is both available and durable.

Articles

References

  • Lexicon — canonical definition
  • Wiki — extended entry

Metadata

First used: 2026-03-19
Pillar: How We Think


Part of the Arco Lexicon Ecosystem — maintained by Arco Venture Studio