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GL Framework · Structural Friction Analysis

GDP counted it.
Nobody received it.
That's Ghost GDP.

Rework, waiting, re-filing, corrections — these activities register as economic output but deliver no real value. The GL Framework measures exactly how much of a process's intended value is absorbed by structural friction.

GL = (Fs × Vn) / (Pd × Cf)
Ghost GDP % = friction cost / total process cost
When GL < 1 → Ghost GDP is forming
The Problem
Output that reaches no one

Standard economic measurement counts activity — not delivery. Every hour spent re-filing a rejected application, waiting on hold, correcting a system error, or navigating an unclear form is counted as productive output. But none of it reached the person who needed it.

This is Ghost GDP: economic activity that appears in the numerator of productivity calculations while functioning as pure denominator cost for the people experiencing it.

The GL Connection
The same formula detects both

The GL Framework was designed to measure structural friction in governance and enterprise systems. Its denominator — Pd × Cf (Pain Duration × Cognitive Friction) — is precisely the component that generates Ghost GDP.

Ghost GDP % = (Pd × Cf) / [(Fs × Vn) + (Pd × Cf)]
When GL is low, this ratio is high. The same friction that collapses GL inflates Ghost GDP.
Calculator

What is your Ghost GDP %?

GL Formula Inputs
Enter values for your policy, process, or administrative system
Fs · Flow Success Rate
% of cases that complete without rework or rejection (0–1). E.g. 0.65 = 65% success rate.
Vn · Strategic Value
Importance of this process to your core mission (0–10). E.g. 8.0 = high strategic value.
Pd · Pain Duration (hours)
Average staff or citizen hours spent on exceptions, corrections, and waiting per case.
Cf · Cognitive Friction
Complexity and judgment required (1–10). E.g. 3.0 = moderate; 6.0 = high; 9.0 = expert-level.
Optional — for dollar cost estimate
Hourly cost ($/hr)
Average loaded cost per staff hour. Leave at 0 to skip cost estimate.
Cases per month
Monthly transaction or case volume for this process.
GL Score
—
Ghost GDP %
—
of process cost produces no real value
Friction absorbing
—
of intended value lost to denominator
Monthly Ghost Cost
—
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The Physics of Governance
GDP Measured Production. GL Will Measure Legitimacy.
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