About the GCI

The Global Coherence Index (GCI) is a developing analytical framework that measures the gaps between what political leaders and institutions say, write, and do, weighted by verified benefit or harm to society and the planet. Built at the intersection of International Relations, discourse analysis, and systems theory, the GCI is designed to make political coherence measurable, comparable, and transparent.

The Science of Political Coherence

Political coherence is not a given, but it is measurable. The Global Coherence Index approaches coherence as a scientific variable, one that can be identified, coded, verified, and compared across actors, institutions, and time.

The framework is transdisciplinary by design, drawing from International Relations theory, natural language processing, systems thinking, data science analysis and more. In later phases, it will integrate existing global indices, computational tools, and quantum computing to produce a dynamic, real-time picture of coherence across the international system.

This is a laboratory in the truest sense: a space where methods are tested, refined, and built to last.

Currently in active development, the GCI is producing its first empirical case studies through discourse coherence analysis of political speeches across the American hemisphere.

What is Coherence?

Coherence in its simplest form is alignment. It’s the condition where what is said matches what is written, and what is written/said is congruently expressed in action.

In physics, coherence describes waves moving in phase. Synchronized, reinforcing, producing clarity rather than interference. The GCI borrows this logic and applies it to political systems. A coherent political actor is one whose discourse, policy commitments, and actions move in the same direction, toward the same goals, reinforcing rather than contradicting each other.

Incoherence, by contrast, is fragmentation. The systemic breakdown of alignment between intention, communication, and implementation.

It can be deliberate or structural, conscious or inherited. But regardless of its origin, it is measurable.

The Global Coherence Index starts by treating coherence as a variable, not a virtue. It does not ask whether a leader is good or bad. It asks whether what they say, write, and do aligns — and then in later analysis, whether that alignment serves or harms the world they govern according to scientific consensus.

Why Measure Coherence?

Incoherence between political discourse, policy, and action is a multidimensional threat to international security.

When international actors or leaders say one thing, write another, and do a third… institutions erode, trust collapses, and the systems designed to manage conflict and cooperation lose their foundation.

The Global Coherence Index exists to make that gap visible, measurable, and impossible to ignore.

Words Matter

Political discourse shapes policy, public trust, and international relations. What leaders say is data.

Gaps are Measurable

The distance between discourse, policy, and action can be systematically identified and compared.

Integrity is Essential

Coherence alone is not enough. The GCI weights alignment against scientific consensus on social and ecological benefit.

Accountability requires Evidence

The GCI methodology is open-access, versioned, and published with full documentation. Every piece of analysis is published with its full methodology, source citations, and raw data so findings can be verified, challenged, and built upon by collaborators.