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SNE-based observatory
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GX Research SNE Profile

This page visualizes the knowledge-production bias of the GX research corpus using the SNE framework. Instead of ranking papers, it shows whether the field is organized around research substance, implementation narratives, external expectations, implementation substance, or judgment formation.

The goal is not only to discover papers, but to observe how GX research is distributed across these axes — and where the field is thin relative to the demand for implementation.

published papers: 11816client JS: 0runtime: edge

Overview

Distribution across 5 SNE axes. % = share of published papers with each signal active.

S₁ — Research Substance
Measurement-focused, scientific evidence
27%
3165 / 11816
N — Implementation Narrative
Policy narrative, target-setting, disclosure frameworks
67%
7890 / 11816
E — External Expectation
Outcome-focused, impact claims
54%
6375 / 11816
S₂ — Implementation Substance
Implementation process, scalability, industrial application
44%
5216 / 11816
W — Implementation Judgment
Industrial adoption, verification, validation
48%
5667 / 11816

How to Read This

This dashboard does not rank papers. It maps where GX research concentrates its epistemic energy — measurement, narratives, expectations, implementation, or judgment.

The intention is not to explain the SNE theory first, but to let the data asymmetry speak — and then name what you see using the SNE framework.

Key observation: N (policy narrative) consistently appears at roughly 2× the rate of S₁ (measurement substance). This N-heavy, S₁-thin pattern is a predicted signature of the GX field under the SNE model.

SNE Profile Classification

unclassified3854
S1 S2 mixed3537
N heavy S2 weak2297
S1 heavy982
S2 capable910
unclassified236

Topic Comparison

SNE profile breakdown by top research topics. Each topic shows where its papers concentrate across the 5 axes.

Energy Transition

1871
S₁
23%
N
79%
E
49%
S₂
43%
W
39%

ESG

1293
S₁
35%
N
90%
E
73%
S₂
63%
W
87%

Carbon Pricing

1002
S₁
15%
N
63%
E
55%
S₂
33%
W
38%

CCUS

979
S₁
22%
N
39%
E
40%
S₂
42%
W
36%

Renewable Energy

758
S₁
30%
N
60%
E
56%
S₂
51%
W
39%

Hydrogen

727
S₁
29%
N
56%
E
53%
S₂
46%
W
50%

Climate Finance

715
S₁
22%
N
55%
E
44%
S₂
26%
W
41%

Other

694
S₁
23%
N
48%
E
52%
S₂
38%
W
34%

Policy

675
S₁
19%
N
82%
E
54%
S₂
45%
W
39%

Carbon Accounting

615
S₁
49%
N
65%
E
56%
S₂
42%
W
44%