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: 23772client JS: 0runtime: edge

Overview

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

S₁ — Research Substance
Measurement-focused, scientific evidence
31%
7287 / 23772
N — Implementation Narrative
Policy narrative, target-setting, disclosure frameworks
78%
18495 / 23772
E — External Expectation
Outcome-focused, impact claims
61%
14390 / 23772
S₂ — Implementation Substance
Implementation process, scalability, industrial application
50%
11937 / 23772
W — Implementation Judgment
Industrial adoption, verification, validation
54%
12868 / 23772

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

S1 S2 mixed8005
unclassified6052
N heavy S2 weak5125
S1 heavy2265
S2 capable2089
unclassified236

Topic Comparison

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

Energy Transition

4076
S₁
28%
N
86%
E
57%
S₂
48%
W
46%

ESG

2434
S₁
34%
N
94%
E
77%
S₂
63%
W
89%

Carbon Pricing

1692
S₁
16%
N
74%
E
62%
S₂
35%
W
43%

CCUS

1678
S₁
25%
N
51%
E
46%
S₂
54%
W
41%

Other

1631
S₁
27%
N
64%
E
64%
S₂
48%
W
44%

Carbon Accounting

1583
S₁
55%
N
78%
E
63%
S₂
43%
W
53%

Renewable Energy

1377
S₁
32%
N
72%
E
59%
S₂
58%
W
43%

Policy

1274
S₁
22%
N
90%
E
61%
S₂
49%
W
44%

Hydrogen

1240
S₁
29%
N
67%
E
51%
S₂
52%
W
50%

Climate Finance

1094
S₁
23%
N
69%
E
51%
S₂
30%
W
46%