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: 30706client JS: 0runtime: edge

Overview

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

S₁ — Research Substance
Measurement-focused, scientific evidence
32%
9778 / 30706
N — Implementation Narrative
Policy narrative, target-setting, disclosure frameworks
82%
25074 / 30706
E — External Expectation
Outcome-focused, impact claims
61%
18796 / 30706
S₂ — Implementation Substance
Implementation process, scalability, industrial application
51%
15607 / 30706
W — Implementation Judgment
Industrial adoption, verification, validation
56%
17269 / 30706

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 mixed10656
unclassified7303
N heavy S2 weak6844
S1 heavy2963
S2 capable2703
unclassified237

Topic Comparison

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

Energy Transition

5698
S₁
30%
N
89%
E
59%
S₂
49%
W
50%

ESG

3017
S₁
34%
N
94%
E
77%
S₂
61%
W
89%

CCUS

2218
S₁
26%
N
60%
E
48%
S₂
57%
W
46%

Carbon Pricing

2189
S₁
16%
N
79%
E
62%
S₂
38%
W
45%

Carbon Accounting

2002
S₁
56%
N
81%
E
63%
S₂
43%
W
56%

Other

1817
S₁
28%
N
66%
E
65%
S₂
48%
W
45%

Renewable Energy

1686
S₁
33%
N
76%
E
60%
S₂
60%
W
46%

Policy

1629
S₁
23%
N
92%
E
61%
S₂
49%
W
45%

Hydrogen

1583
S₁
30%
N
72%
E
50%
S₂
50%
W
55%

Climate Finance

1514
S₁
24%
N
77%
E
52%
S₂
32%
W
48%