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: 36583client JS: 0runtime: edge

Overview

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

S₁ — Research Substance
Measurement-focused, scientific evidence
33%
12174 / 36583
N — Implementation Narrative
Policy narrative, target-setting, disclosure frameworks
84%
30835 / 36583
E — External Expectation
Outcome-focused, impact claims
62%
22512 / 36583
S₂ — Implementation Substance
Implementation process, scalability, industrial application
52%
18942 / 36583
W — Implementation Judgment
Industrial adoption, verification, validation
59%
21541 / 36583

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 mixed12871
unclassified8319
N heavy S2 weak8139
S1 heavy3607
S2 capable3410
unclassified237

Topic Comparison

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

Energy Transition

6850
S₁
32%
N
90%
E
60%
S₂
50%
W
52%

ESG

3464
S₁
34%
N
95%
E
77%
S₂
61%
W
89%

CCUS

2793
S₁
28%
N
68%
E
50%
S₂
59%
W
50%

Carbon Pricing

2682
S₁
19%
N
82%
E
61%
S₂
38%
W
46%

Carbon Accounting

2442
S₁
57%
N
84%
E
64%
S₂
44%
W
61%

Renewable Energy

1951
S₁
34%
N
79%
E
59%
S₂
61%
W
49%

Climate Finance

1916
S₁
25%
N
82%
E
54%
S₂
34%
W
51%

Other

1905
S₁
28%
N
68%
E
66%
S₂
47%
W
46%

Hydrogen

1896
S₁
31%
N
77%
E
50%
S₂
50%
W
59%

Policy

1842
S₁
24%
N
93%
E
62%
S₂
51%
W
46%