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: 30942client 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%
9881 / 30942
N — Implementation Narrative
Policy narrative, target-setting, disclosure frameworks
82%
25304 / 30942
E — External Expectation
Outcome-focused, impact claims
61%
18945 / 30942
S₂ — Implementation Substance
Implementation process, scalability, industrial application
51%
15716 / 30942
W — Implementation Judgment
Industrial adoption, verification, validation
56%
17431 / 30942

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 mixed10755
unclassified7336
N heavy S2 weak6903
S1 heavy2989
S2 capable2722
unclassified237

Topic Comparison

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

Energy Transition

5759
S₁
30%
N
89%
E
59%
S₂
49%
W
50%

ESG

3028
S₁
34%
N
94%
E
77%
S₂
61%
W
89%

CCUS

2241
S₁
26%
N
61%
E
48%
S₂
57%
W
46%

Carbon Pricing

2204
S₁
17%
N
79%
E
62%
S₂
38%
W
45%

Carbon Accounting

2021
S₁
56%
N
81%
E
63%
S₂
43%
W
57%

Other

1819
S₁
28%
N
66%
E
65%
S₂
48%
W
45%

Renewable Energy

1701
S₁
33%
N
76%
E
60%
S₂
60%
W
46%

Policy

1641
S₁
23%
N
92%
E
61%
S₂
49%
W
44%

Hydrogen

1591
S₁
31%
N
72%
E
50%
S₂
50%
W
55%

Climate Finance

1523
S₁
24%
N
77%
E
52%
S₂
32%
W
48%