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: 37113client 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%
12398 / 37113
N — Implementation Narrative
Policy narrative, target-setting, disclosure frameworks
84%
31357 / 37113
E — External Expectation
Outcome-focused, impact claims
62%
22853 / 37113
S₂ — Implementation Substance
Implementation process, scalability, industrial application
52%
19241 / 37113
W — Implementation Judgment
Industrial adoption, verification, validation
59%
21901 / 37113

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 mixed13068
unclassified8399
N heavy S2 weak8266
S1 heavy3675
S2 capable3468
unclassified237

Topic Comparison

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

Energy Transition

6957
S₁
32%
N
91%
E
60%
S₂
50%
W
53%

ESG

3503
S₁
34%
N
95%
E
77%
S₂
61%
W
89%

CCUS

2836
S₁
28%
N
68%
E
50%
S₂
59%
W
51%

Carbon Pricing

2738
S₁
19%
N
82%
E
61%
S₂
38%
W
46%

Carbon Accounting

2474
S₁
57%
N
84%
E
63%
S₂
44%
W
61%

Renewable Energy

1984
S₁
34%
N
79%
E
59%
S₂
62%
W
49%

Climate Finance

1944
S₁
25%
N
82%
E
54%
S₂
34%
W
51%

Hydrogen

1918
S₁
32%
N
77%
E
50%
S₂
51%
W
59%

Other

1913
S₁
28%
N
68%
E
66%
S₂
47%
W
46%

Policy

1868
S₁
25%
N
93%
E
62%
S₂
52%
W
46%