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: 23003client 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%
7049 / 23003
N — Implementation Narrative
Policy narrative, target-setting, disclosure frameworks
77%
17784 / 23003
E — External Expectation
Outcome-focused, impact claims
60%
13876 / 23003
S₂ — Implementation Substance
Implementation process, scalability, industrial application
50%
11496 / 23003
W — Implementation Judgment
Industrial adoption, verification, validation
54%
12420 / 23003

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 mixed7699
unclassified5915
N heavy S2 weak4938
S1 heavy2195
S2 capable2020
unclassified236

Topic Comparison

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

Energy Transition

3857
S₁
28%
N
86%
E
56%
S₂
48%
W
46%

ESG

2360
S₁
35%
N
93%
E
77%
S₂
62%
W
89%

Carbon Pricing

1645
S₁
16%
N
74%
E
62%
S₂
35%
W
43%

CCUS

1632
S₁
25%
N
51%
E
45%
S₂
53%
W
41%

Other

1604
S₁
27%
N
64%
E
65%
S₂
48%
W
44%

Carbon Accounting

1549
S₁
55%
N
78%
E
63%
S₂
43%
W
53%

Renewable Energy

1348
S₁
32%
N
71%
E
58%
S₂
58%
W
43%

Policy

1218
S₁
22%
N
89%
E
61%
S₂
49%
W
44%

Hydrogen

1207
S₁
29%
N
66%
E
51%
S₂
52%
W
50%

Climate Finance

1056
S₁
23%
N
68%
E
51%
S₂
30%
W
46%