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: 31226client 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%
9999 / 31226
N — Implementation Narrative
Policy narrative, target-setting, disclosure frameworks
82%
25586 / 31226
E — External Expectation
Outcome-focused, impact claims
61%
19133 / 31226
S₂ — Implementation Substance
Implementation process, scalability, industrial application
51%
15892 / 31226
W — Implementation Judgment
Industrial adoption, verification, validation
57%
17667 / 31226

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 mixed10875
unclassified7383
N heavy S2 weak6950
S1 heavy3021
S2 capable2760
unclassified237

Topic Comparison

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

Energy Transition

5824
S₁
30%
N
89%
E
59%
S₂
49%
W
50%

ESG

3061
S₁
34%
N
95%
E
77%
S₂
61%
W
89%

CCUS

2274
S₁
27%
N
61%
E
48%
S₂
58%
W
47%

Carbon Pricing

2221
S₁
17%
N
80%
E
62%
S₂
38%
W
45%

Carbon Accounting

2040
S₁
56%
N
82%
E
63%
S₂
43%
W
57%

Other

1820
S₁
28%
N
66%
E
65%
S₂
48%
W
45%

Renewable Energy

1710
S₁
33%
N
76%
E
60%
S₂
60%
W
46%

Policy

1651
S₁
23%
N
92%
E
61%
S₂
49%
W
45%

Hydrogen

1607
S₁
31%
N
72%
E
50%
S₂
51%
W
55%

Climate Finance

1540
S₁
24%
N
78%
E
52%
S₂
32%
W
49%