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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: 12523client JS: 0runtime: edge

Overview

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

S₁ — Research Substance
Measurement-focused, scientific evidence
27%
3430 / 12523
N — Implementation Narrative
Policy narrative, target-setting, disclosure frameworks
68%
8476 / 12523
E — External Expectation
Outcome-focused, impact claims
55%
6833 / 12523
S₂ — Implementation Substance
Implementation process, scalability, industrial application
44%
5536 / 12523
W — Implementation Judgment
Industrial adoption, verification, validation
48%
6045 / 12523

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

unclassified3997
S1 S2 mixed3761
N heavy S2 weak2498
S1 heavy1073
S2 capable958
unclassified236

Topic Comparison

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

Energy Transition

1935
S₁
24%
N
79%
E
50%
S₂
43%
W
39%

ESG

1321
S₁
35%
N
90%
E
73%
S₂
63%
W
87%

Carbon Pricing

1031
S₁
15%
N
63%
E
55%
S₂
33%
W
38%

CCUS

1019
S₁
22%
N
40%
E
41%
S₂
43%
W
37%

Other

830
S₁
24%
N
53%
E
54%
S₂
39%
W
35%

Renewable Energy

787
S₁
29%
N
61%
E
56%
S₂
51%
W
39%

Carbon Accounting

752
S₁
51%
N
68%
E
58%
S₂
40%
W
46%

Hydrogen

743
S₁
29%
N
56%
E
54%
S₂
46%
W
50%

Climate Finance

726
S₁
22%
N
56%
E
45%
S₂
26%
W
41%

Policy

700
S₁
18%
N
82%
E
55%
S₂
46%
W
39%