The Politics of Journal Special Issues in Artificial Intelligence — JNGR 5.0 AI Journal

Special issues play an increasingly influential role in AI publishing.

They focus attention on emerging topics, accelerate publication cycles, and concentrate editorial resources around specific themes. However, special issues also operate within strategic and political dynamics that researchers should understand before submitting.

“Politics” in this context does not imply misconduct.
It refers to structural influences, strategic positioning, and decision-making dynamics that shape how special issues are curated and evaluated.

Understanding these dynamics helps researchers submit more strategically and avoid misaligned expectations.

1. Why Special Issues Exist

Special issues are typically created to:

  • Highlight emerging AI subfields

  • Consolidate research around a trending topic

  • Increase journal visibility

  • Strengthen community engagement

  • Attract new contributors

They often reflect shifts in intellectual direction within the field.

Submitting without understanding that direction increases risk.

2. The Role of Guest Editors

Special issues are usually managed by Guest Editors.

Guest Editors:

  • Define thematic scope

  • Shape evaluation criteria

  • Select reviewers

  • Influence acceptance thresholds

Their academic background strongly affects the type of contributions favored.

A theory-oriented Guest Editor may prioritize formal rigor.
An application-focused Guest Editor may emphasize empirical validation.

Understanding their expertise informs strategic positioning.

3. Thematic Concentration and Trend Amplification

Special issues often align with high-visibility AI themes such as:

  • Foundation models

  • Trustworthy AI

  • Multimodal systems

  • AI safety

  • Domain-specific AI applications

Because these themes are competitive, submission volume may be high.

High submission density increases selectivity.

Researchers should anticipate stronger novelty expectations in highly trending topics.

4. Competitive Density Within Special Issues

Unlike regular issues, special issues:

  • Have limited publication slots

  • Attract concentrated submissions

  • Often involve tight deadlines

This creates intense competition.

Even strong papers may be rejected simply due to space constraints or comparative ranking within the submission pool.

Acceptance depends on relative positioning, not just absolute quality.

5. Strategic Scope Interpretation

Special issue scopes are often narrowly defined.

However, scope interpretation can vary.

Some Guest Editors prefer:

  • Strict thematic adherence

Others welcome:

  • Broader conceptual alignment

Submitting a loosely connected paper increases risk.

Explicitly demonstrating thematic relevance strengthens positioning.

6. Editorial Signaling and Directional Shifts

Special issues can signal long-term strategic direction.

If a journal repeatedly launches special issues in certain AI areas, it may indicate:

  • Institutional commitment to that domain

  • Planned scope evolution

  • Emerging editorial priorities

Submitting to a special issue aligned with future journal direction can increase long-term relevance.

7. Reviewer Selection Dynamics

Guest Editors often invite reviewers within their academic networks.

This may influence:

  • Methodological expectations

  • Theoretical preferences

  • Risk tolerance

Understanding potential reviewer profiles allows authors to anticipate evaluation emphasis.

Positioning should align with anticipated expertise.

8. Novelty Thresholds in Special Issues

Because special issues aim to showcase cutting-edge work, novelty thresholds may be higher.

Incremental contributions may struggle unless they:

  • Provide comprehensive benchmarking

  • Offer strong empirical insight

  • Address underexplored angles within the theme

Clear differentiation is essential.

9. Timing and Deadline Pressure

Special issues operate under fixed timelines.

Consequences include:

  • Compressed review cycles

  • Strict revision deadlines

  • Less tolerance for major methodological weaknesses

Submitting prematurely revised work to meet deadlines increases rejection probability.

Strategic readiness matters more than speed.

10. Risk vs Opportunity

Special issues offer advantages:

  • Thematic visibility

  • Faster publication potential

  • Concentrated readership interest

However, risks include:

  • Higher competition

  • Narrow scope filtering

  • Limited publication capacity

  • Greater novelty expectations

Choosing between special issue and regular submission requires strategic assessment.

Common Mistakes When Submitting to Special Issues

  • Assuming easier acceptance

  • Ignoring Guest Editor expertise

  • Submitting loosely related work

  • Overlooking novelty intensity

  • Underestimating competition

  • Rushing incomplete revisions

Special issues are not shortcuts.

They are concentrated evaluation environments.

Final Guidance

The politics of journal special issues in AI involve:

  • Strategic theme selection

  • Guest Editor influence

  • Competitive density

  • Novelty thresholds

  • Directional editorial signaling

Understanding these dynamics allows researchers to:

  • Evaluate risk more accurately

  • Align framing with thematic goals

  • Strengthen novelty positioning

  • Choose between regular and special issue submission strategically

In competitive AI publishing, special issues amplify both opportunity and competition.

Successful submission depends not only on technical strength — but on strategic awareness of the editorial ecosystem in which your manuscript competes.

Related Resources

For additional information regarding submission and publication policies, please consult the following resources: