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Simulated ESI Index for Potential Disciplines, Researchers, and Institutions

Use local indicators to find subjects, researchers, and institutions close to ESI thresholds.

Simulated ESI Index And Heatmap

The simulated ESI index helps users discover authors, institutions, and subject directions that are close to a Top 1% threshold within the current local dataset. It is a local analytical model and is not the official Clarivate ESI ranking.

Data Requirements

  • Continuous WoS or SCI records, preferably covering around ten years or more.
  • Publication year, citation count, document type, subject category, institution, and author fields.
  • ESI subject mapping from WoS subject categories to ESI classes.
  • Cleaned author and institution names.

Calculation Scope

The model ranks authors or institutions within the current dataset, selected years, selected subject classes, and current merge rules. The ranking percentage indicates relative position in that local pool.

Use the result to find:

  • Subjects close to a simulated Top 1% threshold.
  • Authors or institutions with near-threshold performance.
  • Gaps between a candidate and the local boundary.
  • High-cited papers that may explain the gap.

Entries And Outputs

Entry Object Output
Index -> Author Simulated ESI Index Authors Excel indicator table
Index -> Institution Simulated ESI Index Institutions Excel indicator table
Author table right-click heatmap Authors Heatmap, Excel, SVG
Institution table right-click heatmap Institutions Heatmap, Excel, SVG

Interpretation

A ranking percentage at or below 1% means the object is already very strong in the local pool. A value slightly above 1% can indicate a near-threshold object worth tracking. Always check the paper count, citation count, subject mapping, and merge quality before using the result in formal decisions.

Interface Screenshots

The screenshots below are retained to verify menu entries, parameter settings, result views, and export locations.

Simulated ESI screenshot 01 Simulated ESI screenshot 02 Simulated ESI screenshot 03 Simulated ESI screenshot 04 Simulated ESI screenshot 05 Simulated ESI screenshot 06 Simulated ESI screenshot 07 Simulated ESI screenshot 08 Simulated ESI screenshot 09 Simulated ESI screenshot 10 Simulated ESI screenshot 11 Simulated ESI screenshot 12 Simulated ESI screenshot 13 Simulated ESI screenshot 14 Simulated ESI screenshot 15

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