Example Dimensions Use Cases

Administrative Planning

Strategic planning & competitive intelligence

• Peer group analysis & comparisons
• Internal benchmarking
• Cost-effectiveness of research
• Horizon-scanning
• Talent planning & retention

• Impact, value of institutions & research

Networks & context

• Industry collaboration & revenue generation

Research Office

Rankings & assessment

• National assessment
• International ranking
• Custom benchmarking

Impact Assessment and Narrative

Funding & grants

• Strategy
• Sources (including industry)
• Trends
• ROI assessment

Talent

• Recruitment & capability building
• Career tracking

Collaboration networks

Faculty & Research

Strategy

• Funding trends & opportunities
• Faculty output tracking
• Finding partners and recruiting talent
• Emerging research trends
• Patent analysis

Bibliometrics

• Co-citation analysis

Use for research

• Entire dataset available for analysis and visualization

Library

Collection development

• Holdings & ROI assessment
• Publisher negotiations & transformative agreements

Open access

• Trends
• Citation & impact analysis
• Compliance tracking

Publication strategy

• Support researchers on where to publish

Information hub

• High value dataset for training

... and Beyond

Commercialization of research

• Faster science to innovation
• Technology transfer
• Support university spinouts & deep tech
• Patent analysis
• Find key opinion leaders
• Industry partnerships

Marketing & communications

• Market segmentation & targeting
• Monitor & grow wider impact & attention
• Identify research for publicity