πŸ“Š RAND Cross-Analyses

Methods Γ— Organizations Γ— Topics Γ— Authors Γ— AI Integration

🏒 Methods Γ— Organizations ?Analysis of how different RAND organizational units specialize in specific research methods. Shows methodological signatures and diversity by division.

Organizational Method Signatures ?Shows how different RAND organizational units specialize in specific research methods. Each organization has a distinct methodological profile reflecting their research focus areas.

Methods Count by Organization ?Number of different research methods used by each organizational unit. Higher diversity indicates broader methodological capability and varied research portfolios.

Primary Methods by Organization

Organization Primary Method Usage % of Unit
Project AIR FORCE Statistical Analysis 45 62.5%
NDRI Literature Review 38 62.3%
American Educator Panels Surveys 42 73.7%
Arroyo Center Comparative Analysis 28 58.3%
HSOAC Interviews 32 66.7%

Methodological Approach by Organization

Organization Methods Used Primary Approach
Project AIR FORCE 12 Quantitative
HSOAC 15 Mixed Methods
RAND Europe 18 Diverse
Arroyo Center 10 Strategic
Am. Educator Panels 8 Survey-Focused

🎯 Methods Γ— Research Topics ?Shows which research methods are most commonly used for different topic areas. Reveals methodological preferences across research domains.

Method Usage by Research Domain ?Average number of methods used per document in each research domain. AI research shows highest methodological complexity, while education research tends to be more focused.

Methods by Topic Area ?Total document count by research topic area. Shows the relative volume of research across different domains at RAND from 2020-2025.

Research Topic Primary Method Secondary Method Documents
United States Air Force Statistical Analysis Simulation 45
China Literature Review Comparative Analysis 38
COVID-19 Statistical Analysis Surveys 32
United States Army Literature Review Interviews 28
Teachers and Teaching Surveys Interviews 25
Artificial Intelligence Literature Review Case Study 22

πŸ€– AI Γ— Methods Integration ?Examines how AI technologies are being integrated with traditional research methods. Shows which method-AI combinations are most effective and common.

AI Integration by Method Type ?Percentage of documents using each research method that also incorporate AI technologies. Data Analysis and Statistical Analysis show highest AI integration rates.

Method-AI Technology Pairs ?Most common combinations of research methods with AI technologies. Statistical Analysis + Machine Learning is the dominant pairing in RAND research.

AI Integration by Research Method

Method AI Documents Total Documents AI Rate
Data Analysis 45 177 25.4%
Statistical Analysis 142 688 20.6%
Simulation 28 145 19.3%
Literature Review 156 909 17.2%
Document Analysis 22 172 12.8%

Most Common Method-AI Combinations

Method + AI Technology Documents Common Pairing
Statistical Analysis + ML 85 Common
Literature Review + NLP 42 Very Common
Data Analysis + AI Tools 38 Common
Document Analysis + NLP 18 Very Common
Simulation + AI Models 15 Emerging