Research & Publications

Exploring the intersection of data science, spatial analytics, and intelligent infrastructure through rigorous research and practical applications.

Current Research Focus

🏗️ Smart Infrastructure & Energy Systems

Investigating the integration of information technology with energy management systems, passive optical networks, and intelligent building optimization.

🗺️ Spatial Data for Community Development

Analyzing spatial relationships to inform equitable community planning, infrastructure development, and resource allocation strategies.

🎓 Educational Technology Innovation

Developing knowledge graphs and AI-enhanced approaches to personalize learning and improve educational outcomes.

Domain-Specific Performance Analysis

Recent Publication

Domain‑Specific Performance: DuckDB Extensions, DuckLake, and Bayesian Network Inference - A comprehensive technical comparison of modern data analytics technologies and their computational efficiency characteristics.

View Full Paper →

Abstract: This report provides a technical comparison of four distinct technologies: the DuckDB spatial extension, DuckDB inet extension, DuckLake, and Bayesian network analysis. Each technology is evaluated for performance benefits, use cases, and computational efficiency in targeted analytics workloads.

Research Categories

📊 Data Science & Analytics

Domain-Specific Performance: DuckDB Extensions & Bayesian Networks

Technical Analysis • 2025

Comprehensive evaluation of DuckDB spatial/inet extensions, DuckLake table format, and Bayesian network inference efficiency.

Spatial Analytics with Sedona & Neo4j

Technical Note • Spatial Computing

Integration patterns for geospatial data processing and graph analytics.

XArray for Multi-dimensional Data Analysis

Technical Note • Data Processing

Advanced techniques for handling multi-dimensional scientific datasets.

🏘️ Digital Equity & Community Development

OSMnx Urban Network Analysis for Digital Equity

Research Plan • 2025

Integrating street network topology and urban morphology analysis with broadband infrastructure planning to advance digital equity in rural communities.

Digital Navigation & Maslow's Hierarchy

Research Paper • Community Development

Examining the intersection of digital accessibility and human needs hierarchy in community development contexts.

Finding the Digital Divide

Research Note • Digital Equity

Spatial analysis approaches to identifying and addressing connectivity gaps in rural communities.

🌾 Technology & Agriculture

Blockchain Applications in Agriculture

Research Note • Emerging Technology

Exploring distributed ledger technologies for agricultural supply chain and data management.

📚 Educational Technology

Technology as Amplifier in Education

Research Note • EdTech Theory

Analysis of Toyama's framework for understanding technology's role in educational transformation.

Computational Thinking & Learning

Research Note • Pedagogy

Frameworks for integrating computational thinking into educational curricula.

Research Methods & Tools

🔬 Methodological Approaches

  • Spatial Analytics: GIS, network analysis, and geospatial data science
  • Statistical Modeling: Bayesian inference, machine learning, and predictive analytics
  • Systems Analysis: Performance evaluation, comparative studies, and technical benchmarking
  • Community-Based Research: Participatory methods and stakeholder engagement

🛠️ Technical Stack

  • Data Processing: Python, R, DuckDB, Apache Sedona, Neo4j
  • Spatial Analysis: PostGIS, GDAL, GeoPandas, Spatial SQL
  • Visualization: Interactive maps, statistical graphics, network diagrams
  • Infrastructure: Cloud computing, distributed systems, database optimization

Collaboration & Impact

🤝 Research Partnerships

  • EUPConnect Collaborative: Regional broadband and digital equity initiatives
  • Michigan Data Hubs: Statewide education data systems and analytics
  • Academic Collaborations: University partnerships and research networks

📈 Community Impact

  • Policy Analysis: Data-driven recommendations for regional development
  • Capacity Building: Training programs for rural technology adoption
  • Open Research: Publicly available datasets and reproducible analysis

Recent Presentations & Recognition

  • Michigan State University Distinguished Partnership Award (2022) - Community-Engaged Service
  • METL Network Alumni - Michigan Educational Technology Leadership
  • Microsoft Legislative Summit Speaker (2014) - Selected presenter on educational technology

Get Involved

Research Collaboration

Interested in collaborating on spatial data analysis, smart infrastructure research, or educational technology projects? I’m always open to exploring new partnerships and interdisciplinary research opportunities.

Contact for Research Inquiries

Areas of Interest for Collaboration

  • Spatial data applications in community development
  • Smart building and energy efficiency research
  • Educational technology and knowledge graph applications
  • Rural broadband and digital equity analysis
  • Open data initiatives and reproducible research

Research is most impactful when it bridges theory and practice, connecting rigorous analysis with real-world applications that benefit communities and advance knowledge.