Analytics

  1. "We Still Use Spreadsheets." Understanding Business Decision-Makers' Perceptions and Barriers to AI Analytics
    Study reveals why business leaders still prefer spreadsheets over AI analytics tools, identifying skill gaps and design barriers preventing adoption of advanced analytics platforms.
  2. Analytics framework targets greenwashing in sustainability claims
    Framework integrating machine learning and network analytics to detect greenwashing by analyzing organizational knowledge processes and credibility erosion.
  3. AlphaLearn frames adaptive e-learning as multi-objective optimization
    AlphaLearn proposes a multi-objective evolutionary framework for adaptive e-learning pathways that integrates fairness as a core optimization criterion alongside learning effectiveness and engagement.
  4. Behavior and heart-rate patterns differed across classroom settings
    Study reveals mismatches between student behavior and cognition in different classroom settings using heart rate variability and time-on-task analysis.
  5. Industry 4.0 technologies vary by food supply chain stage
    Study identifies which Industry 4.0 technologies—AI, blockchain, IoT, and others—work best at each stage of food supply chains for minimizing losses and waste globally.
  6. LLM consensus pipeline reduced review filtering effort
    Pipeline using multiple language models and consensus voting to reduce manual effort in systematic literature review screening, with human oversight through visual analytics.
  7. De-identified student activity dataset released for learning analytics
    De-identified clickstream dataset from KU Leuven supporting Learning Analytics research while maintaining learner privacy through transparent anonymization.
  8. Thompson sampling improved exercise recommendations for learner skill gain
    Contextual Thompson sampling approach for personalizing exercise sequences in digital learning environments, optimizing skill advancement at scale using bandit-based algorithms.
  9. NUS MSBA programme awarded INFORMS UPS George D. Smith Prize
    NUS Master of Science in Business Analytics programme integrates structured industry collaboration and ACDIN pedagogy to bridge academia-industry gap, receiving INFORMS recognition.
  10. Retailer data analytics choices change under supplier encroachment
    Examines optimal data analytics strategies for retailers managing supplier encroachment risk under two data governance structures using Bayesian persuasion framework.
  11. Technologies support dynamic audit capabilities during turbulence
    Explore how technology enables audit firms to build dynamic capabilities during crises. Research on 237 Swedish auditors reveals technology's role in maintaining operational continuity during.
  12. Survey maps open datasets in learning analytics research
    Systematic survey of 1,125 papers from flagship conferences identifying 172 open datasets in learning analytics, with PRACTICE guidelines for dataset publication and reproducibility practices.
  13. Data-driven tools strengthen public health disease control
    Explore how statistical methods and AI transform U.S. public health disease control through predictive analytics, resource optimization, and data integration while addressing privacy and.
  14. Social media data can support disaster response tracking
    Research methodology integrating NLP, machine learning, and visual analytics to extract actionable information from social media during environmental disasters.