Tracking the evolution of 248 academic topics across 12 years (2013-2024)
Using maximum-overlap keyword classification with comprehensive coverage
Academic projects analyzed
Distinct topic areas
Successfully classified
Topics in latest year
💡 Hover over data points for details, use legend to toggle categories
Dominant field showing consistent growth with emergence of large language models and advanced neural architectures in 2024.
Steady presence with notable cryptocurrency emergence in 2017 and continued focus on algorithmic trading and portfolio optimization.
Massive spike in 2019 due to Census 2020 preparation, demonstrating impact of major societal events on research focus.
Growing urgency reflected in research trends, with peak activity in 2023 focusing on climate migration and adaptation strategies.
189 academic project topics from a graduate-level course spanning 2013-2024
Maximum-overlap keyword matching algorithm evaluating topics against comprehensive keyword sets for 10 categories. Keywords weighted by specificity (multi-word phrases score higher). Topics assigned to category with highest cumulative score. No "other" category used; 100% classification achieved through iterative keyword refinement based on domain expertise and temporal updates for emerging terminology.