Work zone safety, rural road safety, human factors, driver behavior and distraction. Transportation data reduction, integration and analysis. Data visualization and big data analysis using statistical software R. Time series analysis, statistical model performance analysis, crash data analysis, calculation of CMFs and SPFs, cross sectional and empirical Bayes before after analysis and utilization of Geographic Information Systems (GIS).
Identified work zones from RID data: Used data mining and dynamic segmentation in ArcGIS
Reduced driver forward videos for useful work zone characteristics, lane merge details, etc. Trained other research assistants with data collection process.
Integrated driver speed, glance, distraction and work zones characteristics using statistical software R.
Analyzed driver’s speed change and lane merge behaviors in work zones using Linear mixed effect models.
Major role in project design, planning, procedures, quality assurance and quality control, delivery.
Prepared literature review, report and publishable paper.
Reduced driver forward videos for reducing useful rural intersection characteristics
Used GIMS and crash data from Iowa DOT
Found control intersections using propensity score matching
Cross sectional safety analysis
Prepared literature review, report and publishable paper.
Data collected and manipulated using Advanced Excel
Cross sectional safety analysis in Nlogit5/limdep
Prepared report.
Detailed data collection process from Iowa DOT construction plans.
Selected control segments and integrated various databases together using ArcGIS
Performed empirical Bayes before and after analysis in R.
Assisted with hierarchical full Bayes analysis in R.
Prepared report and publishable papers.
Extracted location and characteristics of curves using ArcGIS
Integrated roadway, traffic and crash data with curves
Evaluated risk factors for horizontal curves on freeways and non-freeways using negative binomial models
Prepared literature review, report and publishable paper.
Visualized, integrated and manipulated database in R.
Performed empirical Bayes before and after safety analysis adjusted for time trends.
Prepared literature review and publishable paper.
Safety Performance functions using SPSS.
Empirical Bayes before after safety analysis.
Case-control study.
Reported results.