Resume

Experience

Research Analyst Nov 2025—Present

CISR-UME, School of Medicine and Public Health · University of Wisconsin—Madison

  • Led data strategy for medical education research across curriculum innovation, assessment, and training systems
  • Engineered an end-to-end LLM pipeline (GitLab, Azure, Microsoft Foundry) to transcribe OSCE recordings via Whisper, apply NLP to de-identify and clean transcripts, and generate formative feedback with quality checks
  • Designed and deployed a faculty review interface (Quarto, HTML/JS) for evaluating AI-generated feedback with a secure offline workflow meeting data regulatory requirements
  • Engineered a second ML pipeline for first-pass grading of open-ended assessment responses with reproducible workflows and version control
  • Designed and deployed the Medical Education Research Hub, a Posit Connect dashboard aggregating project metadata via the Google Sheets API as the office’s central research directory
  • Extracted, integrated, and visualized learner interaction data via the Learning Pool API for ad hoc reporting
  • Automated reproducible reporting with GitLab and Quarto, delivering cohort summaries and visualizations to faculty and staff
  • Designed and deployed the unit website

Data Scientist Sep 2021—Oct 2025

School of Pharmacy · University of Pittsburgh

  • Led data strategy for grant-funded health research, translating research questions and partner needs into analytic workflows across healthcare and government data systems
  • Designed health record and REDCap integrations for a state-funded opioid treatment initiative
  • Engineered ETL pipelines in R and DuckDB to consolidate clinical, operational, and research data across a 250+ site treatment network
  • Automated reproducible reporting with GitLab and Quarto for data quality validation, delivering population summaries and visualizations to clinicians and directors
  • Applied Bayesian multilevel modeling to identify predictors of patient retention in care management
  • Wrangled administrative court data across three counties for an Arnold Ventures criminal justice project
  • Applied frequentist multilevel models to evaluate racial disparities in pretrial bail and created D3 Sankey visualizations tracking case outcomes from arraignment through sentencing
  • Designed a MySQL database for centralized project and implementation tracking with optimized SQL queries linking operational and geographic data across studies
  • Designed and deployed data collection tools (REDCap, Qualtrics) and BI dashboards (Shiny, Tableau) for project teams and government partners, including a DEA dashboard monitoring suspicious prescribing patterns
  • Mentored junior data staff across recruitment, onboarding, and professional development

Education

Master of Arts—Social Psychology 2018—2020

University of Northern Iowa · Cedar Falls, Iowa

  • Completed Statistical Computing I and II in R
  • Served as Research Assistant in the Psychoneuroendocrinology Lab
  • Served as Teaching Assistant in undergraduate psychology courses (Introduction to Psychology, Biopsychology, and Psychology of Gender)

Bachelor of Arts—Psychology 2014—2018

University of Northern Iowa · Cedar Falls, Iowa

Publications

2022

Dimant, E., Clemente, E. G., Pieper, D., & Azevedo, F. (2022). Politicizing mask-wearing: Predicting the success of behavioral interventions among Republicans and Democrats in the U.S. Scientific Reports, 12, 7575. doi.org/10.1038/s41598-022-10524-1

2021

Gelfand, M. J., Li, R., Stamkou, E., Denison, E., Fernandez, J., Choi, V., Chatmen, J., Jackson, J. C., Pieper, D., & Dimant, E. (2021). Persuading conservatives and liberals to comply with mask-wearing: An intervention tournament. Journal of Experimental Social Psychology. doi.org/10.1016/j.jesp.2022.104299

Gelfand, M. J., Jackson, J. C., Pan, X., Nau, D., Pieper, D., Denison, E., Dagher, M., Van Lange, P. A. M., Chiu, C., & Wang, M. (2021). The relationship between cultural tightness–looseness and COVID-19 cases and deaths: A global analysis. The Lancet: Planetary Health. doi.org/10.1016/S2542-5196(20)30301-6

2020

Pieper, D. J. (2020). Challenging social systems under the threat of pollution: Replication and extension of Eadeh and Chang (2019) [Master’s thesis, University of Northern Iowa]. UNI ScholarWorks. scholarworks.uni.edu/etd/1028

R Packages

Transfer REDCap data to a database and use in R without exceeding available memory