Przemyslaw Marcowski

Quantitative Scientist

I use data to find answers, solve problems, and make things more interesting.

Projects

Discrete Choice Experiments Lab

Discrete Choice Experiments (DCE) with Shiny

Flexible system for building discrete choice experiments using R Shiny, with tools for efficient design generation, online and offline deployment, data collection, and cloud storage.

Data Collection R Shiny
Effort-Based Choice Modeling

Predicting Behavior in Economic Choice

Research framework analyzing effort-based economic decisions, implementing computational models to evaluate how effort influences outcome valuation.

Behavioral Models R Python
Canine Growth Prediction Model

Canine Growth Prediction Model and Application

Bayesian predictive model for dog growth trajectories based on the von Bertalanffy growth curve, implemented in a Shiny app for personalized predictions.

Bayesian Modeling R Shiny

Skills

Python R SQL Machine Learning Predictive Modeling Statistical Modeling Quantitative Methods Experiment Design Data Analysis Decision Science Solutions Design Time Series Data Visualization Shiny Data Pipelines Data Mining Git

Recent Publication

Effort can have positive, negative, and nonmonotonic impacts on outcome value in economic choice

Marcowski, P., Białaszek, W., & Winkielman, P.

Journal of Experimental Psychology: General (2025)

This paper investigates effort's influence on outcome valuation in economic decisions, comparing prospective and retrospective scenarios. Effort can diminish or enhance value depending on context and individual, often displaying nonmonotonic patterns. To account for these patterns, a novel decision model explains and predicts these effects via the interplay of perceived effort costs and benefits.