Gulsah Gurkan
Gulsah Gurkan
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Projects
OULAD Student Retention
Contains an applied analysis of student retention using the Open University Learning Analytics Dataset (OULAD).
Causal Impact of Feature Adoption on Retention
A technical case study using the public Telco Churn dataset (Kaggle) to demonstrate a rigorous causal inference pipeline.
Keystroke Dynamics as a Window into Cognitive Effort
A proof of concept using XGBoost to predict text complexity from keystroke logging dynamics.
Defensible inferences from a nested sequence of logistic regressions: a guide for the perplexed
Gulsah Gurkan, Yoav Benjamini, and Henry Braun. Published in
Large-scale Assessment in Education, (2021)
.
ATA
An R package available on CRAN R repository providing a collection of psychometric methods for automated test assembly.
Gender-Based Wage Disparities: Insights from PIAAC
Henry Braun & Gulsah Gurkan. Published by: ETS Research Institute (2024).
Dissertation
From OLS to Multilevel Multidimensional Mixture IRT: A Model Refinement Approach to Investigating Patterns of Relationships in PISA 2012 Data.
Data prep: Python vs R dplyr
Contains both a Python notebook and an R script for the same data cleaning and wrangling task to demonstrate the equivalent code structures.
NYC Chronic Absenteeism Heatmap
Demonstrating how to create a heatmap using GeoJSON spatial data. Employing json files via web links is also exemplified.
NCES Common Core of Data Wrangling
R script that reads in and preps data files in an automated fashion, conditional on file type (e.g., .zip, .csv, .txt, etc.).
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