This repository contains the dataset of 13,936 graduate students majoring in computer science at the top 25 North American universities we collected in 2022 and analyzed in this paper:
Title: "Diversity Dilemmas: Uncovering Gender and Nationality Biases in Graduate Admissions Across Top North American Computer Science Programs"
Authors: Ghazal Kalhor, Tanin Zeraati, Behnam Bahrak
DOI: https://doi.org/10.1140/epjds/s13688-023-00422-5
If you use this dataset in your work, please cite our paper:
Kalhor, G., Zeraati, T. & Bahrak, B. Diversity dilemmas: uncovering gender and nationality biases in graduate admissions across top North American computer science programs. EPJ Data Sci. 12, 44 (2023). https://doi.org/10.1140/epjds/s13688-023-00422-5
We collected the following information for each student:
- University
- Advisor ID
- Advisor Academic Rank
- Advisor Gender
- Advisor Home Country
- Advisor Standard Field
- Advisor Previous Universities
- Advisor Citation Count
- Advisor h-index
- Advisor Publication Count
- Advisor First Paper Year
- Student ID
- Student Degree
- Student Start Year
- Student Gender
- Student Home Country
- Student Previous Universities
import pandas as pd
students = pd.read_csv('advisorStudent.csv')
students.head(3)| University | Advisor ID | Advisor Academic Rank | Advisor Gender | Advisor Home Country | Advisor Standard Field | Advisor Previous Universities | Advisor Citation Count | Advisor h-index | Advisor Publication Count | Advisor First Paper Year | Student ID | Student Degree | Student Start Year | Student Gender | Student Home Country | Student Previous Universities |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Caltech | advisor0 | Professor | Male | United States | Computer systems organization | University of St. Thomas/University of California, Berkeley/University of California, Berkeley | 6798 | 44 | 307 | 2002 | student0 | PhD | 2017 | Female | United States | Rice University |
| Caltech | advisor0 | Professor | Male | United States | Computer systems organization | University of St. Thomas/University of California, Berkeley/University of California, Berkeley | 6798 | 44 | 307 | 2002 | student1 | PhD | 2010 | Female | China | University of Science and Technology of China |
| Caltech | advisor0 | Professor | Male | United States | Computer systems organization | University of St. Thomas/University of California, Berkeley/University of California, Berkeley | 6798 | 44 | 307 | 2002 | student2 | PhD | 2017 | Female | United States | University of Nebraska - Lincoln |