This repository contains the dataset and analysis code for the paper:
Title: "Gender Gaps in Online Social Connectivity, Promotion and Relocation Reports on LinkedIn"
Authors: Ghazal Kalhor, Hannah Gardner, Ingmar Weber, and Ridhi Kashyap
DOI: https://doi.org/10.48550/arXiv.2308.13296
If you use our dataset or analysis code in your work, please cite our paper:
Kalhor, G., Gardner, H., Weber, I., & Kashyap, R. (2024). Gender Gaps in Online Social Connectivity, Promotion and Relocation Reports on LinkedIn. Accepted for publication in the Proceedings of the International AAAI Conference on Web and Social Media (ICWSM) 2024.
We collected the following features, along with the audience estimate, for each combination of attributes:
- Country
- Gender
- Job Seniority
- Age Range
- Recent Status
- Social Connectivity
- Count
import pandas as pd
fullData = pd.read_csv('fullData.csv')
fullData.head(3)
Country | Gender | Job Seniority | Age Range | Recent Status | Social Connectivity | Count |
---|---|---|---|---|---|---|
US | Female | Director | 55+ | Any | Connected to big companies | 8200 |
US | Female | Director | 55+ | Any | Any | 19000 |
US | Female | Director | 35 to 54 | Relocated | Any | 390 |
promotionData = pd.read_csv('promotionData.csv')
promotionData.head(3)
Country | Gender | Job Seniority | Age Range | Recent Status | Social Connectivity | Count |
---|---|---|---|---|---|---|
US | Female | Director | 55+ | Not promoted | Connected to big companies | 8200 |
US | Female | Director | 55+ | Not promoted | Not connected | 10800 |
US | Female | Director | 35 to 54 | Recently promoted | Connected to big companies | 2600 |
relocationData = pd.read_csv('relocationData.csv')
relocationData.head(3)
Country | Gender | Job Seniority | Age Range | Recent Status | Social Connectivity | Count |
---|---|---|---|---|---|---|
US | Female | Director | 55+ | Not relocated | Connected to big companies | 8200 |
US | Female | Director | 55+ | Not relocated | Not connected | 10800 |
US | Female | Director | 35 to 54 | Recently relocated | Not connected | 390 |