matthewjdenny / win_15_abstract Goto Github PK
View Code? Open in Web Editor NEWPINLab extended abstract for WIN 2015
PINLab extended abstract for WIN 2015
Submitted to PolNet as
Authors: Matthew Denny, Bruce Desmarais, Hanna Wallach
Title: Reading between the emails: How communication among local government employees correlates with employee gender
Local government bureaucracies play a critical role in implementing policies developed at all levels of government. Most research on local government has focused on official government statistics or retrospective survey data. Primary source information on the internal day-to-day operation of governments holds the potential to overcome information gaps and biases inherent in official statistics and surveys. However, primary source data on internal operations is costly to collect. One promising avenue for cost-effective study of internal government operation is through the analysis of officials' electronic communication (email) data, which is public record for most local governments. We can learn much about internal government operations from email communication data through both the content of the messages, and the patterns of who sends and receives them. The content presents a corpus that can be studied through text analysis, and the sender and recipient information forms a network within which the textual content is embedded. We present and validate methods for analyzing local government email corpora, and apply them to a novel dataset that includes county government department manager email communications from 17 North Carolina counties. In particular, we focus on how the contents of the emails and the positions of managers in the county communication networks correlate with gender.
A declarative, efficient, and flexible JavaScript library for building user interfaces.
๐ Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. ๐๐๐
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google โค๏ธ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.