Text as Data

A New Framework for Machine Learning and the Social Sciences

By: Justin Grimmer, Margaret E. Roberts, Brandon M. Stewart

Write A Review

Hardcover | 29 March 2022

At a Glance

Hardcover
360 Pages

Dimensions(cm)
25.4 x 17.7 x 254

Hardcover

$306.75

or 4 interest-free payments of $76.69 with

Ships in 15 to 25 business days

A guide for using computational text analysis to learn about the social world.

From social media posts and text messages to digital government documents and archives, researchers are bombarded with a deluge of text reflecting the social world. This textual data gives unprecedented insights into fundamental questions in the social sciences, humanities, and industry. Meanwhile new machine learning tools are rapidly transforming the way science and business are conducted. Text as Data shows how to combine new sources of data, machine learning tools, and social science research design to develop and evaluate new insights.

Text as Data is organised around the core tasks in research projects using text - representation, discovery, measurement, prediction, and causal inference. The authors offer a sequential, iterative, and inductive approach to research design. Each research task is presented complete with real-world applications, example methods, and a distinct style of task-focused research.

Bridging many divides - computer science and social science, the qualitative and the quantitative, and industry and academia - Text as Data is an ideal resource for anyone wanting to analyse large collections of text in an era when data is abundant and computation is cheap, but the enduring challenges of social science remain.

Overview of how to use text as data
Research design for a world of data deluge
Examples from across the social sciences and industry

Shipping

	Standard Shipping	Express Shipping
Metro postcodes:	$9.99	$14.95
Regional postcodes:	$9.99	$14.95
Rural postcodes:	$9.99	$14.95

Orders over $79.00 qualify for free shipping.

How to return your order

At Booktopia, we offer hassle-free returns in accordance with our returns policy. If you wish to return an item, please get in touch with Booktopia Customer Care.

Additional postage charges may be applicable.