Humanities Analytics (BHA Concentration)

Laura Donaldson, BHA HumAn Concentration Advisor (BH 259)

BHA Humanities Analytics Concentration

(81 units minimum)

The human experience that is traditionally at the core of a humanities education is being dramatically transformed by the emergence of big data, digital platforms, computational thinking, and digital connectivity. Spurred by such developments, the concentration in Humanities Analytics (HumAn), offered by the Department of English, trains students in the processes involved in analyzing, digitizing, quantifying and visualizing different types of humanities and cultural phenomena, including printed books, manuscripts, historical records, art, music and film. The HumAn concentration trains students to work with cultural objects (like texts, film, historical records, etc.) but also to turn words and images into data; to move from one cultural object (like a Victorian novel, for instance) to a corpus consisting of tens of thousands of other novels published in the same period, and to combine close reading with distant reading (aggregating and analyzing massive amounts of data) for maximum insight and accuracy.

Students will develop a broad technical understanding of state-of-the-art computer-assisted methods for humanistic study, such as: social network analysis, text analysis and data mining, topic modeling, classification techniques and visualization. Students will also investigate the histories and historical contexts of such methods, learning to consider their applicability in specific domains. Finally, students will learn to turn a critical eye on the corpora and infrastructures that increasingly underpin humanistic research.

Prerequisites
Units
15-110Principles of Computing10
or 15-112 Fundamentals of Programming and Computer Science
or 15-104 Introduction to Computing for Creative Practice
or 76-388 Coding for Humanists
or 88-300 Programming and Data Analysis for Social Scientists
Required Courses (3 courses, 27 units)
76-275Introduction to Critical Writing9
76-380Methods in Humanities Analytics9
76-429Introduction to Computational Humanities9
Core Courses (2 courses, 18 units)

Choose two core courses from the following list:  

76-314Data Stories9
76-425Rhetoric, Science, and the Public Sphere9
88-275Bubbles: Data Science for Human Minds9
Electives (4 courses, 36 units minimum)

Choose four courses from the following categories. One course must come from List A, two from List B, and the fourth in consultation with your Humanities Analytics advisor.  

List A: One elective course relevant to digital and analytics methods (at least 9 units):

05-391Designing Human Centered Software12
05-434/11-344Machine Learning in Practice12
11-411Natural Language Processing12
11-441/741Machine Learning with Graphs
(Course is very mathematical, and is therefore appropriate only to students with such a preparation.)
9
16-223IDeATe Portal: Creative Kinetic Systems10
16-385Computer Vision12
17-450Crafting Software12
17-562Computer and AI Law9
36-202Methods for Statistics & Data Science9
36-204Discovering the Data Universe3
36-226Introduction to Statistical Inference9
36-311Statistical Analysis of Networks9
36-315Statistical Graphics and Visualization9
36-350Statistical Computing9
36-462Special Topics: Statistical Machine Learning9
62-150IDeATe Portal: Introduction to Media Synthesis and Analysis10

List B: Two elective courses relevant to broad humanities expertise (at least 18 units):

76-210Banned Books9
76-245Shakespeare: Tragedies & Histories9
76-247Shakespeare: Comedies and Romances9
76-325Intertextuality9
76-339Topics in Film and Media9
76-373Argument9
76-476Rhetoric of Science9
79-175Moneyball Nation: Data in American Life9
79-200Introduction to Historical Research & Writing9
79-234Technology and Society9
80-180Introduction to Linguistics9
80-280Linguistic Analysis9
80-381Meaning in Language9
80-383Language in Use9
82-282Interpreting Global Texts & Cultures9
82-283Language Diversity & Cultural Identity9
82-383Second Language Acquisition: Theories and Research9
82-480Translation Technologies9

Note: Additional courses not on List A or List B may also be approved as electives; new courses are added every semester so please speak with Humanities Analytics advisor.

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