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 | ||
| 15-110 | Principles of Computing | 10 |
| 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)
| 76-275 | Introduction to Critical Writing | 9 |
| 76-380 | Methods in Humanities Analytics | 9 |
| 76-429 | Introduction to Computational Humanities | 9 |
Core Courses (2 courses, 18 units)
Choose two core courses from the following list:
| 76-314 | Data Stories | 9 |
| 76-425 | Rhetoric, Science, and the Public Sphere | 9 |
| 88-275 | Bubbles: Data Science for Human Minds | 9 |
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):
| 05-391 | Designing Human Centered Software | 12 |
| 05-434/11-344 | Machine Learning in Practice | 12 |
| 11-411 | Natural Language Processing | 12 |
| 11-441/741 | Machine Learning with Graphs (Course is very mathematical, and is therefore appropriate only to students with such a preparation.) | 9 |
| 16-223 | IDeATe Portal: Creative Kinetic Systems | 10 |
| 16-385 | Computer Vision | 12 |
| 17-450 | Crafting Software | 12 |
| 17-562 | Computer and AI Law | 9 |
| 36-202 | Methods for Statistics & Data Science | 9 |
| 36-204 | Discovering the Data Universe | 3 |
| 36-226 | Introduction to Statistical Inference | 9 |
| 36-311 | Statistical Analysis of Networks | 9 |
| 36-315 | Statistical Graphics and Visualization | 9 |
| 36-350 | Statistical Computing | 9 |
| 36-462 | Special Topics: Statistical Machine Learning | 9 |
| 62-150 | IDeATe Portal: Introduction to Media Synthesis and Analysis | 10 |
List B: Two elective courses relevant to broad humanities expertise (at least 18 units):
| 76-210 | Banned Books | 9 |
| 76-245 | Shakespeare: Tragedies & Histories | 9 |
| 76-247 | Shakespeare: Comedies and Romances | 9 |
| 76-325 | Intertextuality | 9 |
| 76-339 | Topics in Film and Media | 9 |
| 76-373 | Argument | 9 |
| 76-476 | Rhetoric of Science | 9 |
| 79-175 | Moneyball Nation: Data in American Life | 9 |
| 79-200 | Introduction to Historical Research & Writing | 9 |
| 79-234 | Technology and Society | 9 |
| 80-180 | Introduction to Linguistics | 9 |
| 80-280 | Linguistic Analysis | 9 |
| 80-381 | Meaning in Language | 9 |
| 80-383 | Language in Use | 9 |
| 82-282 | Interpreting Global Texts & Cultures | 9 |
| 82-283 | Language Diversity & Cultural Identity | 9 |
| 82-383 | Second Language Acquisition: Theories and Research | 9 |
| 82-480 | Translation Technologies | 9 |
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.
