Melanie Walsh

Assistant Professor | Information School | University of Washington | Seattle, USA 🌦️😎

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Hi, I’m Melanie Walsh. I’m an Assistant Professor in the Information School and an Adjunct Assistant Professor in the English Department at the University of Washington. I’m also on the Executive Council for the new Center for Advances in Libraries, Archives, and Museums (CALMA).

Before UW, I was a Postdoctoral Associate in Information Science at Cornell University, where I worked with David Mimno. I received my PhD in English Literature from Washington University in St. Louis.

My research interests include data science, digital humanities/cultural analytics, literature, libraries, and social media—preferably all of the above combined. I investigate how data and computational methods shape contemporary culture — such as social media, the publishing industry, and public libraries — and how they can be used to understand culture in turn. You can download my full CV here.

I am currently at work on a book project, When Postwar American Fiction Went Viral: Protest, Profit, and Popular Readers in the 21st Century, which follows the social media afterlives of American authors.

I also designed and released a free, open-source textbook, Introduction to Cultural Analytics & Python, which introduces the programming language Python to people interested in the humanities and social science.

With wonderful collaborators, I also lead several projects that I’m proud of:

You can find me on Bluesky or send me an email at melwalsh at uw dot edu.

In my free time, I like to play basketball 🏀, hike ⛰️, and paddle board 🦭. I am not the children’s book author Melanie Walsh, but our interests are converging.

news

Jul 07, 2025 I published the data story “Bears Will Be Boys,” an analysis of animal gender in children’s books, with The Pudding (with Russell Samora, Michelle Pera-McGhee, and Jan Diehm). Nerdy dream come true.
Jun 25, 2025 I will be presenting our paper, “Algorithms in the Stacks: Investigating data-driven, for-profit diversity audits in public libraries,” at FAccT in Athens, Greece. Session details here.
May 30, 2025 I will be speaking on the “Co-Intelligence” panel at the Society for Novel Studies Conference at Duke University.
May 14, 2025 I will be at Princeton for The Ends of Prosody conference.
Apr 25, 2025 I gave a talk, “What Do LLMs Know About Poetry?”, at the Humanities AI Conference at Lehigh University.

selected publications

  1. Bears Will Be Boys
    Melanie Walsh, Russell Samora, Michelle Pera-McGhee, and Jan Diehm
    The Pudding, Jul 2025
  2. Not With a Bang But a Tweet: Democracy, Culture Wars, and the Memeification of T.S. Eliot
    Melanie Walsh, and Anna Preus
    Jun 2025
    Amherst College Press
  3. Algorithms in the Stacks: Investigating Automated, For-Profit Diversity Audits in Public Libraries
    Melanie Walsh, Connor Franklin Rey, Chang Ge, Tina Nowak, and Sabina Tomkins
    In FAccT (ACM Conference on Fairness, Accountability, and Transparency), Jun 2025
  4. Provocations from the Humanities for Generative AI Research (Pre-Print)
    Lauren Klein, Meredith Martin, AndrÊ Brock, Maria Antoniak, Melanie Walsh, Jessica Marie Johnson, and 2 more authors
    Feb 2025
  5. Does ChatGPT Have a Poetic Style?
    Melanie Walsh, Anna Preus, and Elizabeth Gronski
    In Computational Humanities Research (CHR), Dec 2024
    arXiv:2410.15299
  6. Sonnet or Not, Bot? Poetry Evaluation for Large Models and Datasets
    Melanie Walsh, Maria Antoniak, and Anna Preus
    In Findings of the Association for Computational Linguistics: EMNLP, Nov 2024
  7. The Challenges and Possibilities of Social Media Data: New Directions in Literary Studies and the Digital Humanities
    Melanie Walsh
    Nov 2023
    publisher: U of Minnesota Press
  8. Where is all the book data?
    Melanie Walsh
    Public Books, Nov 2022
    🎙️I spoke about this essay with Australian radio ABC.🎙️
  9. The Goodreads “Classics”: A Computational Study of Readers, Amazon, and Crowdsourced Amateur Criticism
    Melanie Walsh, and Maria Antoniak
    Post45 and Journal of Cultural Analytics, Nov 2021