Johnny Ma

Master of Science student at New York University Center for Data Science, Class of 2022. Previously Data Analyst at AIG. University of Chicago Class of 2018, B.A Economics with Honors and Art History minor. He/Him/His.

I am an aspiring data researcher, focusing on cultural analytics and entertainment media.
I am interested in making computers cultural conesisseurs, or encoding an aesthetic sensibility using data from creative works and their production/consumption by humans. This involves NLP, audio-visual information retrieval, and microeconomic or evolution based models.

What are the inputs and outputs of the creative production function? What makes a work of art 'good'? How can we model aesthetic preferences?

Currently working as a NLP/NLG Research Assistant for Professors He He and Sam Bowman.

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Python, R, SQL, Java, Latex, HTML, STATA, ArcGIS

PyTorch, Transformers, Fairseq, SpaCy, Librosa, FFmpeg, Selenium, BeautifulSoup

Web Scrapping, BERT, BART, VAEs, Topic Modeling, Dynamic Programming, Geo-locating, Non-Parametric Regression, Panel Regression


Data Analyst at AIG

Working with Ashish Thakur and William Zhu on predictive modeling of insurance claims using telematics data, NLP, and non-parametric ML.

Summer Research Analyst at the New York Federal Reserve

Worked with Maxim Pinkovskiy and Raji Chakrabarti on analyzing the economic effects of the Great Recession and ACA rollout using Equifax data.

Click to see a more comphrensive C.V.

Working Papers

Comedian Identity in Stand-Up Comedy: Text and Audio Analysis of Netflix Routines Summer 2019 -
What Makes a Good Story?: Content Analysis of Ranked Weekly Shōnen Jump Manga Summer 2019 -

University Papers

I'll Have What She's Having: Network Formation and Social Spillovers in Film Consumption Spring 2018 for Economics B.A. Honors
(Slides) Spring 2018 for Economics B.A. Honors
Textual Analysis of Rap Lyrics Similarity and Feature Behavior using NLP and PCA Spring 2017 for Textual Analysis for Public Policy (graduate)
Film Social Networks: Friend Effects With Individual-Level Panel Data From Spring 2017 for Econometrics of Spillovers (graduate)
Building a Collaborative Filter Recommendation System for using Neighborhood Models, Clustering, and SVR Winter 2017 for Econometrics B
Modeling Intertemporal Crime Reporting and Defense Spending Behavior Under Two ID Systems - Theorteical Modeling Exercise Fall 2017, for Economics of Information (graduate)
Refining Tastes: Analysis of Preference Formation Models on Asian Cuisines Using Yelp Data Spring 2016, for Honors Econometrics.
Weber’s Protestant Ethic in Modern Times: Religion, the Ethic, and Income Spring 2015, for Social Science Inquiry III

Humanities Papers

Yves Klein: Overcoming the Problematics in his Writings Winter 2017, for Reading Artists' Writings (graduate)
Piet Mondrian's Broadway Boogie Woogie: Collapsing Dialectics & the Condition of Modernity Winter 2016, for Global Abstraction (graduate)
Reactions Against Conventional Narrative: A Man Escaped and Badlands Spring 2016, for Film and Moving Image
Native American Depiction and Autonomy at the World's Columbian Exposition Fall 2016, for History of World's Fairs (graduate)