Steph Buongiorno, PhD
Postdoctoral Research Fellow at SMU Guildhall- Claim this Profile
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Experience
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SMU Guildhall
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United States
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Higher Education
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100 - 200 Employee
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Postdoctoral Research Fellow
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Jun 2023 - Present
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Santa Fe Institute
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United States
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Research Services
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1 - 100 Employee
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Teaching Fellow at Foundations and Applications of Humanities Analytics
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Jul 2022 - Jul 2023
Supported by: National Endowment of the Humanities Grant (no. HT-272418-20) I plan, teach, and evaluate workshops on text mining and data analytics for humanities data. I foster an inclusive and intellectually rigorous classroom for researchers with diverse backgrounds, from senior faculty to early career graduate students. Supported by: National Endowment of the Humanities Grant (no. HT-272418-20) I plan, teach, and evaluate workshops on text mining and data analytics for humanities data. I foster an inclusive and intellectually rigorous classroom for researchers with diverse backgrounds, from senior faculty to early career graduate students.
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Southern Methodist University
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United States
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Higher Education
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700 & Above Employee
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Technical Lead at the Human Trafficking Project
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May 2022 - May 2023
Supported by: National Institute of Justice (Bill H.R. 2471) I am designing a machine learning system to improve fine-grained, predictive named entity recognition. I am leveraging human computation gaming to train our system. I am responsible for game design and implementation. I am collaborating with researchers from four university departments and in conversation with Congress and not-for-profis. I offer guidance to two Master’s students at the Guildhall video game development department. I perform various leadership roles including: a) creating new documents (e.g. data sharing agreements), b) hiring, and c) training researchers. Show less
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Research Assistant for "Toward a History of the Associative-Developmental State"
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Aug 2021 - Jan 2022
I hired and collaborated with an ArcGIS specialist to make historical maps of New York and its labor movements over time. I geocoded and mapped addresses using geopandas, geopy, and folium.
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Research Assistant for "A History of Early and Modern China"
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Aug 2021 - Dec 2021
I stored and processed csv data for time series analysis. I topic modeled debates from Hong Kong’s legislative council to show change throughout the 20th-century.
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Technical Lead for Global Urbanization and Housing Affordability: Poverty, Property and the City
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Sep 2018 - Sep 2021
Supported by: National Science Foundation Grant (no. 1520103), Southern Methodist University I developed the first app that applies advanced natural language processing techniques to the c19 British Parliamentary debates for research. I used frameworks like gensim and spaCy. I pioneered an extraction method (for analyzing subject-object relationships) with higher accuracy than existing methods (re: Jo Guldi’s forthcoming book, The Dangerous Art of Text Mining).I stored and processed data sets of 100-200 years of historical data in the form of tables, matrices, and n-grams for time-series analysis. I ran language models locally and on a Unix supercomputer. I hired, trained, and managed a team of 3-6 undergraduates from CS, public policy, and history to create a system for disambiguating speakers in 100 years of historical data. Show less
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Education
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Southern Methodist University
PhD (ABD), Applied Science in Engineering -
International Association of Nitox and Technical Divers
Full Cave Diver