Cathy O'Neil | |
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![]() Cathy O'Neil at Google Cambridge in 2016 | |
Nationality | American |
Education | University of California, Berkeley Harvard University (PhD) |
Awards | Alice T. Schafer Prize in 1993, MAA's Euler Book Prize |
Scientific career | |
Fields | Mathematics |
Institutions | MIT Barnard College D. E. Shaw & Co. Columbia University |
Thesis | Jacobians of Curves of Genus One |
Doctoral advisor | Barry Mazur |
Website | mathbabe.org |
Catherine ("Cathy") Helen O'Neil is an American mathematician, data scientist, and author. She is the author of the New York Times best-seller Weapons of Math Destruction , and opinion columns in Bloomberg View. O'Neil was active in the Occupy movement. [1]
O'Neil attended UC Berkeley as an undergraduate, [1] received a Ph.D. in mathematics from Harvard University in 1999, [2] [3] and afterward held positions in the mathematics departments of MIT and Barnard College. [4] She left academia in 2007, and worked for four years in the finance industry. [5] She worked as an analyst at D. E. Shaw & Co. [6] After becoming disenchanted with the world of finance, O'Neil became involved with the Occupy Wall Street movement, [7] [1] participating in its Alternative Banking Group. [8]
O'Neil operates the blog mathbabe.org and is a contributor to Bloomberg View. [9] [10] [11]
Her first book, Doing Data Science, was written with Rachel Schutt and published in 2013. [10] In 2016, her second book, Weapons of Math Destruction was published, long-listed for the National Book Award for Nonfiction [12] [13] and became a New York Times best-seller. [4] A third book, The Shame Machine: Who Profits in the New Age of Humiliation, was published March 2022.
She is the founder of O'Neil Risk Consulting & Algorithmic Auditing (ORCAA), an algorithmic auditing company. [3] [14]
In 1993 O'Neil was awarded the Alice T. Schafer Prize from the Association for Women in Mathematics and in 2019 she won the MAA's Euler Book Prize for her book Weapons of Math Destruction. [15]
Peter Williston Shor is an American theoretical computer scientist known for his work on quantum computation, in particular for devising Shor's algorithm, a quantum algorithm for factoring exponentially faster than the best currently-known algorithm running on a classical computer. He has been a professor of applied mathematics at the Massachusetts Institute of Technology (MIT) since 2003.
Baroness Ingrid Daubechies is a Belgian-American physicist and mathematician. She is best known for her work with wavelets in image compression.
Investigations in Numbers, Data, and Space is a K–5 mathematics curriculum, developed at TERC in Cambridge, Massachusetts, United States. The curriculum is often referred to as Investigations or simply TERC. Patterned after the NCTM standards for mathematics, it is among the most widely used of the new reform mathematics curricula. As opposed to referring to textbooks and having teachers impose methods for solving arithmetic problems, the TERC program uses a constructivist approach that encourages students to develop their own understanding of mathematics. The curriculum underwent a major revision in 2005–2007.
Aise Johan de Jong is a Dutch mathematician and professor of mathematics at Columbia University. His research interests include arithmetic geometry and algebraic geometry. He maintains the Stacks Project.
The Euler Book Prize is an award named after Swiss mathematician and physicist Leonhard Euler (1707–1783) and given annually at the Joint Mathematics Meetings by the Mathematical Association of America to an outstanding book in mathematics that is likely to improve the public view of the field.
Alison Beth Miller is an American mathematician who was the first American female gold medalist at the International Mathematical Olympiad. She also holds the distinction of placing in the top 16 of the Putnam Competition four times, the last three of which were recognized by the Elizabeth Lowell Putnam award for outstanding performance by a woman on the contest.
Datafication is a technological trend turning many aspects of our life into data which is subsequently transferred into information realised as a new form of value. Kenneth Cukier and Viktor Mayer-Schönberger introduced the term datafication to the broader lexicon in 2013. Up until this time, datafication had been associated with the analysis of representations of our lives captured through data, but not on the present scale. This change was primarily due to the impact of big data and the computational opportunities afforded to predictive analytics.
Datafication is not the same as digitization, which takes analog content—books, films, photographs—and converts it into digital information, a sequence of ones and zeros that computers can read. Datafication is a far broader activity: taking all aspects of life and turning them into data [...] Once we datafy things, we can transform their purpose and turn the information into new forms of value
Eugenia Loh-Gene Cheng is a British mathematician, educator and concert pianist. Her mathematical interests include higher category theory, and as a pianist she specialises in lieder and art song. She is also known for explaining mathematics to non-mathematicians to combat math phobia, often using analogies with food and baking. Cheng is a scientist-in-residence at the School of the Art Institute of Chicago.
Zvezdelina Entcheva Stankova is an American mathematician who is a professor of mathematics at Mills College and a teaching professor at the University of California, Berkeley, the founder of the Berkeley Math Circle, and an expert in the combinatorial enumeration of permutations with forbidden patterns.
Peter Richtarik is a Slovak mathematician and computer scientist working in the area of big data optimization and machine learning, known for his work on randomized coordinate descent algorithms, stochastic gradient descent and federated learning. He is currently a Professor of Computer Science at the King Abdullah University of Science and Technology.
Weapons of Math Destruction is a 2016 American book about the societal impact of algorithms, written by Cathy O'Neil. It explores how some big data algorithms are increasingly used in ways that reinforce preexisting inequality. It was longlisted for the 2016 National Book Award for Nonfiction but did not make it through the shortlist. The book has been widely reviewed, and won the Euler Book Prize.
Joy Adowaa Buolamwini is a Canadian-American computer scientist and digital activist formerly based at the MIT Media Lab. She founded the Algorithmic Justice League (AJL), an organization that works to challenge bias in decision-making software, using art, advocacy, and research to highlight the social implications and harms of artificial intelligence (AI).
The Alice T. Schafer Mathematics Prize is given annually to an undergraduate woman for excellence in mathematics by the Association for Women in Mathematics (AWM). The prize, which carries a monetary award, is named for former AWM president and founding member Alice T. Schafer; it was first awarded in 1990.
A data economy is a global digital ecosystem in which data is gathered, organized, and exchanged by a network of companies, individuals, and institutions to create economic value. The raw data is collected by a variety of factors, including search engines, social media websites, online vendors, brick and mortar vendors, payment gateways, software as a service (SaaS) purveyors, and an increasing number of firms deploying connected devices on the Internet of Things (IoT). Once collected, this data is typically passed on to individuals or firms, often for a fee. In the United States, the Consumer Financial Protection Bureau and other agencies have developed early models to regulate the data economy.
In the Dream House is a memoir by Carmen Maria Machado. It was published on November 5, 2019, by Graywolf Press.
The sociologyof quantification is the investigation of quantification as a sociological phenomenon in its own right.
Caroline Jane (Carly) Klivans is an American mathematician specializing in algebraic combinatorics, including work on cell complexes associated with matroids and on chip-firing games. She is an associate professor of applied mathematics at Brown University, and associate director of the Institute for Computational and Experimental Research in Mathematics at Brown.
Ethics of quantification is the study of the ethical issues associated to different forms of visible or invisible forms of quantification. These could include algorithms, metrics/indicators, statistical and mathematical modelling, as noted in a review of various aspects of sociology of quantification.
Coded Bias is an American documentary film directed by Shalini Kantayya that premiered at the 2020 Sundance Film Festival. The film includes contributions from researchers Joy Buolamwini, Deborah Raji, Meredith Broussard, Cathy O’Neil, Zeynep Tufekci, Safiya Noble, Timnit Gebru, Virginia Eubanks, and Silkie Carlo, and others.
Jessica A. Shepherd Purcell is an American mathematician specializing in low-dimensional topology whose research topics have included hyperbolic Dehn surgery and the Jones polynomial. She is a professor of mathematics at Monash University in Melbourne, Australia.