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A growing number of students are completing undergraduate degrees in statistics and entering the workforce as data analysts. In these positions, they are expected to understand how to utilize databases and other data warehouses, scrape data…

Other Statistics · Statistics 2020-07-21 Johanna Hardin , Roger Hoerl , Nicholas J. Horton , Deborah Nolan

Data science is an emerging interdisciplinary field that combines elements of mathematics, statistics, computer science, and knowledge in a particular application domain for the purpose of extracting meaningful information from the…

Other Statistics · Statistics 2015-03-20 Ben Baumer

The availability of large amounts of data together with advances in analytical techniques afford an opportunity to address difficult challenges in ensuring that healthcare is safe, effective, efficient, patient-centered, equitable, and…

Computers and Society · Computer Science 2016-10-17 S. Swaroop Vedula , Masaru Ishii , Gregory D. Hager

Data Science is currently a popular field of science attracting expertise from very diverse backgrounds. Current learning practices need to acknowledge this and adapt to it. This paper summarises some experiences relating to such learning…

General Literature · Computer Science 2018-07-11 Yehia Elkhatib

This paper reviews literature pertaining to the development of data science as a discipline, current issues with data bias and ethics, and the role that the discipline of information science may play in addressing these concerns.…

Digital Libraries · Computer Science 2025-06-05 Brady D. Lund , Ting Wang

Like medicine, psychology, or education, data science is fundamentally an applied discipline, with most students who receive advanced degrees in the field going on to work on practical problems. Unlike these disciplines, however, data…

Computers and Society · Computer Science 2020-01-28 Kit T Rodolfa , Adolfo De Unanue , Matt Gee , Rayid Ghani

Data Science is a complex and evolving field, but most agree that it can be defined as a combination of expertise drawn from three broad areascomputer science and technology, math and statistics, and domain knowledge -- with the purpose of…

Databases · Computer Science 2023-11-15 Rafael C. Alvarado

Data science is a discipline that provides principles, methodology and guidelines for the analysis of data for tools, values, or insights. Driven by a huge workforce demand, many academic institutions have started to offer degrees in data…

Other Statistics · Statistics 2020-05-27 Donghui Yan , Gary E. Davis

Demand for data science education is surging and traditional courses offered by statistics departments are not meeting the needs of those seeking training. This has led to a number of opinion pieces advocating for an update to the…

Other Statistics · Statistics 2017-05-16 Stephanie C. Hicks , Rafael A. Irizarry

Data-driven decisions shape public health policies and practice, yet persistent disparities in data representation skew insights and undermine interventions. To address this, we advance a structured roadmap that integrates public health…

With the increasing amount of data globally, analyzing and visualizing data are becoming essential skills across various professions. It is important to equip university students with these essential data skills. To learn, design, and…

Human-Computer Interaction · Computer Science 2024-09-11 Shri Harini Ramesh , Fateme Rajabiyazdi

Quantum technologies, including quantum computing, cryptography, and sensing, among others, are set to revolutionize sectors ranging from materials science to drug discovery. Despite their significant potential, the implications for public…

A substantial fraction of students who complete their college education at a public university in the United States begin their journey at one of the 935 public two-year colleges. While the number of four-year colleges offering bachelor's…

Other Statistics · Statistics 2023-02-06 Benjamin S. Baumer , Nicholas J. Horton

The main aim of this paper is to provide a deep analysis on the research field of healthcare data analytics. This paper is analyzing the previous studies and works in this research area, as well as highlighting some of guidelines and gaps.…

Computers and Society · Computer Science 2016-06-07 Mohammad Alkhatib , Amir Talaei-Khoei , Amir Ghapanchi

The explosion of data on the internet is a direct corollary of the social media platform. With petabytes of data being generated by end users, the researchers have access to unprecedented amount of data (Big Data). Such data provides an…

Computers and Society · Computer Science 2019-02-06 Adil E. Rajput , Samara M. Ahmed

The presence of data science has been profound in the scientific community in almost every discipline. An important part of the data science education expansion has been at the undergraduate level. We conducted a systematic literature…

Other Statistics · Statistics 2025-04-04 Mine Dogucu , Sinem Demirci , Harry Bendekgey , Federica Zoe Ricci , Catalina M. Medina

Data science has employed great research efforts in developing advanced analytics, improving data models and cultivating new algorithms. However, not many authors have come across the organizational and socio-technical challenges that arise…

Machine Learning · Computer Science 2022-01-17 Iñigo Martinez , Elisabeth Viles , Igor G. Olaizola

Many have argued that statistics students need additional facility to express statistical computations. By introducing students to commonplace tools for data management, visualization, and reproducible analysis in data science and applying…

Computation · Statistics 2020-07-21 Nicholas J. Horton , Benjamin S. Baumer , Hadley Wickham

Teaching data science presents unique challenges and opportunities that cannot be fully addressed by simply borrowing pedagogical strategies from its parent disciplines of statistics and computer science. Here, we present ten simple rules…

Other Statistics · Statistics 2026-02-04 Tiffany A. Timbers , Mine Çetinkaya-Rundel

We present three case studies of organizations using a data science competition to answer a pressing question. The first is in education where a nonprofit that creates smart school budgets wanted to automatically tag budget line items. The…

Human-Computer Interaction · Computer Science 2016-06-27 Peter Bull , Isaac Slavitt , Greg Lipstein
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