Data Science

Multidisciplinary database of journal articles (including peer reviewed), books, book chapters, reports, conference proceedings, etc. Coverage: 1887-present.
Access to all Association for Computing Machinery (ACM) publications. Includes news and research in information technology and computer science. Coverage: 1985-present.
Biomedical/life sciences, physical sciences, social sciences, and economics. Previously published journal articles from Annual Reviews, a nonprofit scientific publisher. Coverage varies by publication up to and including 2016. Annual Review of Economics and Annual Review of Marine Science include current year.
All disciplines of business, including marketing, management, accounting, finance, and economics. Journal articles, books, market research reports, financial data, conference proceedings, case studies, etc. Coverage: Varies by title.
Sciences, social sciences, and humanities. Books and journal articles from journals published by Cambridge University Press. Coverage: Varies by title.
The China-Global South Project (CGSP), formerly known as The China Africa Project, is a non-profit independent multimedia organization dedicated to exploring every aspect of Chinas engagement with Africa. The project has a full-time team of editors and analysts in five countries in African and Asia working every day to produce daily news and analysis. The site producesa mix of editorial content that combines original material with carefully curated third-party information.
*Limited English Language Content* China Research Gateway presents the full spectrum of Chinese research, with exhaustive representation of STEM, social science, and humanities disciplines. China is not only a rich subject for scholarly inquiry, but is one of the worlds most prolific sources of research across all disciplines. China Research Gateway presents an unparalleled breadth of sources, including scholarly journals, monographs, statistical publications, government documents, newspapers, dissertations, conference proceedings, patents, and many other content types. The scale of Chinese scholarly output in areas such as Artificial Intelligence, materials science, medicine, transportation, climate science, cyber security, communications technology, and quantum computing is extraordinary and continues to grow. CRG presents a centralized means for discovery and access to this rich trove of research, specifically tailored to serve the needs of North American scholars and institutions.
International affairs. Working papers from universities, occasional papers from NGOs, foundation-funded research projects, conference proceedings, books, journals, policy briefs, case studies by international affairs experts, course packs for history and political science classes. Coverage: 1991-present.
Engineering, computer theory and systems, and new technologies in their social and professional contexts. Citations to journal articles, professional publications, and reference sources. Also includes searchable cited references for key journals. Coverage: 1965-present.
Integrates data, authoritative analyses, concise explanations, and historical material to provide a research and reference tool on voting and elections in America. From the American voter, to major and minor political parties, to actual races for Congress, the presidency, and governorships, the collection provides context-driven intelligence on the state of elections in America. Chronological coverage varies by office. Presidential coverage begins 1789. Election data can be downloaded.
D&B Hoovers delivers insightful information on more than 162 million businesses, both public and private, around the world; including the UK, Europe, Asia Pacific and emerging markets. Search by Company Name, Executives, Industry or by using Conceptual Search and Business Signals. Business data includes Annual Revenues, Employee Counts, Corporate Family Tree, Key Contacts, Analyst Reports, SWOT reports, stock data, financials and other vital information. Android devices not supported.
Explore a vast collection of U.S. and international statistics in Data Planet. With this dynamic tool, you can scan and search the contents of billions of datasets, compare and contrast variables of interest, and create customized views in tables, maps, rankings, and charts. Views also include descriptive summaries of the datasets and data sources. Datasets cover a wide range of subjects including business, finance, banking, economics, sociology, political science, demography, agriculture, education, international studies, criminal justice, housing and construction, labor and employment, energy resources and industries, and more. Sources include public, private/commercial, and nongovernmental organizations.
ProQuest's Digital Sanborn Maps, 1867-1970 provides digital access to more than 660,000 large-scale maps of more than 12,000 American towns and cities.
Covers free, full text, quality controlled scientific and scholarly journals. Aims to cover all subjects and languages.
Abstracts, indexing, and full-text articles in all fields of economics, including capital markets, country studies, econometrics, economic forecasting, environmental economics, government regulations, labor economics, monetary theory, and urban economics.
This database is a unique online archive of the Economist Intelligence Unit (EIU)s quarterly country reports, from their beginning in 1952 up to 1995. The reports combine detailed statistical information with expert commentary and analysis from the EIUs analysts, providing high quality summaries of political, economic and commercial developments in almost 200 countries.
One of the major news magazines, focusing on international politics and business news and opinion.
Includes daily research articles, analyst reports, and a database of e-business and online marketing statistics, aggregated and analyzed from over 4,000 global sources. Topics include market research and trend analysis on Internet, e-business, online marketing, media and emerging technologies.
Engineering Case Studies Online will dramatically improve teaching and research by providing a single, comprehensive source for a wide range of video and text material focusing on engineering failures and successes. At completion, the collection will contain 250 hours and 50,000 pages of quality documentaries, accident reports, experiments, visualizations, case studies, lectures and interviews from leading engineering institutions around the world.
Bibliographic coverage of the international serial and non-serial literature for research in civil, earthquake, environmental, mechanical, transportation engineering, forensic engineering, engineering services, education, theoretical mechanics and dynamics, mathematics/computation, design, construction, and latest technological developments. Coverage: 1966 - current
Agriculture, ecosystem ecology, energy, natural resources, marine & freshwater science, geography, pollution & waste management, environmental technology, environmental law, public policy, social impacts, urban planning, etc. Journal articles and books. Coverage: Varies by title.
The Environmental Science Database is a cross-disciplinary resource of full-text content of global literature across this field and related disciplines. It provides the most complete collection of resources available to support research and learning in environmental science and related fields. Content is selected from several specialist topic resources in disciplines such as engineering, biotechnology, bacteriology, atmospheric science, ecology, and biology.
This resource provides in-depth A&I coverage from the environmental science literature and related disciplines. Abstracts and citations are drawn from thousands of peer-reviewed journals, trade titles, conference proceedings, dissertations, and other varied content types. Coverage: 1960 - current
An online market research tool that monitors industry trends and gives strategic analysis and a market size and market share database for all products across all key countries. Passport is Euromonitor International's global market analysis software platform, which analyses the industry in countries around the world.
Presents political and economic information on countries and territories as well as international organizations. Features statistical data and directories.
World news and business information, including information on US and foreign companies, stock prices, currency data, and financial profiles for companies worldwide. Newswires, newspaper, and magazine articles. Coverage: 1980-present.
Country risk, industry, and company intelligence on global markets. Proprietary data, analysis, ratings, rankings, and forecasts covering 175 countries and 22 industry sectors. Coverage: Current. Formerly Business Monitor International.
A division of the Federal Reserve Bank of St. Louis, FRED researches and provides access to information related to "money and banking, macroeconomics, and international and regional economics."
Gallup Analytics is a subscription-based platform that houses more than a decade of international public opinion data from more than 160 countries and areas and nearly a century of U.S. national data.
This resource brings together manuscript, printed and visual primary source materials for the study of global commodities in world history. The commodities featured in this resource have been transported, exchanged and consumed around the world for hundreds of years. They helped transform societies, global trading operations, habits of consumption and social practices.
This collection delivers the full story leading to the current global economic and financial crisis -- highlighting corporate finance, joint ventures and M&A, country profiles, capital markets, investor relations, currencies, banking, risk management, direct investment, money management and all the rest -- specifically tailored for faculty and students around the world. Included are over 320 papers and reports published by the Federal Reserve Board, Federal Reserve Banks, the World Bank, the International Monetary Fund, the U.S. General Accountability Office, Congressional Research Service, Office of the Comptroller of the Currency and Office of Thrift Supervision, International Organization of Securities Commissions, and other bodies.
Human impact on the environment, including global climate change, green building, pollution, sustainable agriculture, renewable energy, and recycling. Citations to scholarly and general interest journal articles, government documents, and reports. Coverage: 1913-present.
Quantitative data for all aspects of American history. Electronic version of Historical Statistics of the United States: Millennial Edition (Cambridge UP, 2006). Coverage: 1790-1996.
The United States' most comprehensive collection of Industry Market Research and Industry Risk Ratings.
All areas of the social sciences. Computer-based research and instructional data. Allows online data analysis using the Survey Documentation and Analysis (SDA) system. Coverage: Current and historical. **Some functions of the ICPSR Web site, such as downloading and uploading data, require you to log in after creating a free account.**
Engineering, electronics, and computer science. Access to the full text of IEEE/IET electronic library (IEL) content published since 1988 with select content published since 1872 from journals, transactions, letters, and conference proceedings of the Institute of Electrical & Electronics Engineers.
All aspects of international and domestic finance. From the International Monetary Fund. Coverage: 1948-present. USERS MUST REGISTER AND SIGN IN TO DOWNLOAD DATA.
Multidisciplinary full-text journal articles from 1,500 major journals. Please note: In many cases, JSTOR does not include the most recent 3 to 5 years of these journals. Please use other databases to retrieve recent articles, especially for current events topics. Coverage: Varies by title. Access is available to 2007+ alumni; requires W&M userid and password.
The data is provided in a format which is digestible in any GIS software that allows the user to import ESRI GRID-formatted data. The WMS and WCS are links to the data hosted on East View Geospatial's servers for organization-wide access and can be used with most current GIS software. Coverage: 2000-2020.
Formerly Lynda.com. LinkedIn Learning is an online educational platform that helps you discover and develop business, technology-related, and creative skills through expert-led course videos. With more than 5,000 courses and personalized recommendations, you can discover, complete, and track courses related to your field and interests. You can also choose to add these courses and related skills to your LinkedIn profile once you've completed them. W&M login required.
Access an incredible depth and breadth of financial analysis data to make smarter decisions. LSEG Workspace is a flexible, open platform that is purpose-built for trade innovation and lets you connect with the worlds largest directory of verified financial professionals. Includes Intelligent Search, Customized Alerts, Trading, Global Pricing Data, & Reuters insights. Replacement product for ThomsonOne.
Mathematical sciences. Reviews of journal articles, books, and conference proceedings. From the American Mathematical Society. Coverage: 1940-present.
Mathematical sciences. Reviews of journal articles, books, and conference proceedings. Coverage: 1940-present.
Mergent Archives is an online database providing you with access to a vast, indexed collection of corporate and industry related documents. Containing more than 180,000 documents covering over 100 countries and industries, Mergent Archives uses a reliable and easy to navigate system designed to meet your historical research needs.
Business and financial research. Includes US and international company data and archives, US and international annual reports, fact sheets, insider trades, and industry reports (North America, Asia/Pacific and Europe). Includes Mergent Horizon and Company Analytics. Coverage: Current.
Offers yearly reports covering UK, Europe, US and International consumer markets in the CPG/FMCG, financial services, media, retail, leisure and industrial space. Market data including size, segmentation and forecasts. Includes daily updates on the hottest issues affecting key consumer markets and the economy.
Includes all the tools most useful to academic users: The Almanac, a Congressional and Federal Agency Directory that includes biographical information of members, committee breakdowns, and state/district demographic breakdowns; the Daybook, a comprehensive Congressional and regulatory calendar to track hearings, meetings, and events; and the Racetracker, an elections dashboard tracking polling and financials for every federal election in 2016. Also includes the Presentation Center and Axis Data Center.
Results of National Bureau of Economic Research (NBER) research in preliminary form before final publication. Coverage: 1973-present.
Unlimited access to the NYTimes.com web site and NYT apps. Also includes New York Times' archives for articles outside the 1923-1980 date range. Must be logged in to your NYTimes.com account. Sign up for a free account by going to https://nytimesineducation.com/access-nyt/ (search for: William & Mary).
Nexis Uni features more than 15,000 news, business and legal sources from LexisNexis, including U.S. Supreme Court decisions dating back to 1790 with an intuitive interface that offers quick discovery across all content types, personalization features such as Alerts and saved searches and a collaborative workspace with shared folders and annotated documents.
OReilly includes tech and business content from more than 250 publishers - along with videos, case studies, expert-curated learning paths and self-assessments on exclusive O'Reilly-produced content from world-renowned innovators and corporate leaders. Unlimited user access.
Cross-searchable library containing the full text and abstracts of classic and newly published Oxford books. Swem Library has access to Biology, Business & Management, Classical Studies, Economics and Finance, History, Law, Linguistics, Literature, Mathematics, Music, Neuroscience, Palliative Care, Philosophy, Physics, Political Science, Psychology, Public Health & Epidemiology, Religion, Social Work, and Sociology subject modules.
Contemporary worldwide social, economic, & political issues, and public policy. Citations to journal articles, books, government documents, statistical directories, research reports, conference reports, publications of international agencies, etc. Includes PAIS Archive. Coverage: 1915-present.
Policy Commons is a one-stop community platform for objective, fact-based research from the worlds leading policy experts, nonpartisan think tanks, IGOs and NGOs. The database provides users access to a variety of curated, high quality policy reports, briefs, analyses, working papers, and datasets from thousands of policy organizations covering disciplines such as agriculture, energy, pharmaceuticals, diversity, crime, and librarianship, among others.
PolicyMap is a data and mapping tool with access to tens of thousands of indicators from hundreds of authoritative sources on topics such as demographics, incomes & spending, housing, quality of life, economy, education, and health. Users can create maps of up to five layers, export trend charts with key benchmarks, download data for use in visualization tools, generate on-the-fly reports, and upload their own data for comparisons.
Questions and responses from public opinion polls conducted in the US and other countries. Coverage: 1986-present.
The collection contains advanced technology related full-text articles, granular access to millions of figures and tables within articles, and the entire range of bibliographic records from the Advanced Technologies Database with Aerospace (ATDWA). Also includes: Computer & Information Systems Abstracts - Electronics & Communications Abstracts - Solid State and Superconductivity Abstracts. Coverage: 1962-current.
The Materials Science & Engineering Database includes the renowned METADEX, Copper and Polymer Library databases and provides full-text titles from around the world, including scholarly journals, trade and industry journals, magazines, technical reports, conference proceedings and government publications. For those researchers who need to conduct comprehensive literature reviews, this database includes specialized, editorially-curated A&I resources for discovery of relevant scholarly research and technical literature critical to the discipline. Coverage: 1965 - current
Authoritative and comprehensive summary of statistics on the social, political, and economic conditions of the United States. Includes monthly updates to tables, deep searching at the line-item level, powerful facets for narrowing search results, image and spreadsheet versions of all current and historical tables, along with links to provider sites. Coverage: 1895-present.
The biological activities of small molecules; a component of the National Institutes of Health's Molecular Libraries Roadmap Initiative. Substance information, compound structures, and bioactivity data. Coverage: Current.
Social sciences. Data from public opinion polls (mostly American, but some international) conducted by leading survey organizations. Contains the searchable iPOLL Databank. (Requires campus authentication.) Coverage: 1935-present.
Provided by the Roper Center for Public Opinion Research at Cornell University, Roper iPoll is the largest collection of public opinion poll data with results from 1935 to the present. Roper iPoll contains nearly 800,000 questions and over 23,000 datasets from both U.S. and international polling firms. Surveys cover any number of topics including, social issues, politics, pop culture, international affairs, science, the environment, and much more. When available, results charts, demographic crosstabs and full datasets are provided for immediate download.
The Russia/NIS Statistical Publications (UDB-STAT-RUS) collection provides unparalleled access to important statistical data from 1995 to present. Designed to optimize searching and browsing of statistical data, the collection contains data from the State Committee of the Russian Federation on Statistics and the Interstate Statistical Committee of the Commonwealth of Independent States. Developed in cooperation with leading statistical authorities, UDB-STAT-RUS contains official reports, yearbooks, monthly reports, special bulletins and related publications of regional statistical bodies and statistical agencies of the former Soviet Union. Coverage includes major economic indicators, industry, agriculture, economy and finance, population, environment, transportation, health, natural resources, and regional/urban statistics. Coverage ends in 2023.
Sage Data is a large repository of harmonized and structured data in which users can search, compare, visualize and analyze data all on one platform. It provides access to 550+ U.S and International databases through one central searchable platform. Datasets cover a wide range of topics, including: business, finance, banking, economics, sociology, political science, demography, agriculture, education, international studies, criminal justice, housing and construction, labor and employment, energy resources and industries, and more.
SAGE Stats provides extensive social science data covering geographies within the United States and spans topics such as healthcare, crime, education, employment, religion, and government finances. Find the hard-to-locate data points you need to support your research. Visualize and compare thousands of normalized data sets to create new and interesting research avenues. Export data for greater analysis or combine with your own data to create new insights
Multidisciplinary sciences, with some humanities and social sciences. Journal articles. Coverage: 1995-present.
Elsevier is a world-leading provider of scientific, technical, and medical information products and services. This collection includes nearly 700 titles from Elseviers most current 2013 collection. To view what is available to W&M library users, select Show full-text available only on the refine search panel.
You must register to use this database. Click on this link to register: https://go.openathens.net/redirector/wm.edu?url=https://scifinder.cas.or.... Chemical and related scientific literature, including chemical structure, substance data, reaction information, and commercial sources. Citations, with some links to full text, to journal articles and patent literature, from the databases produced by the Chemical Abstracts Service.
Scite is an award-winning platform for discovering and evaluating scientific articles via Smart Citations. Smart Citations allow users to see how a publication has been cited by providing the context of the citation and a classification describing whether it provides supporting or contrasting evidence for the cited claim.
This database is the ultimate science and technology research solution, combining full text journals with detailed indexing of global literature on natural sciences, engineering and technology. Areas covered include materials science, aerospace engineering, civil engineering, biology, aquatic sciences, environmental science, computer science and earth sciences in addition to many more.
Scopus is the largest abstract and citation database of peer-reviewed literature: scientific journals, books and conference proceedings. Delivering a comprehensive overview of the world's research output in the fields of science, technology, medicine, social sciences, and arts and humanities, Scopus features smart tools to track, analyze and visualize research.
SimplyAnalytics is a web-based mapping, analytics and data visualization program providing over 75,000 data variables. Professional mapping applications take over 20 hours of training to use, but this has been designed to be incredibly user friendly - most users are up and running with less than 10 minutes of training. Access includes data from the year 2000, 2010, Current Estimates, Five Year Projections, the American Community Survey, Decennial Census, County and ZIP Code Business Patterns Survey and the Consumer Expenditure Data (CEX) and the Claritas PRIZM data module.
Use Social Explorer to visualize and interact with data, create maps, charts, reports and downloads. Explore hundreds of thousands of built-in data indicators related to demography, economy, health, politics, environment, crime and more. Social Explorer is designed to provide quick and easy access to historical census data and demographic information from 1790 to the present.
Contains full-text papers on optics and photonics from SPIE (Society of Photo-optical Instrumentation Engineers) journals and proceedings published since 1990.
Biomedicine, life sciences, clinical medicine, physics, engineering, mathematics, computer science, law, humanities, and economics. Journal articles and books. Coverage: Varies by title.
Springer eBooks offer high quality Springer print book publications in a digital format. This collection covers Behavioral Science, Biomedical and Life Science, Computer Science, and Earth and Environmental Science.
Statista gathers statistical information on over 600 industries from over 10,000 different sources, such as market researchers, trade organizations, scientific publications, and government sources.
See also ProQuest Statistical Abstract of the United States. Published annually by the federal government since 1878, the Statistical Abstract of the United States is the best known statistical reference publication in the country, and perhaps the world.
Presents statistics of overall industrial growth, detailed data on business structure and statistics on major indicators of industrial performance by country in the historical time series.
Unlimited access to WSJ.com, mobile, and tablet apps. Focuses on personalized, current, mobile and credible news. Print edition available in EReader format. Coverage includes four-year archive. Use the link above to activate your free account. You need only do this one time. This will provide direct access to wsj.com.
Wall Street Journal as it appears on microfilm (full-page images with a page-by-page browsing format). Updated monthly. Coverage: 2008-3 months ago
Full page and article images with searchable full text back to the first issue. Coverage: 1889-2002.
Unlimited digital access to the WashingtonPost.com web site on any device and to all Washington Post apps. Must be logged in to your WashingtonPost.com account: 1. Register for a free account with your W&M email address at the registration link above. 2. Click on your name in the upper right-hand corner. 3. Click "Account Settings". 4. Make sure your email is verified; if not, click "unverified" to be sent a verification email. 5. Click the "My Subscription" tab. 5. Click "Activate free digital access".
Wharton Research Data Services - WRDS is a comprehensive source of financial, accounting, economic, management, marketing, banking, and insurance data. WRDS offers access to a variety of proprietary data sets, including but not limited to: SEC Analytics Suite, CompuStat, CRSP, and IBES. Graduate students and faculty may request access to WRDS by registering for a WRDS account using your W&M username and ID.
The primary World Bank collection of development indicators. Presents the most current and accurate global development data available, and includes national, regional, and global estimates from 1960, where data are available. Coverage: 1960-present.
Complete archive (1995-2013) of translated and English language news and information from the Foreign Broadcast Information Service, compiled from non-United States media sources. Coverage includes political, environmental, scientific, technical, and socioeconomic issues and events. Contains information derived from full-text and summaries of newspaper articles, conference proceedings, television and radio broadcasts, periodicals, and non-classified technical reports.

Research Assistance