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Ensuring the Integrity, Accessibility, and Stewardship of Research Data in the Digital Age (2009)
Committee on Science, Engineering, and Public Policy (COSEPUP)

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. "Index." Ensuring the Integrity, Accessibility, and Stewardship of Research Data in the Digital Age. Washington, DC: The National Academies Press, 2009.

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Ensuring the Integrity, Accessibility, and Stewardship of Research Data in the Digital Age

Index

A

Access to research data.

See also Open;

Sharing data

Bermuda statement, 60

confidentiality or privacy considerations, 5, 67

costs of limiting access, 70-71, 77-78

cross-discipline diversity in, 5, 27, 63-64, 88, 90, 136

cyberinfrastructure and, 61-62, 83-84, 87, 135

data mining tools, 20-21

data professional’s role, 90

definition of accessibility, 26

economic considerations, 26, 59, 69-70, 71-72, 85, 87, 89, 141

educational considerations, 70

federal policies, 48-49, 60-61, 62, 68-69, 74, 78-79, 82-83, 91-92, 116-117

geographic data and services, 75-76, 133-134, 135-136, 138

institutional and research sponsor responsibilities, 7, 87, 90-91, 116-117, 119

and integrity of data, 5, 26, 42, 46-47, 63, 64, 70, 81-82, 89, 137

international dimensions, 17, 35, 64, 66, 70, 75, 76-77, 79, 83-84

journal policies, 21, 38, 43, 61, 65, 78-79, 82-83, 87, 89, 90, 91, 92, 93, 116-117, 135

legal issues, 67, 71, 75, 80-82, 85, 141

metadata and, 25, 26, 70, 85

methods or programs used to derive data, 6, 63-64, 81, 85, 89

national security issues, 5, 68-69, 83, 134, 136

OECD principles and guidelines, 59, 62

ownership issues, 5-6, 21, 73-79, 85-86, 134, 135-136, 137, 138

Paris Guidelines, 88, 89

principles for enhancing access, 6, 82, 84-86, 87, 88-90, 120

private/commercial interests, 6, 19, 26, 48, 69, 71-73, 86, 134-135

professional organizations and, 91, 116-117

public policy interests, 18, 71-73, 135, 141

publicly funded research, 6, 74, 76-77, 78, 80, 82, 83, 84, 85, 92-93, 141

raw data, 80

recommendations, 6-7, 87, 88, 90, 91

and reproducibility, 81, 93

research field responsibilities, 87, 88-90, 136

researcher responsibilities, 7, 85, 86-87, 116-117, 136

Air Force Office of Scientific Research, 52-53

Amazon, 106

America COMPETES Act of 2007, 82

American Association for the Advancement of Science, 144-145

American Association of Universities, 118

American Chemical Society, 39

American Economic Review, 39, 65

American Geophysical Union, 38, 39

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Ensuring the Integrity, Accessibility, and Stewardship of Research Data in the Digital Age Index A Access to research data. See also Open; Sharing data Bermuda statement, 60 confidentiality or privacy considerations, 5, 67 costs of limiting access, 70-71, 77-78 cross-discipline diversity in, 5, 27, 63-64, 88, 90, 136 cyberinfrastructure and, 61-62, 83-84, 87, 135 data mining tools, 20-21 data professional’s role, 90 definition of accessibility, 26 economic considerations, 26, 59, 69-70, 71-72, 85, 87, 89, 141 educational considerations, 70 federal policies, 48-49, 60-61, 62, 68-69, 74, 78-79, 82-83, 91-92, 116-117 geographic data and services, 75-76, 133-134, 135-136, 138 institutional and research sponsor responsibilities, 7, 87, 90-91, 116-117, 119 and integrity of data, 5, 26, 42, 46-47, 63, 64, 70, 81-82, 89, 137 international dimensions, 17, 35, 64, 66, 70, 75, 76-77, 79, 83-84 journal policies, 21, 38, 43, 61, 65, 78-79, 82-83, 87, 89, 90, 91, 92, 93, 116-117, 135 legal issues, 67, 71, 75, 80-82, 85, 141 metadata and, 25, 26, 70, 85 methods or programs used to derive data, 6, 63-64, 81, 85, 89 national security issues, 5, 68-69, 83, 134, 136 OECD principles and guidelines, 59, 62 ownership issues, 5-6, 21, 73-79, 85-86, 134, 135-136, 137, 138 Paris Guidelines, 88, 89 principles for enhancing access, 6, 82, 84-86, 87, 88-90, 120 private/commercial interests, 6, 19, 26, 48, 69, 71-73, 86, 134-135 professional organizations and, 91, 116-117 public policy interests, 18, 71-73, 135, 141 publicly funded research, 6, 74, 76-77, 78, 80, 82, 83, 84, 85, 92-93, 141 raw data, 80 recommendations, 6-7, 87, 88, 90, 91 and reproducibility, 81, 93 research field responsibilities, 87, 88-90, 136 researcher responsibilities, 7, 85, 86-87, 116-117, 136 Air Force Office of Scientific Research, 52-53 Amazon, 106 America COMPETES Act of 2007, 82 American Association for the Advancement of Science, 144-145 American Association of Universities, 118 American Chemical Society, 39 American Economic Review, 39, 65 American Geophysical Union, 38, 39

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Ensuring the Integrity, Accessibility, and Stewardship of Research Data in the Digital Age Andrew W. Mellon Foundation, 101, 107, 112 Annals of Internal Medicine, 93 Arabidopsis Information Resource, 30 Arts and Humanities Data Service (UK), 66 arXiv publication repository, 102 Association of American Universities, 91 Association of Public and Land-Grant Universities, 91 Association of Research Libraries, 91 Astrobiology, 28 Astronomical sciences, 14-15, 16, 17, 64, 66, 95, 141 Automatic Plate Measuring Facility, 14 B Bayh-Dole Act of 1980, 76 Bell Laboratories, 45 Biomedical Informatics Grid, 61 Biomedical Informatics Research Network, 20, 61 Biomedical research, 68, 86, 93. See also Clinical Bit Torrent, 89 Blue Ribbon Task Force on Sustainable Digital Preservation and Access, 107, 113 Boeing, 105 Boomerang (balloon-borne millimeter-wave telescope), 14 C Canadian Department of National Defence, 105 CC0 protocol, 76 Cell Centered Database, 20 Center for Astrophysics, 14 CERN (European Center for Nuclear Research), 13, 16, 34 Chaotic motion, 41 Charge-coupled devices, 11 Chemical crystallography, 66 China, Scientific Data Sharing Project, 84 Climate sciences, 66, 71-72, 82, 96, 134 Clinical research, 2, 4, 47, 48-49, 141. See also Biomedical Cloud computing, 61 Collaborative data-sharing networks, 15, 17-18, 64, 84, 111 research, 17-18, 20, 35, 63, 64, 66, 96, 101 stewardship, 103, 113 Committee on Data for Science and Technology, 84 Committee on Government Relations, 118 Committee on Institutional Cooperation, 118 Condensed-matter physics, 45 Confidentiality or privacy considerations, 5, 67, 140 Consolidated Appropriations Act of 2001, 82 of 2008, 79 Copyrights, 73, 74-75, 76, 78, 79, 85, 100, 140-141 Cornell University, 102 Cosmic Background Explorer, 14 Cosmic Background Imager, 14 Council of Graduate Schools, 55 Council of Science Editors, 37 Council on Government Relations, 91 Creative Commons, 76 Cyberinfrastructure and access to data, 61-62, 83-84, 87, 135 and stewardship, 9, 95, 96, 99-106, 113 D Data, defined, 23 Data Access Act of 1999, 80-81, 92 Data collections. See Databases Data Explorer program, 83 Data management. See also Stewardship institutional plans, 92-93, 98, 110 principles and guidelines, 88-90, 133-134 training in, 56 Data mining tools, 20-21 Data producers. See also Researchers defined, 40 integrity-related responsibilities, 40, 42 Data professionals and access to data, 92 and integrity of data, 5, 50, 57-58 researcher collaborations with, 57-58 responsibilities, 3, 50, 58 Data providers defined, 41 integrity-related responsibilities, 41, 42 Data users defined, 41 and integrity of research results, 41, 42

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Ensuring the Integrity, Accessibility, and Stewardship of Research Data in the Digital Age Databases and repositories. See also Stewardship; individual databases access to, 73, 83 defined, 29 developmental questions about, 21 disciplinary depositories, 27, 100, 102 integrity of data, 21, 46, 50 ownership issues, 73-74, 140-141 reference collections, 29, 30 research collections, 29, 30 resource collections, 29, 30 for supporting data, 89 tools for building, 100-101 Digital data. See also Research data; individual disciplines ownership, 73 projected growth, 12, 13 quantity, 1, 11-12, 13, 29, 84-85 risks to reliability, 96-99 transfer rates, 11 trends, 14-15 units of size, 11, 12 Digital Millennium Copyright Act of 1998, 75, 140 Digital networks, 83-84 Digital technology in astronomy, 14-15 challenges posed by, 1-2, 19, 22, 74-75 computing power, 11-12, 20 and copyrights, 74-75 education impacts, 18 and integrity of data, 1, 3-4, 21, 33-34, 37, 44, 46-50 in neurosciences, 20-21 public policy implications, 18 research impacts, 1, 12-18, 20-21, 34-35, 44, 51, 55-56, 57-58, 85, 139, 140 sensors and sensor networks, 11, 16-17 simulations and mathematical modeling, 1, 17, 20 and stewardship, 1-2, 19, 22, 27 storage devices, 11 Diversity of data in collection types, 29, 30 cross-disciplinary, 27-28 in origins, 28-29 DNA. See also Genomic data “junk,” 41 E Earth Observing System, 17 Ecological Society of America, 39, 111, 112, 113 Economic issues, 21, 22, 26, 43, 44, 59, 69-70, 71-72, 85, 87, 89, 98-99, 105-106, 113 Economics research, 47, 50, 64, 65, 105-106 Educational considerations, 70 Employment Responses to Global Markets data, 105-106 Environmental sciences, 17, 104, 133-134, 137, 139 European Community Directive on the Legal Protection of Databases, 75 European Southern Observatory, 64 Experimental data, 1, 13, 16, 17, 20, 22, 23, 26, 27, 29, 35, 40, 42, 45, 64, 67, 109, 136 Extramural grants, federal policies on, 52-53 F Federal policies on access, 48-49, 60-61, 62, 68-69, 74, 78-79, 82-83, 91-92 on integrity, 52-53 on stewardship, 79, 104-106, 113, 133-134, 137 Federation of American Societies for Experimental Biology, 38, 39 Fischer, Paul, 71-72 Fluxes Over Snow Surfaces Project, 30 Food and Drug Administration, 48 Fostering Integrity in Research, Scholarship, and Teaching, 56 Freedom of Information Act, 80 G Galaxy Redshift Surveys, 14 Galaxy Surveys, 14 GenBank, 3, 46, 47, 52, 83, 104 Gene expression data, 20 General Accounting Office, 81 Genomic data, 16, 20, 60-61, 69, 77-78, 95, 96, 134, 136 Geographic data and services, 75-76, 133-134, 135-136 Georgia Open Records Act, 71 Geosciences, 98, 138

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Ensuring the Integrity, Accessibility, and Stewardship of Research Data in the Digital Age GlaxoSmithKline Clinical Trial Register, 48 Global Biodiversity Information Facility, 84 Global Earth Observation System of Systems, 84 Google, 106 Government Accountability Office, 82 Government-Industry Data Exchange Program, 105 Grid computing, 61 H Health Insurance Portability and Accountability Act, 68, 110 Health records data, 49, 68 High-energy physics. See Particle physics Howard Hughes Medical Institute, 77 Human Brain Dynamics Resource data, 105 Humanities research, 66 Hwang, Woo Suk, 44 I IDEALS repository, 102-103 Information Quality Act of 2001, 80, 81, 82, 137 Institute of Electrical and Electronics Engineers, 39 Institute of Medicine, 55 Integrity of research data accessibility and, 5, 26, 42, 46-47, 63, 64, 70, 81-82, 137 in clinical research, 2, 4, 47, 48-49, 141 collective scrutiny of data and results, 41-43, 47 contextual documentation, 3, 42-43, 45, 46-47, 63-64 data professionals’ responsibilities and roles, 5, 50, 57-58, 116 decentralized approach, 57 defined, 2, 25-26 digital technology to enhance reliability, 1, 3-4, 21, 33-34, 37, 44, 46-50 economic issues, 43, 44 economics research, 47, 50 federal policies, 52-53, 116, 137 inappropriate manipulation, 3, 5, 35-36, 37, 38-39, 40, 44 journal policies, 3, 5, 35-37, 38, 39, 40, 43, 116 metadata and, 42, 46, 50 open and public reviews, 46 in particle physics, 34-35, 47 peer review, 2, 3, 7, 22 n.17, 24, 33, 35, 39, 42, 43-44, 46-47, 52, 55, 79, 133, 137 principle, 4, 51, 120 producer’s role, 40, 42, 116 provider’s role, 41, 42, 116 quality control measures, 35, 44-50, 138 recommendations, 4-5, 54, 57, 58 and reproducibility of research results, 2, 26, 29, 33, 45 researchers’ obligations, 26, 39-40, 45, 51-54, 116, 119, 133 standards, 25, 35-36, 44, 45, 50, 54-55, 56-57, 138, 142 threats to, 2-3, 19, 33-34, 39-40, 96-99 training for researchers, 4-5, 44, 54-56 user’s role, 41, 42, 116 Interagency Working Group on Digital Data, 9, 107-108 Interdisciplinary research, 1, 6-7, 9, 17, 28, 44, 57, 60, 70, 141 Intergovernmental Panel on Climate Change, 72 International Council of Scientific Unions, 84 International dimensions of access, 17, 35, 64, 66, 70, 75, 76-77, 79, 83-84 International Federation of Digital Seismograph Networks, 84 International Geophysical Year, 83 International Nucleotide Sequence Database Collaboration, 84 International Virtual Observatory Alliance, 84 Inter-University Consortium for Political and Social Research, 99-101, 102, 113 Intramural research, federal policies, 52-53 Invisible colleges, 28 Ithaka, 112 J Journal of Cell Biology, 35-37, 39, 40, 150-153 Journals access policies, 21, 38, 43, 61, 65, 78-79, 82-83, 87, 89, 90, 91, 92, 93, 135 confirmatory studies in, 65 copyrights, 78-79 data manipulation policies, 3, 5, 35-37, 38, 39, 40, 43 as data providers, 41

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Ensuring the Integrity, Accessibility, and Stewardship of Research Data in the Digital Age ethics and scientific misconduct policies, 38 integrity policies, 35-37, 38, 39, 40, 43, 56, 65 letters requesting this study, 143-153 open access, 46 n.16, 78-79, 83 peer-reviewed, 43 responsibilities of, 119-120 stewardship role, 21, 106, 113, 117 JSTOR, 112 L Laboratory Management Institute, 55 Large Hadron Collider, 13, 16, 34-35 Large Synoptic Survey Telescope, 13, 14, 15 Las Campanas Redshift Survey, 14 Legal issues, 67, 71, 75, 80-82, 85 Library of Congress, 112, 113 Licensing, 75-76, 77-78, 135-136 Lick Observatory, 14 Life sciences, 23 n.18, 59, 60-61, 64, 66, 69, 77-78, 88, 95-96, 134, 136, 141 Lockheed Martin, 105 M Manipulation of data, inappropriate, 3, 5, 35-36, 37, 38-39, 40, 44 Mann, Michael, 71-72 Marine fisheries data, 139 Medical College of Georgia, 71 Merck, 86 Metadata access issues, 25, 26, 70, 85 defined, 24 importance, 42 and integrity of research data, 42, 46, 50 providers, 21 standards, 24 stewardship, 95, 110 Misconduct. See Research misconduct Molecular and Cellular Proteomics, 89 Molecular Dynamics Simulation Data, 105 Moore, Gordon, 11 Moore’s law, 11, 96 Multidisciplinary research, 28 myGrid, 61 N National Aeronautics and Space Administration, 17, 52-53, 64, 105, 138 National Archives and Records Administration, 135 National Association of State Universities and Land-Grant Colleges, 118 National Center for Biotechnology Information, 95-96, 104 National Commons and Marketplace in Geographic Information, 76 National Ecological Data Center, 112 National Ecological Observatory Network, 16-17 National Institute for Technology and Liberal Education, 103 National Institute of Standards and Technology, 52-53 National Institutes of Health, 52-53, 54-55, 78, 79, 82-83, 90-91, 99, 100, 102 National Library of Medicine, 79, 83, 104 National Oceanographic and Atmospheric Administration, 104, 133-134 National Optical Astronomy Observatory, 64 National Postdoctoral Association, 55 National Research Council, 9, 59-60, 64, 67-69, 72, 75-76, 77-78, 80-81, 82, 98, 104, 108, 111 National Science and Technology Council, 107-108 National Science Board, 29, 30 National Science Foundation, 16-17, 24, 52, 82, 99, 100, 102, 104, 107 National Security Decision Directive 189, 68-69 National security issues, 5, 68-69, 83, 134, 136 National Virtual Observatory, 15, 105, 138 Natural Environment Research Council (UK), 66 Nature, 37, 38, 46, 109-110 Network for Earthquake Engineering Simulation, 16-17 Neurosciences, 13, 20-21, 99, 105 New England Journal of Medicine, 39 O Observational data, 2, 17, 22, 23, 26, 28, 33, 40, 42, 48, 64, 67, 106, 109

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Ensuring the Integrity, Accessibility, and Stewardship of Research Data in the Digital Age Office of Management and Budget, 22 n.17, 52, 69, 80, 81, 82 Office of Naval Research, 52-53 Office of Science and Technology Policy, 36-37 Omnibus Appropriations Act of 2009, 79 Open-access academic policies, 91 corporate/private platforms, 86 journals, 78-79, 91 public policies, 82-83, 85, 91 repositories, 83 Open-knowledge environments, 62-63 Open-notebook science, 63 Open reviews, 46 Open-source software, 62-63 Organisation for Economic Co-operation and Development (OECD), 59, 62, 84 Ownership issues academic research, 69, 77 copyrights, 73, 74-75, 76, 78, 79, 85, 100, 140-141 database protections, 73-74, 75, 76, 140-141 digital technologies and, 74-75 fair use exceptions, 74 journals, 78-79 licensing, 75-76, 77-78, 135-136 patents, 6, 25, 69, 76-78, 85-86, 134 publicly funded research, 74, 76-77, 78 trade secrecy, 77 P Palimpsest, 106 Paris Guidelines, 88, 89 Particle physics, 12-13, 34-35, 42, 47, 64, 131 Patents, 6, 25, 69, 76-78, 85-86, 134 Peer review, 2, 3, 7, 22 n.17, 24, 33, 35, 39, 42, 43-44, 46-47, 52, 55, 79, 133, 137 Pennsylvania State University, 71 Physics, 27, 45, 102. See also Particle physics Planck survey, 14 Plate tectonics, 41 Portico, 106 Principles access to data, 6, 82, 120 integrity of data, 4, 51, 120 stewardship, 8, 109, 120 Private/commercial interests, 6, 19, 26, 48, 69, 71-73, 86, 106, 134-135 Proceedings of the National Academy of Sciences, 37, 38 Processed data defined, 25 integrity, 1, 25, 33-34 Professional organizations, 91, 111-112, 117, 119-120. See also individual organizations Protein Data Bank, 30, 105 Proteomics research, 77-78, 89, 134 Public Library of Science (PLoS), 78-79 Public policies on access, 52-53, 66, 78-79, 82-83, 133-134 Public policy interests, 18, 71-73, 135 Publicly funded research, 6, 74, 76-77, 78, 80, 82, 83, 84, 85, 92-93 PubMed, 60 Q Quality control and quality assurance, 35, 44-50. See also Integrity of research data R Raw data access to, 15, 74, 80 defined, 25 stewardship, 25, 45, 106 Raytheon, 105 Reagan, Ronald, 68 Recommendations access to data, 6-7, 87, 88, 90, 91 integrity of research data, 4-5, 54, 57, 58 stewardship, 8-9, 110, 111, 113 Remote sensing data, 40, 75, 138, 139 Reproducibility of research results access to data and, 81, 93 defined, 81 integrity of data and, 2, 26, 29, 33, 45 Research Councils of the United Kingdom, 84 Research data. See also Digital data; individual disciplines definitions, 22-24 Research Information Network (UK), 64, 66 Research institutions and sponsors, responsibilities of, 7, 9, 56-57, 87, 90-91, 100-103, 110, 112-113, 117, 118-119, 139

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Ensuring the Integrity, Accessibility, and Stewardship of Research Data in the Digital Age Research misconduct access to supporting data and, 63 defined, 36-37 examples, 44, 45 training, 52 Researchers access-related responsibilities, 7, 85, 86-87, 116-117, 118, 136 collaborations with data professionals, 57-58 integrity-related obligations, 26, 39-40, 45, 51-54, 116, 133 professional standards, 54, 56-57 stewardship role, 8-9, 45, 99-100, 109-112, 117 training in conduct of research, 4-5, 44, 54-56, 118 R.J. Reynolds Co., 71 Rockefeller University Press, 35, 38 Roles and responsibilities assigning, 115 journals, 119-120 professional societies, 119-120 research institutions, 118-119 research sponsors, 119 researchers, 115-118 Rural Economy and Land Use Program (UK), 66 S Sage, 86 San Diego Supercomputer Center, 105 Schön, Jan Hendrik, 45 Science, 38, 44, 144-149 Science Commons, 76 Seoul National University, 44 Sharing data. See also Access; Databases, Open in astronomy, 15, 64, 66 barriers to, 1, 5-7, 19, 26, 28, 60, 63-70, 76, 85, 88, 135, 137, 139, 141, 142 benefits, 5, 20, 59-62, 70, 142 in biomedical research, 68, 86, 93 in chemical crystallography, 66 in climate sciences, 66, 71-72, 82, 134 collaborative efforts, 15, 17-18, 64, 84, 111 contextual documentation, 65, 66, 67 in economics, 64, 65 in humanities, 66 incentives for, 90-91 in life sciences, 23 n.18, 59, 60-61, 64, 66, 69, 77-78, 88, 134, 136, 141 norm differences of research fields, 6-7, 63-64, 66, 88, 90 in particle physics, 64 protocols and standards, 7, 83, 87, 88-90, 92, 139 public policies, 52-53, 66, 78-79, 82-83, 133-134 in social sciences, 65, 66, 68, 100-101, 135 UPSIDE principle, 64, 67-68, 86 Shelby, Richard, 80 Simulations and mathematical modeling, 1, 17, 20, 22, 23, 28, 40, 42, 46, 61, 105, 106 SkyServer Web site, 14 Sloan Digital Sky Survey, 3, 14-15, 46, 47, 95, 105 Social network modeling, 17 Social sciences, 22, 27, 65, 66, 68, 98, 100-101, 135, 142 Standards for access, 7, 83, 87, 88-90, 92 for integrity of research data, 25, 35-36, 44, 45, 50, 54-55, 56-57 for stewardship, 8-9, 111 Stewardship of research data. See also Databases annotating data for long-term use, 8, 21, 22, 25, 95, 99, 106-107, 110 in astronomy, 95 for broad research enterprise, 107-108 challenges, 8, 103 collaborations, 103, 113 companies, 106 defined, 27, 95 disciplinary depositories, 27, 100, 102 economic issues, 7-8, 21, 22, 98-99, 105-106, 113, 119 ESA initiative, 112 exchanges of data, 105 federal agencies, data centers, and digital archives, 79, 104-106, 113, 117, 133-134, 135, 137 in geosciences, 98, 138 infrastructure and incentives, 9, 95, 96, 99-106, 113 institutions and research sponsors, 9, 100-103, 110, 112-113, 117, 119, 139 international participation, 111 journals, 21, 106, 113, 117 in life sciences, 95-96 loss and underutilization problems, 96-99

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Ensuring the Integrity, Accessibility, and Stewardship of Research Data in the Digital Age metadata, 95, 110 old vs. new data, 98, 138 oversight board, 111 ownership issues, 9, 99 principle for enhancing, 8, 109, 120 professional societies and, 111-112, 117 raw data, 25, 45, 106 recommendations, 8-9, 110, 111, 113 researchers and, 8-9, 45, 99-100, 109-112, 117 simulation-related models and software tools, 28 in social sciences, 98, 100-101 standards development, 8-9, 111 technology changes and, 1-2, 19, 22, 27 training in, 119 SumsDB, 20-21 Sustainable Digital Data Preservation and Access Network (DataNet) program, 104-105 T Terminology accessibility, 26 integrity, 25-26 metadata, 24 processed data, 25 raw data, 25 research data, 22-24 standardization of, 49 stewardship, 27 Trace Archive, 95, 96 Training for researchers, 54-56 Tranche, 89 Two-degree–Field (2dF) Galaxy Redshift Survey, 14 U University of California at Davis, 55 University of California at San Diego, 105 University of Illinois at Urbana-Champaign, 102-103 University of Konstanz, 45 University of Minnesota, 56 Utility of research data, defined, 27. See also Access; Integrity; Stewardship U.S. Department of Agriculture, 52-53 U.S. Department of Commerce, 52-53 U.S. Department of Energy, 52-53, 83, 105 U.S. Department of Health and Human Services, 52, 55 U.S. Department of Veterans’ Affairs, 49 U.S. Environmental Protection Agency, 52-53, 133 U.S. Patent and Trademark Office, 78 UPSIDE principle, 64, 67-68, 86 V Virtual team science, 61 Visible and Infrared Telescope for Astronomy, 14 W WebCaret, 20-21 Wellcome Trust, 61, 83 Wikis, 46, 63 Wilkinson Microwave Anisotropy Probe, 14 World Data Center system, 83 World Intellectual Property Organization treaty, 75 Y Yale University, 150-153