Heather Piwowar's talk at AAAS 2012 session on Accelerating Scientific Progress Through Public Availability of Research Data http://aaas.confex.com/aaas/2012/webprogram/Session4117.html
2. Data about
the costs and benefits of
Open Research Data
Heather
Piwowar
@researchremix
DataONE
postdoc
with
NESCent
and
Dryad,
at
UBC
some photos NC, SA
#aaasmtg
2012
19. 10-30%
Tenopir et al, PLoS ONE 2011
Campbell et al. JAMA. 2002.
Kyzas et al. J Natl Cancer Inst. 2005.
Vogeli et al. Acad Med. 2006.
Reidpath et al. Bioethics 2001.
23. 50% say lack of data has
restricted their ability to
answer scientific questions
Vogeli et al. Acad Med. 2006 Feb; 81(2):128
Tenopir et al, PLoS ONE 20
37. • E-AFMX-12.. E-CAGE-21.. E-CAGE-52.. E-CAGE-54.. E-CAGE-56.. E-CBIL-3.. E-FPMI-6.. E-MARS-2.. E-MARS-4.. E-MAXD-5.. E-MEXP-116.. E-MEXP-17.. E-MEXP-182.. E-MEXP-191.. E-MEXP-199.. E-MEXP-218.. E-MEXP-230..
E-MEXP-233.. E-MEXP-234.. E-MEXP-237.. E-MEXP-246.. E-MEXP-250.. E-MEXP-251.. E-MEXP-257.. E-MEXP-258.. E-MEXP-268.. E-MEXP-269.. E-MEXP-273.. E-MEXP-277.. E-MEXP-283.. E-MEXP-284.. E-MEXP-288.. E-
MEXP-294.. E-MEXP-297.. E-MEXP-300.. E-MEXP-301.. E-MEXP-305.. E-MEXP-306.. E-MEXP-307.. E-MEXP-309.. E-MEXP-310.. E-MEXP-314.. E-MEXP-318.. E-MEXP-321.. E-MEXP-322.. E-MEXP-324.. E-MEXP-334.. E-
MEXP-338.. E-MEXP-350.. E-MEXP-355.. E-MEXP-359.. E-MEXP-360.. E-MEXP-362.. E-MEXP-364.. E-MEXP-369.. E-MEXP-370.. E-MEXP-373.. E-MEXP-375.. E-MEXP-378.. E-MEXP-381.. E-MEXP-382.. E-MEXP-384.. E-
MEXP-386.. E-MEXP-388.. E-MEXP-390.. E-MEXP-393.. E-MEXP-394.. E-MEXP-399.. E-MEXP-405.. E-MEXP-410.. E-MEXP-411.. E-MEXP-412.. E-MEXP-414.. E-MEXP-415.. E-MEXP-416.. E-MEXP-417.. E-MEXP-418.. E-
MEXP-422.. E-MEXP-423.. E-MEXP-427.. E-MEXP-429.. E-MEXP-432.. E-MEXP-437.. E-MEXP-438.. E-MEXP-439.. E-MEXP-442.. E-MEXP-443.. E-MEXP-449.. E-MEXP-451.. E-MEXP-459.. E-MEXP-465.. E-MEXP-468.. E-
MEXP-469.. E-MEXP-470.. E-MEXP-474.. E-MEXP-482.. E-MEXP-483.. E-MEXP-484.. E-MEXP-486.. E-MEXP-489.. E-MEXP-491.. E-MEXP-498.. E-MEXP-504.. E-MEXP-508.. E-MEXP-513.. E-MEXP-515.. E-MEXP-517.. E-MEXP-88..
E-MIMR-42.. E-MIMR-43.. E-MNIA-66.. E-MNIA-67.. E-MNIA-69.. E-MNIA-73.. E-NASC-45.. E-NASC-49.. E-NASC-55.. E-RZPD-11.. E-RZPD-14.. E-RZPD-18.. E-RZPD-21.. E-TABM-11.. E-TABM-14.. E-TABM-24.. E-TABM-27..
E-TABM-29.. E-TABM-3.. E-TABM-30.. E-TABM-37.. E-TABM-40.. E-TABM-42.. E-TABM-44.. E-TABM-51.. E-TABM-56.. E-TABM-61.. E-TABM-64.. E-TABM-65.. E-TABM-67.. E-TIGR-121.. E-TIGR-122.. E-TIGR-128.. E-
TOXM-11.. E-TOXM-16.. E-TOXM-17.. E-TOXM-20.. E-UMCU-11.. E-UMCU-15.. E-UMCU-18.. E-UMCU-20.. E-UMCU-21.. BMRB.. 6453.. 6454.. 6455.. 6457.. 6458.. 6460.. 6467.. 6468.. 6469.. 6470.. 6473.. 6475.. 6476..
6478.. 6480.. 6481.. 6483.. 6484.. 6489.. 6503.. 6505.. 6506.. 6517.. 6518.. 6519.. 6520.. 6527.. 6531.. 6532.. 6536.. 6538.. 6546.. 6553.. 6555.. 6563.. 6570.. 6571.. 6575.. 6577.. 6579.. 6581.. 6583..
6587.. 6588.. 6589.. 6590.. 6594.. 6596.. 6597.. 6600.. 6609.. 6610.. 6612.. 6624.. 6626.. 6642.. 6645.. 6648.. 6649.. 6655.. 6679.. 6680.. 6687.. 6688.. 6689.. 6693.. 6699.. 6705.. 6709.. 6712.. 6715..
6721.. 6724.. 6727.. 6730.. 6738.. 6739.. 6740.. 6746.. 6747.. 6753.. 6754.. 6769.. 6771.. 6779.. 6783.. 6786.. 6788.. 6805.. 6806.. 6808.. 6816.. 6821.. 6824.. 6826.. 6833.. 6834.. 6840.. 6841.. 6850..
6851.. 6854.. 6865.. 6866.. 6868.. 6869.. 6877.. 6883.. 6893.. 6900.. 6902.. 6908.. 6913.. 6916.. 6918.. 6920.. 6926.. 6927.. 6928.. GEO.. GSE1165.. GSE1173.. GSE1174.. GSE1175.. GSE1191.. GSE1205..
GSE1220.. GSE1236.. GSE1241.. GSE1243.. GSE1244.. GSE1255.. GSE1397.. GSE1434.. GSE1455.. GSE1557.. GSE1610.. GSE1656.. GSE1707.. GSE1772.. GSE1782.. GSE1818.. GSE1843.. GSE1849.. GSE1862.. GSE1875..
GSE1876.. GSE1914.. GSE1920.. GSE1957.. GSE2014.. GSE2058.. GSE2095.. GSE2104.. GSE2122.. GSE2132.. GSE2133.. GSE2144.. GSE2151.. GSE2191.. GSE2208.. GSE2239.. GSE2259.. GSE2266.. GSE2273.. GSE2289..
GSE2349.. GSE2350.. GSE2378.. GSE2418.. GSE2434.. GSE2464.. GSE2472.. GSE2499.. GSE2512.. GSE2520.. GSE2552.. GSE2578.. GSE2603.. GSE2617.. GSE2620.. GSE2626.. GSE2641.. GSE2657.. GSE2672.. GSE2689..
GSE2701.. GSE2719.. GSE2772.. GSE2781.. GSE2787.. GSE2855.. GSE2868.. GSE2880.. GSE2890.. GSE2896.. GSE2899.. GSE2953.. GSE2956.. GSE2978.. GSE3013.. GSE3053.. GSE3060.. GSE3065.. GSE3137.. GSE3138..
GSE3184.. GSE3214.. GSE3224.. GSE3236.. GSE3238.. GSE3271.. GSE3292.. GSE3321.. GSE3358.. GSE3398.. GSE3411.. GSE3462.. GSE3525.. GSE3551.. GSE3554.. GSE3564.. GSE3570.. GSE3594.. GSE3658.. GSE3663..
GSE3677.. GSE3739.. GSE3755.. GSE3771.. GSE3777.. GSE3791.. GSE3857.. GSE3862.. GSE3878.. GSE3889.. GSE3904.. GSE3913.. GSE3922.. GSE3933.. GSE3956.. GSE988.. GEOROC.. 7176.. 7177.. 7178.. 7180.. 7241..
7252.. 7306.. 7402.. 7403.. 7505.. 7507.. 7508.. 7509.. 7510.. 7517.. 7521.. 7526.. 7527.. 7529.. 7568.. 7702.. 7703.. 7713.. 7767.. 7768.. 7770.. 7792.. 7862.. 7863.. 7865.. 7866.. 7878.. 7966.. 7978..
8035.. 8036.. 8074.. 8183.. 8185.. 8186.. 8312.. 8491.. 8493.. 8495.. 8496.. 8497.. 8498.. 8501.. 8504.. 8505.. 8512.. 8513.. 8514.. 8515.. 8517.. 8518.. 8520.. 8521.. 8528.. 8529.. 8530.. 8531.. 8651..
8657.. 8659.. 8662.. 8663.. 8669.. 8692.. 8701.. 8704.. 8741.. 8743.. 8786.. 8809.. 8879.. 8880.. 8899.. 8900.. 9022.. 9027.. 9165.. 9582.. 9709.. 9871.. 10002.. 10056.. 10589.. 10592.. 10596.. 10597..
10705.. 10892.. 10915.. 11143.. 11231.. 11357.. 11404.. 11417.. 11636.. 11637.. 11918.. 11959.. 11985.. 11987.. 12041.. 12195.. 12196.. 12641.. 12982.. 13131.. 13163.. 13690.. 13762.. 14015.. 14097..
14234.. 14418.. 14632.. HEPData.. p1.. p1039.. p1047.. p1113.. p1115.. p1116.. p1118.. p1120.. p1121.. p1122.. p1123.. p1308.. p1333.. p1336.. p1337.. p1338.. p1341.. p1342.. p1343.. p1344.. p1345..
p1346.. p1347.. p1348.. p1350.. p1351.. p1355.. p1931.. p3095.. p3096.. p3097.. p3098.. p3099.. p3100.. p336.. p366.. p368.. p369.. p376.. p377.. p378.. p379.. p38.. p380.. p381.. p4266.. p4310.. p4640..
p4641.. p4642.. p4643.. p5113.. p5128.. p5129.. p5880.. p5881.. p628.. p6847.. p6855.. p6856.. p6862.. p6866.. p727.. p728.. p730.. p731.. p732.. p733.. p734.. p735.. p736.. p737.. p738.. p739.. p741..
p75.. p7594.. p76.. p7654.. p7663.. p7948.. p7977.. p7998.. p7999.. p8011.. p8012.. p8027.. p990.. p991.. p992.. p993.. ICPSR.. 1306.. 1307.. 1308.. 1309.. 1310.. 1311.. 1312.. 1313.. 1314.. 1315.. 1317..
1319.. 1320.. 1321.. IQSS.. hdl:1902.1/10043.. hdl:1902.1/10045.. hdl:1902.1/10046.. hdl:1902.1/10047.. hdl:1902.1/10048.. hdl:1902.1/10052.. hdl:1902.1/10053.. hdl:1902.1/10054.. hdl:1902.1/10098.. hdl:
1902.1/15500.. JournalArchive.. . . . .. Kevin Dobbin and Richard Simon.. Rickey E. Carter, Stuart R. Li.. Xiangqin Cui, J. T. Gene Hwang.. Sin-Ho Jung, Heejung Bang, and.. Michael P. Fay. Random
margina.. Ina Hoeschele and Hua Li. A no.. Binbing Yu and Joseph L. Gastw.. Brenda F. Kurland and Patrick .. Sonia Hernández, David O. Sieg.. Ola Hössjer. Conditional likel.. Anne-Mette K. Hein, Sylvia
Ric.. M. Fiocco, H. Putter, and J. C.. Lars Ängquist and Ola Hössjer... R. Mcnamee. Optimal design and.. K. Alec Chrystal and Paul Mize.. Glenn D. Rudebusch. Assessing .. Mikael Apel, Richard Friberg, ..
Dogan Tirtiroglu, Kenneth N. D.. Lucio Sarno, Daniel L. Thornto.. Michael W. McCracken and Steph.. Jan J.J. Groen. Exchange Rate.. Ray Yeutien Chou . Forecasting.. Ellen E. Meade and D. Nathan S.. Alan
C. Hess and Avraham Kamar.. Huw Lloyd-Ellis, Shiqiang Zhan.. Michael M. Hutchison and Ilan .. Ali Anari, James Kolari, and J.. Alan S. Blinder and John Morga.. Ming Chien Lo and Jeremy Piger.. David E.
Rapach and Mark E. Wo.. Katherine S. Neiss and Edward .. A. P. Vogler, A. Cardoso, T. G.. Y.M. Yuan, S. Wolhauser, M. Mö.. K. G. McCracken and M. D. Sore.. R. C. Winkworeth, D. Bryant, P.. T. Sasaki, M.
Nikaido, H. Hami.. "K. Roelants and F. Bossuyt.. . A".. JEROME C. REGIER, ULRICH PAUKS.. Matthew C. Brandley, Andreas S.. Peng Zhang, Hui Zhou, Yue-Qin .. "Ziheng Yang and Bruce Rannala.. ".. Robert V.
Hill. Integration of.. Matt Lavin, Patrick S. Herende.. Martyn Kennedy, Barbara R. Hol.. Regina L. Cunha, Rita Castilho.. Dennis V. Lavrov and B. Franz .. Alexandra H. Wortley, Paula J... Tine Huyse and
Filip A. M. Vol.. Céline Poux, Ole Madsen, Elisa.. Henner Brinkmann, Mark van der.. David W. Weisrock, Luke J. Har.. John J. Wiens, James W. Fetzne.. Fengrong Ren, Hiroshi Tanaka, .. Philippe Gaubert, W.
Chris Woz.. Casey W. Dunn, Philip R. Pugh,.. Louise A. Lewis and Paul O. Le.. Bart Cockx and Muriel Dejemepp.. Robert Sollis. Evidence on Pur.. Jeffrey M. Wooldridge. Simple .. Fabio Canova. The
Transmission.. Vasco M. Carvalho and Andrew C.. D. Harding and A. R. Pagan. A .. Chang-Jin Kim, James Morley, a.. Gert Peersman. What caused the.. Smets, F. and R. Wouters. Comp.. . . Journal of Applied
Econome.. Christopher R. Bollinger and M.. Sanghamitra Das, Charles F. Ma.. X. Gong, A. van Soest, and P. .. Joachim Grammig, Reinhard Huje.. Krishna Pendakur. Semiparametr.. Mahmoud A. El-Gamal and
Hulusi.. Cheng Hsiao, Yan Shen, and Hir.. Zacharias Psaradakis, Morten O.. Achim Zeileis and Christian Kl.. Dennis Fok, Dick van Dijk, and.. Libertad González. Nonparametr.. Gary Koop, Dale Poirier and
Ju.. Juan M. Rodriguez-Poo, Stefan .. Troy Davig. Periodically Expan.. J. Fernandez-Villaverde and J... Fernando Fernández-Rodríguez, .. Peter R. Hansen and Asger Lund.. Shin-Ichi Nishiyama. The Cross..
"Andrew McLennan .. . The Expecte".. Joris Pinkse and Guofu Tan . T.. Steven G. Rivkin, Eric A. Hanu.. Ovidiu L. Calin, Yu Chen, Thom.. Kenneth A. Small, Clifford Win.. Peter Arcidiacono . Affirmativ..
David Card, and Dean R. Hyslop.. Dirk Bergemann and Stephen Mor.. Fernando Alvarez and Urban J. .. I-Hui Cheng and Howard J. Wall.. Ellen E. Meade . The FOMC: Pre.. Thomas A. Garrett and Russell .. Thomas
A. Garrett, Rubén Herná.. Christopher H. Wheeler . Evide.. . . The Federal Reserve Bank o.. Hui Guo and Kevin L. Kliesen ... Christopher J. Neely . An Ana.. "Robert Shimer.. . The Cyclical B".. Abdul
Abiad and Ashoka Mody. F.. "Tack Yun.. . Optimal Monetary Po".. Alan J. Auerbach and Maurice O.. John H. Cochrane and Monika Pi.. Òscar Jordà. Estimation and In.. Jeremy Greenwood, Ananth Sesha.. Daniel
M. Bernhofen and John C.. José Wynne. Wealth as a Determ.. Bhagwan Chowdhry, Richard Roll.. Gary S. Becker, Tomas J. Phili.. Carolyn L. Evans and James Har.. Daniel Diermeier, Michael Kean.. Wolfram
Schlenker, W. Michael .. Costas Meghir and Mårten Palme.. Refet S. Gürkaynak, Brian Sack.. Sandra E. Black, Paul J. Dever.. Peter Thompson and Melanie Fox.. "Eric Neumayer.. . Asylum Recogni".. Yoav
Gortzak, Yoram Z. Haftel,.. Akan Malici. Discord and Colla.. Christian Davenport. Understan.. Mirjam E. Sørli, Nils Petter G.. Walter Enders and Todd Sandler.. "Quan Li.. . Does Democracy Promo".. Carlos
Pestana Barros and Isab.. Patrick M. Regan and Daniel No.. "Gil Friedman.. . Commercial Paci".. Ahmer Tarar. Constituencies an.. Benjamin E. Goldsmith, Yusaku .. James D. Fearon. Primary Commo.. Macartan
Humphreys. Natural Re.. Päivi Lujala, Nils Petter Gled.. Michael Horowitz, Rose McDermo.. Jaroslav Tir. Keeping the Peac.. Mary Caprioli and Peter F. Tru.. Uk Heo and Robert J. Eger III... Beth A.
Simmons. Rules over Re.. Joseph Paul Vasquez III. Shoul.. Michael Koch and Scott Sigmund.. Eric Neumayer. Do Internationa.. Ron, James; Howard Ramos; and .. Neumayer, Eric (2005). Bogus R.. "Mullenbach,
Mark J. (2005). .. .".. Starr, Harvey and G. Dale Thom.. Shadlen, Kenneth C.; Andrew Sc.. Fordham, Benjamin O. and Thoma.. Brooks, Sarah M. (2005). Inter.. Lai, Brian, and Dan Reiter (20.. Sobek, David
(2005). Machiave.. Caprioli, Mary (2005). Primed .. Keller, Jonathan W. (2005). Le.. Greig, J. Michael and Paul F. .. Emilie M. Hafner-Burton. Right.. David H. Bearce & Sawa Omori ... Navin Bapat .
Insurgency and t.. Lesley G. Terris & Zeev Maoz. .. Lotta Harbom & Peter Wallenste.. Atsushi Tago. Determinants of .. Jaroslav Tir. Dividing Countri.. Hyung Min Kim & David L. Rouss.. Marie L. Besançon.
Relative Re.. Henrik Urdal. People vs. Malth.. Quan Li & Ming Wen. The Immedi.. Karen Rasler & William R. Thom.. James Meernik. Justice and Pea.. Christina Schatzman . Politica.. Jacob Shamir & Khalil
Shikaki .. Douglas M. Gibler, Toby J. Rid.. Ron P. Smith & Ali Tasiran. Th.. Erik Melander . Political Gend.. J. Joseph Hewitt. A Crisis-Den.. Charles R. Boehmer & David Sob.. Karl R. DeRouen Jr & Shaun
Gol.. Vally Koubi. War and Economic .. Yehudith Auerbach & Yaeli Bloc.. Eric Neumayer. Inequality and .. link to google search results.. imported to Mendeley?.. PDB.. 1OHO.. 1PK3.. 1RJC.. 1S7Y.. 1SB2..
1SK0.. 1T2B.. 1T4R.. 1TB0.. 1TCU.. 1TI8.. 1TJR.. 1TL6.. 1TT9.. 1TTO.. 1TZ1.. 1U3H.. 1U6T.. 1U72.. 1U9Q.. 1UWA.. 1V9X.. 1VBJ.. 1VDN.. 1VGK.. 1VGP.. 1W6G.. 1W78.. 1W8U.. 1W9X.. 1WA9.. 1WBU.. 1WCY.. 1WEL..
1WLM.. 1WNM.. 1WRY.. 1WV0.. 1WVL.. 1WY3.. 1WZ5.. 1WZL.. 1X32.. 1X37.. 1X5E.. 1X6B.. 1X7A.. 1X8C.. 1XKF.. 1XLN.. 1XO2.. 1XQQ.. 1XQX.. 1XRO.. 1XSF.. 1XSX.. 1XWR.. 1XY9.. 1XYR.. 1XYU.. 1XZ8.. 1Y0J.. 1Y1Q..
1Y1U.. 1Y32.. 1Y3A.. 1Y3W.. 1Y4C.. 1Y8K.. 1YD6.. 1YF4.. 1YHG.. 1YIG.. 1YJI.. 1YJJ.. 1YKQ.. 1YLA.. 1YLR.. 1YN9.. 1YO8.. 1YOB.. 1YQ2.. 1YSH.. 1YSW.. 1YVI.. 1YXN.. 1YZE.. 1YZR.. 1YZS.. 1Z16.. 1Z4R.. 1Z73..
1Z75.. 1Z92.. 1Z9G.. 1ZI9.. 1ZJ2.. 1ZKM.. 1ZL6.. 1ZND.. 1ZQ9.. 1ZR5.. 1ZRB.. 1ZRS.. 1ZWM.. 1ZX8.. 2A0J.. 2A1X.. 2A3L.. 2A4F.. 2A5D.. 2A77.. 2A78.. 2A8M.. 2A9M.. 2ACV.. 2ADJ.. 2AFT.. 2AV4.. 2AXY.. 2B0O..
2B6A.. 2B7O.. 2BAK.. 2BE4.. 2BGY.. 2BH8.. 2BHM.. 2BLV.. 2BO7.. 2BRL.. 2BU1.. 2BUJ.. 2BV3.. 2BW2.. 2BYD.. 2BZ8.. 2C0X.. 2C1N.. 2C3D.. 2C3Q.. 2C43.. 2CR8.. 2CRL.. 2CVJ.. 2D2S.. 2ET4.. 2F8M.. 2FDS.. title..
article reference.. TreeBASE.. S1096.. S1153.. S1171.. S1191.. S1203.. S1212.. S1215.. S1223.. S1224.. S1225.. S1227.. S1228.. S1229.. S1230.. S1231.. S1232.. S1234.. S1235.. S1236.. S1237.. S1242..
S1243.. S1244.. S1247.. S1249.. S1250.. S1252.. S1253.. S1256.. S1257.. S1258.. S1260.. S1261.. S1262.. S1263.. S1265.. S1267.. S1268.. S1270.. S1271.. S1273.. S1274.. S1275.. S1276.. S1277.. S1278..
S1279.. S1281.. S1282.. S1284.. S1285.. S1290.. S1291.. S1292.. S1293.. S1294.. S1298.. S1301.. S1302.. S1303.. S1305.. S1306.. S1307.. S1309.. S1310.. S1311.. S1313.. S1314.. S1316.. S1319.. S1323..
S1324.. S1325.. S1326.. S1327.. S1330.. S1333.. S1334.. S1335.. S1336.. S1338.. S1339.. S1341.. S1343.. S1344.. S1347.. S1349.. S1350.. S1351.. S1352.. S1354.. S1355.. S1356.. S1358.. S1359.. S1360..
S1362.. S1363.. S1364.. S1368.. S1369.. S1372.. S1373.. S1375.. S1377.. S1378.. S1379.. S1381.. S1383.. S1384.. S1385.. S1386.. S1388.. S1389.. S1390.. S1392.. S1395.. S1400.. S1403.. S1413.. S1415..
S1416.. S1418.. S1419.. S1425.. S1430.. S1455.. S1458.. S1460.. S1463.. S1472.. S1485.. S1500.. S1512.. S1551.. S1567.. S1594.. S1601.. S1648.. S2116.. S2144.. (blank).. (blank).. Pangaea.. http://
doi.pangaea.de/10.1594/PANGAEA.206394.. http://doi.pangaea.de/10.1594/PANGAEA.230042.. http://doi.pangaea.de/10.1594/PANGAEA.315658.. http://doi.pangaea.de/10.1594/PANGAEA.319950.. http://doi.pangaea.de/
10.1594/PANGAEA.328911.. http://doi.pangaea.de/10.1594/PANGAEA.339110.. http://doi.pangaea.de/10.1594/PANGAEA.370797.. http://doi.pangaea.de/10.1594/PANGAEA.472208.. http://doi.pangaea.de/10.1594/PANGAEA.
484677.. http://doi.pangaea.de/10.1594/PANGAEA.56129.. http://doi.pangaea.de/10.1594/PANGAEA.670929.. http://doi.pangaea.de/10.1594/PANGAEA.672035.. http://doi.pangaea.de/10.1594/PANGAEA.676688.. http://
doi.pangaea.de/10.1594/PANGAEA.676892.. http://doi.pangaea.de/10.1594/PANGAEA.684703.. http://doi.pangaea.de/10.1594/PANGAEA.685594.. http://doi.pangaea.de/10.1594/PANGAEA.688263.. http://doi.pangaea.de/
10.1594/PANGAEA.690658.. http://doi.pangaea.de/10.1594/PANGAEA.690848.. http://doi.pangaea.de/10.1594/PANGAEA.691304.. http://doi.pangaea.de/10.1594/PANGAEA.691478.. http://doi.pangaea.de/10.1594/PANGAEA.
694086.. http://doi.pangaea.de/10.1594/PANGAEA.700959.. http://doi.pangaea.de/10.1594/PANGAEA.701279.. http://doi.pangaea.de/10.1594/PANGAEA.704257.. http://doi.pangaea.de/10.1594/PANGAEA.707898.. http://
doi.pangaea.de/10.1594/PANGAEA.708249.. http://doi.pangaea.de/10.1594/PANGAEA.710774.. http://doi.pangaea.de/10.1594/PANGAEA.710788.. http://doi.pangaea.de/10.1594/PANGAEA.710795.. http://doi.pangaea.de/
10.1594/PANGAEA.711337.. http://doi.pangaea.de/10.1594/PANGAEA.711520.. http://doi.pangaea.de/10.1594/PANGAEA.711534.. http://doi.pangaea.de/10.1594/PANGAEA.711655.. http://doi.pangaea.de/10.1594/PANGAEA.
711656.. http://doi.pangaea.de/10.1594/PANGAEA.711985.. http://doi.pangaea.de/10.1594/PANGAEA.711998.. http://doi.pangaea.de/10.1594/PANGAEA.712921.. http://doi.pangaea.de/10.1594/PANGAEA.712938.. http://
doi.pangaea.de/10.1594/PANGAEA.713701.. http://doi.pangaea.de/10.1594/PANGAEA.720961.. http://doi.pangaea.de/10.1594/PANGAEA.721804.. http://doi.pangaea.de/10.1594/PANGAEA.722600.. http://doi.pangaea.de/
10.1594/PANGAEA.722622.. http://doi.pangaea.de/10.1594/PANGAEA.726861.. http://doi.pangaea.de/10.1594/PANGAEA.727523.. http://doi.pangaea.de/10.1594/PANGAEA.728138.. http://doi.pangaea.de/10.1594/PANGAEA.
728219.. http://doi.pangaea.de/10.1594/PANGAEA.728220.. http://doi.pangaea.de/10.1594/PANGAEA.733691.. http://doi.pangaea.de/10.1594/PANGAEA.736818.. http://doi.pangaea.de/10.1594/PANGAEA.736977.. http://
doi.pangaea.de/10.1594/PANGAEA.738239.. http://doi.pangaea.de/10.1594/PANGAEA.738240.. http://doi.pangaea.de/10.1594/PANGAEA.738241.. http://doi.pangaea.de/10.1594/PANGAEA.738242.. http://doi.pangaea.de/
10.1594/PANGAEA.738246.. http://doi.pangaea.de/10.1594/PANGAEA.738255.. http://doi.pangaea.de/10.1594/PANGAEA.738263.. http://doi.pangaea.de/10.1594/PANGAEA.738265.. http://doi.pangaea.de/10.1594/PANGAEA.
738279.. http://doi.pangaea.de/10.1594/PANGAEA.738282.. http://doi.pangaea.de/10.1594/PANGAEA.738377.. http://doi.pangaea.de/10.1594/PANGAEA.738441.. http://doi.pangaea.de/10.1594/PANGAEA.738561.. http://
38.
39. cumulative use of 100 datasets, by repo
(!!"
'!!"
,-./010"
.023040"
&!!"
5-6"
./7"
%!!"
7897"
:;<=20>0=?@AB4C"
$!!" 5-696D"
E=4470C4"
#!!" F==0G"-HI=4CC"
!"
$!!'" $!!(" $!!)" $!!*" $!!+" $!#!"
42. 2) more impact per funding dollar
Traditional research funding:
$400k = 16 papers
At Dryad cost levels,
at similar levels of reuse to GEO,
$400k would facilitate 1000 reuse papers
A stellar Scientific ROI is in easy reach.
43. Piwowar, Vision, Whitlock (2011)
Data archiving is a good investment.
Nature 473, 285
http://researchremix.wordpress.com/2011/05/19/nature-letter/
49. Study of attitudes, experiences
- online questionnaire
- corresponding authors
- 40 journals
- 3 years
Data collection ongoing...
please do not disseminate widely.
63. Gleditsch et al. 2003. Posting Your Data: Will You Be
Scooped or Will You Be Famous?, International Studies
Perspectives 4(1): 89–97.
Ioannidis et al. Repeatability of published microarray gene
expression analyses. Nature Genetics 41, 149 - 155
Pienta et al. 2010. NSR Social Science Secondary Use.
Michigan IR.
Henneken et al. 2011. Linking to Data – Effect on Citation
Rates in Astronomy. ESO.
Sears 2011. Data Sharing Effect on Article Citation rate in
Paleoceanography. AGU.
68. Multivariate nonlinear regressions with interactions
Odds Ratio
0.25 0.50 1.00 2.00 4.00 8.00
Has journal policy
Multivariate nonlinear regressions with interactions
Count of R01 & other NIH grants Odds Ratio
0.95
0.25 0.50 1.00 2.00 4.00 8.00
Authors prev GEOAE sharing & OA & microarray creation
Has journal policy
NO K funding other P funding
Count of R01 & or NIH grants
0.95
Authors prev GEOAE sharing & OA & microarray creation
NO K Journalfunding
funding or P impact
Institution high citations & collaboration
Journal policy consequences & Journal impact long halflife
Journal policy consequences & long halflife
Institution high citations NOTcollaboration & animals or mice
Instititution is government & NOT higher ed
NOT animals or mice
Last author num prev pubs & first year pub
Large NIH grant
Instititution is government & NOT higher ed Humans & cancer
NO geo reuse + YES high institution output
Last author num prev pubs & first year pub
First author num prev pubs & first year pub
Large NIH grant
Humans & cancer
NO geo reuse + YES high institution output
First author num prev pubs & first year pub
101. thank you
Todd Vision,
Mike Whitlock
Jonathan Carlson, Estephanie Sta Maria,
Jason Priem, total-Impact and Beyond Impact
The open science online community and those who
release their articles, datasets and photos openly
blog: ResearchRemix.wordpress.com
@researchremix