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7 data citation challenges
      illustrated with data
      (includes elephants)
               Heather	
  Piwowar
   DataONE	
  postdoc	
  with	
  NESCent	
  and	
  Dryad
                 @researchremix	
  

           JISC	
  Managing	
  Research	
  Data	
  
               	
  March	
  2011	
  #jiscmrd
http://www.flickr.com/photos/nilsrinaldi/5157809483/
http://www.flickr.com/photos/paulhami/1020538523//
Why do we care?

CVs

Impact of repositories, research programs, institutions,
  funding programs

Tracking patterns to inform policy
A1%'-3,'&%"1%'()'6778'9:;',-5-'-B&2$"5%,'$C'-//%112(3'
                                                                     &%)%&%3/%D'%=5&->(0-5%,'5('-00'()'*"$+%,'
                                                             %#!!"
!"#$%&'()'*"$+%,'-&./0%1'&%)%&&234'5('-'6778'9:;',-5-1%5''




                                                             %!!!"
                                                                                                                     )*"+,-.*/0"12"3*44*2"
          <%=5&->(0-5%,')&(#'*"$+%,'?%35&-0@'




                                                                                                                     51-."6+-+07-"678*01-"


                                                             $#!!"

                                                                                                                     9,-.*/0"12"3*44*2"51-."
                                                                                                                     6+-+07-"678*01-"

                                                             $!!!"




                                                              #!!"




                                                                !"
                                                                     %!!&"    %!!'"    %!!("      %!$!"



                                                                                      http://researchremix.wordpress.com/2011/02/18/early_results
#1

Few policies request
  or require data
      citation
We reviewed policies of various stakeholders within the
  environmental sciences, looking for evidence of data citation
  policies and attribution suggestions.

  Policies in our sample that mention data citation:




Journal policies rarely included useful best practices.


                                  Nicholas Weber, Data citation in the wild IDCC 2010 poster.
          Policy links can be found at: http://openwetware.org/wiki/User:Valerie_Enriquez/Notebook/DataONE_Web_resources
#2

No consistent practice
We reviewed 500 articles in six major evolution and ecology
journals for evidence of data citation:




                          Sarah Judson, Data citation in the wild IDCC 2010 poster.
We reviewed 500 articles in six major evolution and ecology
journals for evidence of data citation:




                          Sarah Judson, Data citation in the wild IDCC 2010 poster.
#3

Huge manual effort
 required to track
http://www.flickr.com/photos/archeon/2941655917/
In 2009, there were 116 articles citing ORNL DAAC data.

Finding these articles took 70-80 hours of work

across	
  at	
  least	
  12	
  search	
  engines,	
  abstract	
  servers,	
  cita3on	
  databases,	
  
and	
  full-­‐text	
  archives,	
  
all	
  chosen	
  from	
  a	
  deep	
  understanding	
  of	
  this	
  specific	
  research	
  domain

then	
  the	
  full	
  text	
  of	
  the	
  hits	
  were	
  manually	
  reviewed.




                                                            Valerie Enriquez interview with James Kidder
                                             http://openwetware.org/wiki/DataONE:Notebook/Reuse_of_repository_data
Data citation in the wild IDCC 2010 poster.
#4

Lack of tool support!
Research Remix blog: http://bit.ly/aOwLoJ
“Tracking Dataset Citations Using Common Citation Tracking Tools Doesn’t Work”
Research Remix blog: http://bit.ly/aOwLoJ
“Tracking Dataset Citations Using Common Citation Tracking Tools Doesn’t Work”
#5

Our best practices don’t
 scale to mega-reuse
!"#$%&'()'*+,+-%,-'&%)%&%./%*'$0'+&1/2%-'
            ,3+,'&%"-%*'456'*+,+7'/"#"2+18%'
$!!"#
 ,!"#
 +!"#
 *!"#
 )!"#
 (!"#
 '!"#
 &!"#
 %!"#
 $!"#
  !"#
        !#    (#     $!#    $(#   %!#    %(#    &!#
!"#$%&'()'*+,+-%,-'&%)%&%./%*'$0'+&1/2%-'
            ,3+,'&%"-%*'456'*+,+7'/"#"2+18%'
$!!"#
 ,!"#
 +!"#
 *!"#
 )!"#
 (!"#
 '!"#
 &!"#
 %!"#
 $!"#
  !"#
        !#    (#     $!#    $(#   %!#    %(#    &!#
!"#$%&'()'*+,+-%,-'&%)%&%./%*'$0'+&1/2%-'
            ,3+,'&%"-%*'456'*+,+7'/"#"2+18%'
$!!"#
 ,!"#
 +!"#
 *!"#
 )!"#
 (!"#
 '!"#
 &!"#
 %!"#
 $!"#
  !"#
        !#    (#     $!#    $(#   %!#    %(#    &!#
http://www.nature.com/nature/authors/gta/
#6

Adoption of best practices
 erode incentives in the
       short term
~70%
in multivariate
analysis
#7

Data citations only matter
    if they are valued
Please donʼt tweet or publicize this next bit...

Early results from an ongoing survey.

n=538
[graphs removed from public slides because
     survey data collection is ongoing]




                   Do not publicize outside MRC workshop
[graphs removed from public slides because
     survey data collection is ongoing]




                   Do not publicize outside MRC workshop
• Few policies request or require data citation
• No consistent practice
• Huge manual effort required to track
• Lack of tool support!
• Our best practices donʼt scale to mega-reuse
• Adoption of best practices erode incentives
   in the short term
• Data citations only matter if they are valued
http://www.flickr.com/photos/sunrise/35819369/
http://www.flickr.com/photos/ryanr/142455033/
http://www.flickr.com/photos/ginable/325235488/
thank you
Dryad and DataONE colleagues, in particular:
  Todd Vision
  Nicholas Weber, Sarah Judson, Valerie Enriquez
Simon Hodson and JISC.
The open science online community
  and those who release their articles, datasets and
  photos openly.
7 data citation challenges, illustrated with data (includes elephants)

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