SlideShare a Scribd company logo
1 of 47
Download to read offline
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)

More Related Content

What's hot

Blog Indiana09
Blog Indiana09Blog Indiana09
Blog Indiana09MediaSauce
 
Keynote - SBI
Keynote - SBIKeynote - SBI
Keynote - SBIsmeech
 
TAMALE Seminar: Evaluating scientific hypotheses using Semantic Web technologies
TAMALE Seminar: Evaluating scientific hypotheses using Semantic Web technologiesTAMALE Seminar: Evaluating scientific hypotheses using Semantic Web technologies
TAMALE Seminar: Evaluating scientific hypotheses using Semantic Web technologiesalison.callahan
 
Momentum of Open Research Data: now in 5-d!
Momentum of Open Research Data: now in 5-d!Momentum of Open Research Data: now in 5-d!
Momentum of Open Research Data: now in 5-d!Heather Piwowar
 
Root Causing Cloud Adoption
Root Causing Cloud AdoptionRoot Causing Cloud Adoption
Root Causing Cloud AdoptionScott Lowe
 
Sena McLellan Resume
Sena McLellan ResumeSena McLellan Resume
Sena McLellan ResumeSena McLellan
 
NantKwest Chairman & CEO Dr. Patrick Soon-Shiong to Present Vision for Next G...
NantKwest Chairman & CEO Dr. Patrick Soon-Shiong to Present Vision for Next G...NantKwest Chairman & CEO Dr. Patrick Soon-Shiong to Present Vision for Next G...
NantKwest Chairman & CEO Dr. Patrick Soon-Shiong to Present Vision for Next G...JillHollister
 
OECD, Higher education workshop, Helsinki, 2007, Finland
OECD, Higher education workshop, Helsinki, 2007, FinlandOECD, Higher education workshop, Helsinki, 2007, Finland
OECD, Higher education workshop, Helsinki, 2007, FinlandIlkka Kakko
 
Gloria Aluminium India Pvt ltd Manish
Gloria Aluminium India Pvt ltd Manish Gloria Aluminium India Pvt ltd Manish
Gloria Aluminium India Pvt ltd Manish Gloria Alluminium
 
Сергей Сергеев "Git — ветки, деревья, лес"
Сергей Сергеев "Git — ветки, деревья, лес"Сергей Сергеев "Git — ветки, деревья, лес"
Сергей Сергеев "Git — ветки, деревья, лес"Yandex
 
Friday Sermon 24 June 1983 - ایمان افروز خطبہ جمعہ فرمودہ حضرت مرزا طاہر احمد...
Friday Sermon 24 June 1983 - ایمان افروز خطبہ جمعہ فرمودہ حضرت مرزا طاہر احمد...Friday Sermon 24 June 1983 - ایمان افروز خطبہ جمعہ فرمودہ حضرت مرزا طاہر احمد...
Friday Sermon 24 June 1983 - ایمان افروز خطبہ جمعہ فرمودہ حضرت مرزا طاہر احمد...muzaffertahir9
 
Dramatically increase revenue on verio template
Dramatically increase revenue on verio templateDramatically increase revenue on verio template
Dramatically increase revenue on verio templateJanine Soika
 
Continuous Integration Saves the Day
Continuous Integration Saves the DayContinuous Integration Saves the Day
Continuous Integration Saves the DayKurt Schrader
 
التخطيط الاستراتيجى فى مؤسسات المعلومات السعودية
التخطيط الاستراتيجى فى مؤسسات المعلومات السعوديةالتخطيط الاستراتيجى فى مؤسسات المعلومات السعودية
التخطيط الاستراتيجى فى مؤسسات المعلومات السعوديةEssam Obaid
 
Listing 510 East 80th
Listing 510 East 80thListing 510 East 80th
Listing 510 East 80thjroberts0901
 
ประกาศและใบสมัครลูกจ้างชั่วคราว เจ้าพนักงานบัญชี สสอ.แม่จัน
ประกาศและใบสมัครลูกจ้างชั่วคราว เจ้าพนักงานบัญชี  สสอ.แม่จันประกาศและใบสมัครลูกจ้างชั่วคราว เจ้าพนักงานบัญชี  สสอ.แม่จัน
ประกาศและใบสมัครลูกจ้างชั่วคราว เจ้าพนักงานบัญชี สสอ.แม่จันSarawut Chummongkhol
 

What's hot (20)

Blog Indiana09
Blog Indiana09Blog Indiana09
Blog Indiana09
 
Keynote - SBI
Keynote - SBIKeynote - SBI
Keynote - SBI
 
TAMALE Seminar: Evaluating scientific hypotheses using Semantic Web technologies
TAMALE Seminar: Evaluating scientific hypotheses using Semantic Web technologiesTAMALE Seminar: Evaluating scientific hypotheses using Semantic Web technologies
TAMALE Seminar: Evaluating scientific hypotheses using Semantic Web technologies
 
Momentum of Open Research Data: now in 5-d!
Momentum of Open Research Data: now in 5-d!Momentum of Open Research Data: now in 5-d!
Momentum of Open Research Data: now in 5-d!
 
Root Causing Cloud Adoption
Root Causing Cloud AdoptionRoot Causing Cloud Adoption
Root Causing Cloud Adoption
 
Sena McLellan Resume
Sena McLellan ResumeSena McLellan Resume
Sena McLellan Resume
 
NantKwest Chairman & CEO Dr. Patrick Soon-Shiong to Present Vision for Next G...
NantKwest Chairman & CEO Dr. Patrick Soon-Shiong to Present Vision for Next G...NantKwest Chairman & CEO Dr. Patrick Soon-Shiong to Present Vision for Next G...
NantKwest Chairman & CEO Dr. Patrick Soon-Shiong to Present Vision for Next G...
 
OECD, Higher education workshop, Helsinki, 2007, Finland
OECD, Higher education workshop, Helsinki, 2007, FinlandOECD, Higher education workshop, Helsinki, 2007, Finland
OECD, Higher education workshop, Helsinki, 2007, Finland
 
Gloria Aluminium India Pvt ltd Manish
Gloria Aluminium India Pvt ltd Manish Gloria Aluminium India Pvt ltd Manish
Gloria Aluminium India Pvt ltd Manish
 
Сергей Сергеев "Git — ветки, деревья, лес"
Сергей Сергеев "Git — ветки, деревья, лес"Сергей Сергеев "Git — ветки, деревья, лес"
Сергей Сергеев "Git — ветки, деревья, лес"
 
Science 10
Science 10Science 10
Science 10
 
Friday Sermon 24 June 1983 - ایمان افروز خطبہ جمعہ فرمودہ حضرت مرزا طاہر احمد...
Friday Sermon 24 June 1983 - ایمان افروز خطبہ جمعہ فرمودہ حضرت مرزا طاہر احمد...Friday Sermon 24 June 1983 - ایمان افروز خطبہ جمعہ فرمودہ حضرت مرزا طاہر احمد...
Friday Sermon 24 June 1983 - ایمان افروز خطبہ جمعہ فرمودہ حضرت مرزا طاہر احمد...
 
Dramatically increase revenue on verio template
Dramatically increase revenue on verio templateDramatically increase revenue on verio template
Dramatically increase revenue on verio template
 
Continuous Integration Saves the Day
Continuous Integration Saves the DayContinuous Integration Saves the Day
Continuous Integration Saves the Day
 
Technology at NHS
Technology at NHSTechnology at NHS
Technology at NHS
 
التخطيط الاستراتيجى فى مؤسسات المعلومات السعودية
التخطيط الاستراتيجى فى مؤسسات المعلومات السعوديةالتخطيط الاستراتيجى فى مؤسسات المعلومات السعودية
التخطيط الاستراتيجى فى مؤسسات المعلومات السعودية
 
8akh5
8akh58akh5
8akh5
 
Listing 510 East 80th
Listing 510 East 80thListing 510 East 80th
Listing 510 East 80th
 
2010 financieel jaarverslag
2010 financieel jaarverslag2010 financieel jaarverslag
2010 financieel jaarverslag
 
ประกาศและใบสมัครลูกจ้างชั่วคราว เจ้าพนักงานบัญชี สสอ.แม่จัน
ประกาศและใบสมัครลูกจ้างชั่วคราว เจ้าพนักงานบัญชี  สสอ.แม่จันประกาศและใบสมัครลูกจ้างชั่วคราว เจ้าพนักงานบัญชี  สสอ.แม่จัน
ประกาศและใบสมัครลูกจ้างชั่วคราว เจ้าพนักงานบัญชี สสอ.แม่จัน
 

Viewers also liked

Data Citation in The Dataverse Network
Data Citation in The Dataverse NetworkData Citation in The Dataverse Network
Data Citation in The Dataverse NetworkMicah Altman
 
RDMRose 2.5 Metadata and data citation
RDMRose 2.5 Metadata and data citationRDMRose 2.5 Metadata and data citation
RDMRose 2.5 Metadata and data citationRDMRose
 
TDWG_2010_Chavan_data_citation
TDWG_2010_Chavan_data_citationTDWG_2010_Chavan_data_citation
TDWG_2010_Chavan_data_citationVishwas Chavan
 
Software-Native metrics: Depsy lessons learned
Software-Native metrics: Depsy lessons learnedSoftware-Native metrics: Depsy lessons learned
Software-Native metrics: Depsy lessons learnedHeather Piwowar
 

Viewers also liked (6)

Data Citation in The Dataverse Network
Data Citation in The Dataverse NetworkData Citation in The Dataverse Network
Data Citation in The Dataverse Network
 
RDA BoF joint data citation implementation summary
RDA BoF joint data citation implementation summaryRDA BoF joint data citation implementation summary
RDA BoF joint data citation implementation summary
 
RDMRose 2.5 Metadata and data citation
RDMRose 2.5 Metadata and data citationRDMRose 2.5 Metadata and data citation
RDMRose 2.5 Metadata and data citation
 
TDWG_2010_Chavan_data_citation
TDWG_2010_Chavan_data_citationTDWG_2010_Chavan_data_citation
TDWG_2010_Chavan_data_citation
 
FAA SAFETY FORUMS AT SUN N FUN 2014
FAA SAFETY FORUMS AT SUN N FUN 2014FAA SAFETY FORUMS AT SUN N FUN 2014
FAA SAFETY FORUMS AT SUN N FUN 2014
 
Software-Native metrics: Depsy lessons learned
Software-Native metrics: Depsy lessons learnedSoftware-Native metrics: Depsy lessons learned
Software-Native metrics: Depsy lessons learned
 

Similar to 7 data citation challenges, illustrated with data (includes elephants)

Evolving systems and the link to service orientation
Evolving systems and the link to service orientationEvolving systems and the link to service orientation
Evolving systems and the link to service orientationAngelo van der Sijpt
 
EarthCube DDMA AGU
EarthCube DDMA AGUEarthCube DDMA AGU
EarthCube DDMA AGUTanu Malik
 
Training evaluation workshop ver 00
Training evaluation workshop ver 00Training evaluation workshop ver 00
Training evaluation workshop ver 00Reza Seifollahy
 
Assignment 3 Grading CriteriaMaximum PointsEvaluated and expla.docx
Assignment 3 Grading CriteriaMaximum PointsEvaluated and expla.docxAssignment 3 Grading CriteriaMaximum PointsEvaluated and expla.docx
Assignment 3 Grading CriteriaMaximum PointsEvaluated and expla.docxdanielfoster65629
 
Science Fiction Sensor Networks
Science Fiction Sensor NetworksScience Fiction Sensor Networks
Science Fiction Sensor NetworksDiego Pizzocaro
 
Multilingual Text Mining: Lost in (Machine) Translation, Found in Native Lang...
Multilingual Text Mining: Lost in (Machine) Translation, Found in Native Lang...Multilingual Text Mining: Lost in (Machine) Translation, Found in Native Lang...
Multilingual Text Mining: Lost in (Machine) Translation, Found in Native Lang...Content Savvy
 
Steering Iterative and Incremental Delivery with Jeff Patton
Steering Iterative and Incremental Delivery with Jeff PattonSteering Iterative and Incremental Delivery with Jeff Patton
Steering Iterative and Incremental Delivery with Jeff PattonUIEpreviews
 
Christian Bason, MindLab Denmark - MaRS Global Leadership Series
Christian Bason, MindLab Denmark - MaRS Global Leadership SeriesChristian Bason, MindLab Denmark - MaRS Global Leadership Series
Christian Bason, MindLab Denmark - MaRS Global Leadership SeriesMaRS Discovery District
 
Tweak Your Slides: Ten Design Principles for Educators (version 3.0)
Tweak Your Slides: Ten Design Principles for Educators (version 3.0)Tweak Your Slides: Ten Design Principles for Educators (version 3.0)
Tweak Your Slides: Ten Design Principles for Educators (version 3.0)Chiara Ojeda
 
Community Panels: Pandora's Box or Panacea
Community Panels: Pandora's Box or PanaceaCommunity Panels: Pandora's Box or Panacea
Community Panels: Pandora's Box or Panaceavcuniversity
 
2011 ICT &amp; Human Rights Presentation Intro 02
2011 ICT &amp; Human Rights Presentation Intro 022011 ICT &amp; Human Rights Presentation Intro 02
2011 ICT &amp; Human Rights Presentation Intro 02Olga Werby
 
How Word-of-Mouth and Social Media enhance Search Marketing
How Word-of-Mouth and Social Media enhance Search MarketingHow Word-of-Mouth and Social Media enhance Search Marketing
How Word-of-Mouth and Social Media enhance Search MarketingARC Science
 
Dramatically increase revenue on verio template
Dramatically increase revenue on verio templateDramatically increase revenue on verio template
Dramatically increase revenue on verio templateJanine Soika
 

Similar to 7 data citation challenges, illustrated with data (includes elephants) (20)

Evolving systems and the link to service orientation
Evolving systems and the link to service orientationEvolving systems and the link to service orientation
Evolving systems and the link to service orientation
 
07 samyagan
07 samyagan07 samyagan
07 samyagan
 
sam presso
sam pressosam presso
sam presso
 
EarthCube DDMA AGU
EarthCube DDMA AGUEarthCube DDMA AGU
EarthCube DDMA AGU
 
Green grocersppt
Green grocerspptGreen grocersppt
Green grocersppt
 
Training evaluation workshop ver 00
Training evaluation workshop ver 00Training evaluation workshop ver 00
Training evaluation workshop ver 00
 
Assignment 3 Grading CriteriaMaximum PointsEvaluated and expla.docx
Assignment 3 Grading CriteriaMaximum PointsEvaluated and expla.docxAssignment 3 Grading CriteriaMaximum PointsEvaluated and expla.docx
Assignment 3 Grading CriteriaMaximum PointsEvaluated and expla.docx
 
InnoDB Magic
InnoDB MagicInnoDB Magic
InnoDB Magic
 
The Project Trap
The Project TrapThe Project Trap
The Project Trap
 
Science Fiction Sensor Networks
Science Fiction Sensor NetworksScience Fiction Sensor Networks
Science Fiction Sensor Networks
 
Multilingual Text Mining: Lost in (Machine) Translation, Found in Native Lang...
Multilingual Text Mining: Lost in (Machine) Translation, Found in Native Lang...Multilingual Text Mining: Lost in (Machine) Translation, Found in Native Lang...
Multilingual Text Mining: Lost in (Machine) Translation, Found in Native Lang...
 
Steering Iterative and Incremental Delivery with Jeff Patton
Steering Iterative and Incremental Delivery with Jeff PattonSteering Iterative and Incremental Delivery with Jeff Patton
Steering Iterative and Incremental Delivery with Jeff Patton
 
All about Apache ACE
All about Apache ACEAll about Apache ACE
All about Apache ACE
 
Christian Bason, MindLab Denmark - MaRS Global Leadership Series
Christian Bason, MindLab Denmark - MaRS Global Leadership SeriesChristian Bason, MindLab Denmark - MaRS Global Leadership Series
Christian Bason, MindLab Denmark - MaRS Global Leadership Series
 
Tweak Your Slides: Ten Design Principles for Educators (version 3.0)
Tweak Your Slides: Ten Design Principles for Educators (version 3.0)Tweak Your Slides: Ten Design Principles for Educators (version 3.0)
Tweak Your Slides: Ten Design Principles for Educators (version 3.0)
 
Community Panels: Pandora's Box or Panacea
Community Panels: Pandora's Box or PanaceaCommunity Panels: Pandora's Box or Panacea
Community Panels: Pandora's Box or Panacea
 
2011 ICT &amp; Human Rights Presentation Intro 02
2011 ICT &amp; Human Rights Presentation Intro 022011 ICT &amp; Human Rights Presentation Intro 02
2011 ICT &amp; Human Rights Presentation Intro 02
 
How Word-of-Mouth and Social Media enhance Search Marketing
How Word-of-Mouth and Social Media enhance Search MarketingHow Word-of-Mouth and Social Media enhance Search Marketing
How Word-of-Mouth and Social Media enhance Search Marketing
 
Dramatically increase revenue on verio template
Dramatically increase revenue on verio templateDramatically increase revenue on verio template
Dramatically increase revenue on verio template
 
Device deployment
Device deploymentDevice deployment
Device deployment
 

More from Heather Piwowar

Calculating how much your University spends on Open Access--and what to do ab...
Calculating how much your University spends on Open Access--and what to do ab...Calculating how much your University spends on Open Access--and what to do ab...
Calculating how much your University spends on Open Access--and what to do ab...Heather Piwowar
 
How to Calculate OA APC Spend for Your University
How to Calculate OA APC Spend for Your UniversityHow to Calculate OA APC Spend for Your University
How to Calculate OA APC Spend for Your UniversityHeather Piwowar
 
Intro to Managing Serials with Net Cost per Paid Use
Intro to Managing Serials with Net Cost per Paid UseIntro to Managing Serials with Net Cost per Paid Use
Intro to Managing Serials with Net Cost per Paid UseHeather Piwowar
 
The Future of OA: 
The Impact of Open Access on Readership and Subscription ...
 The Future of OA: 
The Impact of Open Access on Readership and Subscription ... The Future of OA: 
The Impact of Open Access on Readership and Subscription ...
The Future of OA: 
The Impact of Open Access on Readership and Subscription ...Heather Piwowar
 
The time has come to talk of... who should own scholarly infrastructure?
 The time has come to talk of... who should own scholarly infrastructure? The time has come to talk of... who should own scholarly infrastructure?
The time has come to talk of... who should own scholarly infrastructure?Heather Piwowar
 
What kinds of open have 
made a difference in scholarly communication infrast...
What kinds of open have 
made a difference in scholarly communication infrast...What kinds of open have 
made a difference in scholarly communication infrast...
What kinds of open have 
made a difference in scholarly communication infrast...Heather Piwowar
 
Data science needs Data and lots of it
Data science needs Data and lots of itData science needs Data and lots of it
Data science needs Data and lots of itHeather Piwowar
 
Impactstory OA week 2017
Impactstory OA week 2017Impactstory OA week 2017
Impactstory OA week 2017Heather Piwowar
 
What's your Impactstory?
What's your Impactstory?What's your Impactstory?
What's your Impactstory?Heather Piwowar
 
capturing the impact of software AAS 2017
capturing the impact of software AAS 2017capturing the impact of software AAS 2017
capturing the impact of software AAS 2017Heather Piwowar
 
Software-Native metrics: Depsy lessons learned
Software-Native metrics: Depsy lessons learnedSoftware-Native metrics: Depsy lessons learned
Software-Native metrics: Depsy lessons learnedHeather Piwowar
 
submission summary for #WSSSPE Policy session on Credit, Citation, and Impact
submission summary for #WSSSPE Policy session on Credit, Citation, and Impactsubmission summary for #WSSSPE Policy session on Credit, Citation, and Impact
submission summary for #WSSSPE Policy session on Credit, Citation, and ImpactHeather Piwowar
 
Building Skyscrapers with our Scholarship
Building Skyscrapers with our ScholarshipBuilding Skyscrapers with our Scholarship
Building Skyscrapers with our ScholarshipHeather Piwowar
 
Right time, right place, to change the world
Right time, right place, to change the worldRight time, right place, to change the world
Right time, right place, to change the worldHeather Piwowar
 
No more waiting! Tools that work Today to reveal dataset use
No more waiting!  Tools that work Today to reveal dataset useNo more waiting!  Tools that work Today to reveal dataset use
No more waiting! Tools that work Today to reveal dataset useHeather Piwowar
 
Analyzing data about our data
Analyzing data about our dataAnalyzing data about our data
Analyzing data about our dataHeather Piwowar
 
Libraries empowering scholars (and scholarly communication) through #altmetrics
Libraries empowering scholars (and scholarly communication) through #altmetricsLibraries empowering scholars (and scholarly communication) through #altmetrics
Libraries empowering scholars (and scholarly communication) through #altmetricsHeather Piwowar
 

More from Heather Piwowar (20)

Calculating how much your University spends on Open Access--and what to do ab...
Calculating how much your University spends on Open Access--and what to do ab...Calculating how much your University spends on Open Access--and what to do ab...
Calculating how much your University spends on Open Access--and what to do ab...
 
Unsub Lightning Talk
Unsub Lightning TalkUnsub Lightning Talk
Unsub Lightning Talk
 
How to Calculate OA APC Spend for Your University
How to Calculate OA APC Spend for Your UniversityHow to Calculate OA APC Spend for Your University
How to Calculate OA APC Spend for Your University
 
Intro to Managing Serials with Net Cost per Paid Use
Intro to Managing Serials with Net Cost per Paid UseIntro to Managing Serials with Net Cost per Paid Use
Intro to Managing Serials with Net Cost per Paid Use
 
The Future of OA: 
The Impact of Open Access on Readership and Subscription ...
 The Future of OA: 
The Impact of Open Access on Readership and Subscription ... The Future of OA: 
The Impact of Open Access on Readership and Subscription ...
The Future of OA: 
The Impact of Open Access on Readership and Subscription ...
 
The time has come to talk of... who should own scholarly infrastructure?
 The time has come to talk of... who should own scholarly infrastructure? The time has come to talk of... who should own scholarly infrastructure?
The time has come to talk of... who should own scholarly infrastructure?
 
What kinds of open have 
made a difference in scholarly communication infrast...
What kinds of open have 
made a difference in scholarly communication infrast...What kinds of open have 
made a difference in scholarly communication infrast...
What kinds of open have 
made a difference in scholarly communication infrast...
 
Data science needs Data and lots of it
Data science needs Data and lots of itData science needs Data and lots of it
Data science needs Data and lots of it
 
Oadoi and libraries
Oadoi and librariesOadoi and libraries
Oadoi and libraries
 
Impactstory OA week 2017
Impactstory OA week 2017Impactstory OA week 2017
Impactstory OA week 2017
 
Paperbuzz sneak peek
Paperbuzz sneak peekPaperbuzz sneak peek
Paperbuzz sneak peek
 
What's your Impactstory?
What's your Impactstory?What's your Impactstory?
What's your Impactstory?
 
capturing the impact of software AAS 2017
capturing the impact of software AAS 2017capturing the impact of software AAS 2017
capturing the impact of software AAS 2017
 
Software-Native metrics: Depsy lessons learned
Software-Native metrics: Depsy lessons learnedSoftware-Native metrics: Depsy lessons learned
Software-Native metrics: Depsy lessons learned
 
submission summary for #WSSSPE Policy session on Credit, Citation, and Impact
submission summary for #WSSSPE Policy session on Credit, Citation, and Impactsubmission summary for #WSSSPE Policy session on Credit, Citation, and Impact
submission summary for #WSSSPE Policy session on Credit, Citation, and Impact
 
Building Skyscrapers with our Scholarship
Building Skyscrapers with our ScholarshipBuilding Skyscrapers with our Scholarship
Building Skyscrapers with our Scholarship
 
Right time, right place, to change the world
Right time, right place, to change the worldRight time, right place, to change the world
Right time, right place, to change the world
 
No more waiting! Tools that work Today to reveal dataset use
No more waiting!  Tools that work Today to reveal dataset useNo more waiting!  Tools that work Today to reveal dataset use
No more waiting! Tools that work Today to reveal dataset use
 
Analyzing data about our data
Analyzing data about our dataAnalyzing data about our data
Analyzing data about our data
 
Libraries empowering scholars (and scholarly communication) through #altmetrics
Libraries empowering scholars (and scholarly communication) through #altmetricsLibraries empowering scholars (and scholarly communication) through #altmetrics
Libraries empowering scholars (and scholarly communication) through #altmetrics
 

Recently uploaded

Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Celine George
 
The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13Steve Thomason
 
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...Sapna Thakur
 
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...fonyou31
 
Z Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphZ Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphThiyagu K
 
Key note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfKey note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfAdmir Softic
 
Student login on Anyboli platform.helpin
Student login on Anyboli platform.helpinStudent login on Anyboli platform.helpin
Student login on Anyboli platform.helpinRaunakKeshri1
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfagholdier
 
microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introductionMaksud Ahmed
 
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Krashi Coaching
 
9548086042 for call girls in Indira Nagar with room service
9548086042  for call girls in Indira Nagar  with room service9548086042  for call girls in Indira Nagar  with room service
9548086042 for call girls in Indira Nagar with room servicediscovermytutordmt
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdfQucHHunhnh
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactPECB
 
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...PsychoTech Services
 
Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Disha Kariya
 
Measures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeMeasures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeThiyagu K
 
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxiammrhaywood
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfsanyamsingh5019
 

Recently uploaded (20)

Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17
 
The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13
 
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...
 
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
 
Advance Mobile Application Development class 07
Advance Mobile Application Development class 07Advance Mobile Application Development class 07
Advance Mobile Application Development class 07
 
Z Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphZ Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot Graph
 
Key note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfKey note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdf
 
Student login on Anyboli platform.helpin
Student login on Anyboli platform.helpinStudent login on Anyboli platform.helpin
Student login on Anyboli platform.helpin
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdf
 
microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introduction
 
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
 
9548086042 for call girls in Indira Nagar with room service
9548086042  for call girls in Indira Nagar  with room service9548086042  for call girls in Indira Nagar  with room service
9548086042 for call girls in Indira Nagar with room service
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdf
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global Impact
 
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
 
Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..
 
Measures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeMeasures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and Mode
 
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdf
 
Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"
 

7 data citation challenges, illustrated with data (includes elephants)