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Data	
  
Management:	
  
Who	
  Knew	
  	
  Could	
  
be	
  a	
  Hot	
  Topic?	
  
Carly	
  Strasser,	
  PhD	
  
California	
  Digital	
  Library	
  
@carlystrasser	
  

From	
  Flickr	
  by	
  Velo	
  Steve	
  

Cal	
  Poly	
  
Oct	
  2013	
  
From	
  Flickr	
  by	
  ~shorts	
  and	
  longs	
  

Publications	
  &	
  	
  
Their	
  Citation	
  
	
  
From	
  Flickr	
  by	
  diylibrarian	
  

www

blog.order2disorder.com	
  

From	
  Flickr	
  by	
  csessums	
  

Metadata	
  

From	
  Flickr	
  by	
  csessums	
  

Data	
  

Recreated	
  from	
  Klump	
  et	
  al.	
  2006	
  
UGLY TRUTH
btrgroup.com	
  

Many	
  (most?)	
  
researchers…	
  	
  
	
  
	
  
are	
  not	
  taught	
  data	
  management	
  
are	
  not	
  effectively	
  managing	
  or	
  organizing	
  their	
  data	
  
don’t	
  share	
  data	
  publicly	
  or	
  store	
  it	
  in	
  an	
  archive	
  
aren’t	
  convinced	
  they	
  should	
  share	
  data	
  
don’t	
  know	
  about	
  tools	
  that	
  can	
  help	
  them	
  

	
  
•  Cost	
  
•  Confusion	
  about	
  
standards	
  
•  Lack	
  of	
  training	
  
•  Fear	
  of	
  lost	
  rights	
  or	
  
benefits	
  
•  No	
  incentives	
  
From	
  Flickr	
  by	
  iowa_spirit_walker	
  
From	
  Flickr	
  by	
  mikerosebery	
  

	
  There	
  is	
  a	
  social	
  contract	
  of	
  science:	
  we	
  

have	
  an	
  obligation	
  to	
  ensure	
  dissemination,	
  
validation,	
  &	
  advancement.	
  
To	
  not	
  do	
  so	
  is	
  science	
  malpractice.	
  	
  
	
  

–	
  Brian	
  Hole,	
  Ubiquity	
  Press	
  at	
  UCL	
  
Data	
  are	
  being	
  recognized	
  
as	
  first	
  class	
  products	
  of	
  
research	
  

From	
  Flickr	
  by	
  Richard	
  Moross	
  
From	
  Flickr	
  by	
  torkildr	
  

Data	
  management	
  plans	
  
Data	
  sharing	
  mandates	
  
Data	
  publications	
  
Data	
  citation	
  
Data	
  publications	
  
Data	
  citation	
  

Data	
  management	
  plans	
  
Data	
  sharing	
  mandates	
  
From	
  Flickr	
  by	
  diylibrarian	
  

www

Data	
  

www

Metadata	
  
From	
  Flickr	
  by	
  torkildr	
  

Recreated	
  from	
  Klump	
  et	
  al.	
  2006	
  
First:	
  DMPs	
  
Federal	
  Funding	
  Accountability	
  
and	
  Transparency	
  Act	
  

2006	
  	
  

2010	
  –
present	
  	
  

2010	
  
Journal	
  publishers	
  
NSF	
  bio-­‐sketches	
  can	
  include	
  data	
  
Eight	
  
months	
  
ago…	
  

…	
  “Federal	
  agencies	
  investing	
  in	
  research	
  and	
  
development	
  (more	
  than	
  $100	
  million	
  in	
  annual	
  
expenditures)	
  must	
  have	
  clear	
  and	
  coordinated	
  
policies	
  for	
  increasing	
  public	
  access	
  to	
  research	
  
products.”	
  
1.  Maximize	
  free	
  public	
  access	
  
2.  Ensure	
  researchers	
  create	
  data	
  
management	
  plans	
  
3.  Allow	
  costs	
  for	
  data	
  preservation	
  and	
  access	
  
4.  Ensure	
  evaluation	
  of	
  data	
  management	
  
plan	
  merits	
  
5.  Ensure	
  researchers	
  comply	
  with	
  their	
  data	
  
management	
  plans	
  
6.  Promote	
  data	
  deposition	
  into	
  public	
  
repositories	
  
7.  Develop	
  approaches	
  for	
  identification	
  and	
  
attribution	
  of	
  datasets	
  
8.  Educate	
  folks	
  about	
  data	
  stewardship	
  

From	
  Flickr	
  by	
  Joe	
  Crimmings	
  Photography	
  
Universities	
  +	
  government	
  =	
  cross-­‐institutional	
  
repositories	
  of	
  public-­‐access	
  publications	
  
	
  
How:	
  
CHORUS	
   common,	
  brief	
  set	
  of	
  metadata	
  
1.  Establish	
  
requirements	
  
2.  Expose	
  metadata	
  to	
  search	
  engines	
  and	
  other	
  
discovery	
  	
  
 
Data	
  Publication	
  
	
  
Data	
  Citation	
  

Example:	
  
Sidlauskas,	
  B.	
  2007.	
  Data	
  from:	
  Testing	
  for	
  unequal	
  rates	
  of	
  morphological	
  
diversification	
  in	
  the	
  absence	
  of	
  a	
  detailed	
  phylogeny:	
  a	
  case	
  study	
  from	
  
characiform	
  fishes.	
  Dryad	
  Digital	
  Repository.	
  doi:10.5061/dryad.20	
  

	
  
Researcher	
  Identification	
  
A	
  word	
  about	
  
Metrics…	
  

From	
  Flickr	
  by	
  Skakerman	
  
Articles	
  are	
  the	
  butterfly	
  pinned	
  on	
  
the	
  wall.	
  Pretty	
  but	
  not	
  very	
  
useful.	
  They	
  are	
  only	
  the	
  
advertisements	
  for	
  scholarship.	
  	
  
	
  
–	
  A.	
  Levi,	
  U.	
  Maryland	
  College	
  of	
  Information	
  
Studies	
  	
  

From	
  Flickr	
  by	
  LisaW123	
  
Impact	
  
Factors	
  	
  
+	
  	
  
	
  Citation	
  
Counts	
  

	
  
Altmetrics	
  
•  Article-­‐level	
  
metrics	
  
•  altmetrics	
  for	
  alt-­‐
products	
  
Metrics	
  
NSF	
  funded	
  DataNet	
  Project	
  
Office	
  of	
  Cyberinfrastructure	
  

www.dataone.org	
  
B	
  

A	
  

C	
  
B	
  

A	
  

C	
  
Intercept	
  researchers	
  
where	
  they	
  already	
  
work	
  

28	
  
Investigator	
  Toolkit	
  Support	
  	
  
Plan	
  
Kepler

Analyze	
  

Collect	
  

Integrate	
  

Assure	
  

Discover	
  

Describe	
  
Preserve	
  
From	
  Flickr	
  by	
  twm1340	
  

Culture	
  
Shift	
  Ahead	
  
From	
  Flickr	
  by	
  cdsessums	
  

notebook	
  
science	
  
source	
  
content	
  
access	
  
data	
  
government	
  
repository	
  
knowledge	
  
Open	
  Science	
  
Making	
  scientific	
  
data,	
  	
  
research,	
  &	
  
dissemination	
  
available	
  to	
  all	
  

From	
  Flickr	
  by	
  CapesTreasures.com	
  
Map	
  of	
  Scientific	
  Collaborations	
  

flowingdata.com	
  
From	
  Flickr	
  by	
  darkuncle	
  

Why	
  participate?	
  

Reproducibility	
  
	
  

25	
  
20	
  
15	
  

Good	
  

10	
  

Bad	
  
Ugly	
  

5	
  
0	
  

Trial	
  1	
  

Trial	
  2	
  

Trial	
  3	
  
Reproducibility	
  
Credibility	
  

From	
  Flickr	
  by	
  darkuncle	
  

Why	
  participate?	
  
www.brutallyhonest.org	
  
From	
  Flickr	
  by	
  Robert	
  Couse-­‐Baker	
  

“Help	
  us	
  identify	
  grants	
  that	
  are	
  wasteful	
  or	
  that	
  you	
  don’t	
  think	
  
are	
  a	
  good	
  use	
  of	
  taxpayer	
  dollars.”	
  	
  
	
  
Rep.	
  Adrian	
  Smith	
  (R-­‐Nebraska),	
  a	
  member	
  of	
  the	
  House	
  Committee	
  on	
  Science	
  and	
  
Technology	
  
	
  
Reproducibility	
  
Credibility	
  
Faster	
  progress	
  
	
  

From	
  Flickr	
  by	
  darkuncle	
  

Why	
  participate?	
  
Success	
  Stories	
  
Reproducibility	
  
Credibility	
  
Faster	
  progress	
  
Required	
  

From	
  Flickr	
  by	
  darkuncle	
  

Why	
  participate?	
  
Journals	
  
	
  

Institutions	
  
	
  

From	
  Flickr	
  by	
  Eva	
  Rinaldi	
  Celebrity	
  and	
  Live	
  Music	
  Photographer	
  
	
  

Funders	
  
	
  
	
  
From	
  Flickr	
  by	
  cdsessums	
  

notebook	
  
science	
  
source	
  
content	
  
access	
  
data	
  
government	
  
repository	
  
knowledge	
  
Digital	
  	
  	
  	
  ¤

Free	
  	
  	
  ¤

Online	
  

No	
  price	
  or	
  permission	
  barriers	
  
Full	
  content	
  
Immediately	
  available	
  
Not	
  just	
  publications	
  
From	
  Flickr	
  by	
  cdsessums	
  

notebook	
  
science	
  
source	
  
content	
  
access	
  
data	
  
government	
  
repository	
  
knowledge	
  
From	
  Flickr	
  by	
  Ninja	
  M.	
  

Open	
  

Data	
  

certain	
  data	
  should	
  be	
  freely	
  available	
  to	
  
everyone	
  to	
  use	
  &	
  republish	
  as	
  they	
  wish,	
  
without	
  restrictions	
  from	
  copyright,	
  patents	
  or	
  
other	
  mechanisms	
  of	
  control	
  
But…	
  

From	
  Flickr	
  by	
  jackcheng	
  

“Scientists	
  will	
  be	
  overwhelmed”	
  
“It	
  may	
  be	
  used	
  for	
  evil”	
  
“The	
  public	
  will	
  misunderstand	
  it”	
  
	
  
From	
  Flickr	
  by	
  cdsessums	
  

notebook	
  
science	
  
source	
  
content	
  
access	
  
data	
  
government	
  
repository	
  
knowledge	
  
My	
  website	
  
Email	
  me	
  
Tweet	
  me	
  
My	
  slides	
  

carlystrasser.net	
  
carlystrasser@gmail.com	
  
@carlystrasser	
  	
  
slideshare.net/carlystrasser	
  

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Cal Poly - Data Management: Who knew it was a hot topic?

  • 1. Data   Management:   Who  Knew    Could   be  a  Hot  Topic?   Carly  Strasser,  PhD   California  Digital  Library   @carlystrasser   From  Flickr  by  Velo  Steve   Cal  Poly   Oct  2013  
  • 2. From  Flickr  by  ~shorts  and  longs   Publications  &     Their  Citation    
  • 3. From  Flickr  by  diylibrarian   www blog.order2disorder.com   From  Flickr  by  csessums   Metadata   From  Flickr  by  csessums   Data   Recreated  from  Klump  et  al.  2006  
  • 4. UGLY TRUTH btrgroup.com   Many  (most?)   researchers…         are  not  taught  data  management   are  not  effectively  managing  or  organizing  their  data   don’t  share  data  publicly  or  store  it  in  an  archive   aren’t  convinced  they  should  share  data   don’t  know  about  tools  that  can  help  them    
  • 5. •  Cost   •  Confusion  about   standards   •  Lack  of  training   •  Fear  of  lost  rights  or   benefits   •  No  incentives   From  Flickr  by  iowa_spirit_walker  
  • 6. From  Flickr  by  mikerosebery    There  is  a  social  contract  of  science:  we   have  an  obligation  to  ensure  dissemination,   validation,  &  advancement.   To  not  do  so  is  science  malpractice.       –  Brian  Hole,  Ubiquity  Press  at  UCL  
  • 7. Data  are  being  recognized   as  first  class  products  of   research   From  Flickr  by  Richard  Moross  
  • 8. From  Flickr  by  torkildr   Data  management  plans   Data  sharing  mandates   Data  publications   Data  citation  
  • 9. Data  publications   Data  citation   Data  management  plans   Data  sharing  mandates  
  • 10. From  Flickr  by  diylibrarian   www Data   www Metadata   From  Flickr  by  torkildr   Recreated  from  Klump  et  al.  2006  
  • 11. First:  DMPs   Federal  Funding  Accountability   and  Transparency  Act   2006     2010  – present     2010  
  • 13. NSF  bio-­‐sketches  can  include  data  
  • 14. Eight   months   ago…   …  “Federal  agencies  investing  in  research  and   development  (more  than  $100  million  in  annual   expenditures)  must  have  clear  and  coordinated   policies  for  increasing  public  access  to  research   products.”  
  • 15. 1.  Maximize  free  public  access   2.  Ensure  researchers  create  data   management  plans   3.  Allow  costs  for  data  preservation  and  access   4.  Ensure  evaluation  of  data  management   plan  merits   5.  Ensure  researchers  comply  with  their  data   management  plans   6.  Promote  data  deposition  into  public   repositories   7.  Develop  approaches  for  identification  and   attribution  of  datasets   8.  Educate  folks  about  data  stewardship   From  Flickr  by  Joe  Crimmings  Photography  
  • 16. Universities  +  government  =  cross-­‐institutional   repositories  of  public-­‐access  publications     How:   CHORUS   common,  brief  set  of  metadata   1.  Establish   requirements   2.  Expose  metadata  to  search  engines  and  other   discovery    
  • 18. Data  Citation   Example:   Sidlauskas,  B.  2007.  Data  from:  Testing  for  unequal  rates  of  morphological   diversification  in  the  absence  of  a  detailed  phylogeny:  a  case  study  from   characiform  fishes.  Dryad  Digital  Repository.  doi:10.5061/dryad.20    
  • 20. A  word  about   Metrics…   From  Flickr  by  Skakerman  
  • 21. Articles  are  the  butterfly  pinned  on   the  wall.  Pretty  but  not  very   useful.  They  are  only  the   advertisements  for  scholarship.       –  A.  Levi,  U.  Maryland  College  of  Information   Studies     From  Flickr  by  LisaW123  
  • 22. Impact   Factors     +      Citation   Counts     Altmetrics   •  Article-­‐level   metrics   •  altmetrics  for  alt-­‐ products  
  • 23.
  • 25. NSF  funded  DataNet  Project   Office  of  Cyberinfrastructure   www.dataone.org  
  • 28. Intercept  researchers   where  they  already   work   28  
  • 29. Investigator  Toolkit  Support     Plan   Kepler Analyze   Collect   Integrate   Assure   Discover   Describe   Preserve  
  • 30.
  • 31. From  Flickr  by  twm1340   Culture   Shift  Ahead  
  • 32. From  Flickr  by  cdsessums   notebook   science   source   content   access   data   government   repository   knowledge  
  • 33. Open  Science   Making  scientific   data,     research,  &   dissemination   available  to  all   From  Flickr  by  CapesTreasures.com  
  • 34. Map  of  Scientific  Collaborations   flowingdata.com  
  • 35. From  Flickr  by  darkuncle   Why  participate?   Reproducibility     25   20   15   Good   10   Bad   Ugly   5   0   Trial  1   Trial  2   Trial  3  
  • 36. Reproducibility   Credibility   From  Flickr  by  darkuncle   Why  participate?  
  • 38. From  Flickr  by  Robert  Couse-­‐Baker   “Help  us  identify  grants  that  are  wasteful  or  that  you  don’t  think   are  a  good  use  of  taxpayer  dollars.”       Rep.  Adrian  Smith  (R-­‐Nebraska),  a  member  of  the  House  Committee  on  Science  and   Technology    
  • 39. Reproducibility   Credibility   Faster  progress     From  Flickr  by  darkuncle   Why  participate?  
  • 41. Reproducibility   Credibility   Faster  progress   Required   From  Flickr  by  darkuncle   Why  participate?  
  • 42. Journals     Institutions     From  Flickr  by  Eva  Rinaldi  Celebrity  and  Live  Music  Photographer     Funders      
  • 43. From  Flickr  by  cdsessums   notebook   science   source   content   access   data   government   repository   knowledge  
  • 44. Digital        ¤ Free      ¤ Online   No  price  or  permission  barriers   Full  content   Immediately  available   Not  just  publications  
  • 45.
  • 46. From  Flickr  by  cdsessums   notebook   science   source   content   access   data   government   repository   knowledge  
  • 47. From  Flickr  by  Ninja  M.   Open   Data   certain  data  should  be  freely  available  to   everyone  to  use  &  republish  as  they  wish,   without  restrictions  from  copyright,  patents  or   other  mechanisms  of  control  
  • 48. But…   From  Flickr  by  jackcheng   “Scientists  will  be  overwhelmed”   “It  may  be  used  for  evil”   “The  public  will  misunderstand  it”    
  • 49. From  Flickr  by  cdsessums   notebook   science   source   content   access   data   government   repository   knowledge  
  • 50.
  • 51. My  website   Email  me   Tweet  me   My  slides   carlystrasser.net   carlystrasser@gmail.com   @carlystrasser     slideshare.net/carlystrasser