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Data Discoverability
Making your data work for you.
David Parsons, MS
Leslie McIntosh, PhD
About Me
I am an editor, a publisher, a marketer, and a data scientist.
A brief bio
My career started in journals and monographs publishing in 2007 for Springer
(before Nature), moved to various editorial roles in medical best-practice
periodicals, undergraduate science/math textbook adaptations in GCC, ed tech
platforms, and finally back to journals as the Publisher of Data in Brief, a peer-
reviewed data journal.
I pursued a Masters in Applied Data Science at SU, moved into a researcher
engagement track and now head B2B Marketing for Digital Science. In short, a
little of everything. I also have a dog and live in New York City.
My opinions are my own and do not necessarily represent Digital Science.
Today’s Agenda: Data Discoverability
We will cover both the sticks and the carrots of data publishing.
⚬ Why is data publishing encouraged and why is it important?
⚬ Considerations against data publishing
⚬ Where to store your data
⚬ The good part: the carrot
To the researcher themself:
Why is data publishing important?
1. Trustworthiness
2. Reputation
3. Future collaboration or career opportunities
To research and discovery:
1. Funder mandates
2. Institutional/governmental mandates
3. Trust in reproducibility
4. Speed of research progress
5. Publisher requirements
Potential reasons not to publish
As data sharing mandates grow, so does a chorus of resistance
1. Clinical research - patient data
2. Prohibitive costs
a. Acquisition
b. Management
3. Team disagreement
4. Time and energy spent organizing
5. File size and types
6. Perceived data quality
“There has been a breach of patient-doctor confidentiality.”
Finding the right repository
The most important factor in finding the right repository for
researchers should be permanence and traffic.
1. First and foremost: where do your peers
publish? General vs. field-specific
2. Key indicators (which vary by field):
a. DOI assignment/permanent linking
b. Storage limits
c. Public availability
d. Storage limits
e. File types accepted
f. Versioning
g. Visualizing tools
h. Institutional/funder mandates
i. Is it peer-reviewed?
14
It’s just an attachment.
Supplementary files aren’t necessarily
peer reviewed, generally cannot be found
by search, and don’t naturally generate
traffic to your research paper.
Old conventions pushed authors to add data to their papers’
supplementary files section. How useful is that?
Tradition vs. Now
14
How can a researcher leverage their extra work for increased
downloads and citations?
🥕 Incentives for Data Publishing 🥕
A growing field: peer-reviewed data journals such as Scientific Data
⚬ Opportunity to publish your research data in a second
article
⚬ Simple templated format, easy to submit, fully Open Access
⚬ Excellent way to drive more traffic to your original research
article and to your data itself
⚬ Others include Data in Brief (Elsevier) and Data (MDPI)
14
Open data = 25% average increase in citations*
How can a researcher leverage their extra work for increased
downloads and citations?
🥕 Incentives for Data Publishing 🥕
*https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0230416
⚬ Be your own best advocate! - Get your work out there. Share on
social media, responsibly.
⚬ Publications office - another great resource for recently-published
authors.
⚬ The publisher or repository itself - publishers are in constant
need of material to promote in marketing campaigns.
Activity Time!
Have fun
Follow up? D.Parsons@digital-science.com
Thank you!

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Parsons "Data Discoverability"

  • 1. Data Discoverability Making your data work for you. David Parsons, MS Leslie McIntosh, PhD
  • 2. About Me I am an editor, a publisher, a marketer, and a data scientist. A brief bio My career started in journals and monographs publishing in 2007 for Springer (before Nature), moved to various editorial roles in medical best-practice periodicals, undergraduate science/math textbook adaptations in GCC, ed tech platforms, and finally back to journals as the Publisher of Data in Brief, a peer- reviewed data journal. I pursued a Masters in Applied Data Science at SU, moved into a researcher engagement track and now head B2B Marketing for Digital Science. In short, a little of everything. I also have a dog and live in New York City. My opinions are my own and do not necessarily represent Digital Science.
  • 3. Today’s Agenda: Data Discoverability We will cover both the sticks and the carrots of data publishing. ⚬ Why is data publishing encouraged and why is it important? ⚬ Considerations against data publishing ⚬ Where to store your data ⚬ The good part: the carrot
  • 4. To the researcher themself: Why is data publishing important? 1. Trustworthiness 2. Reputation 3. Future collaboration or career opportunities To research and discovery: 1. Funder mandates 2. Institutional/governmental mandates 3. Trust in reproducibility 4. Speed of research progress 5. Publisher requirements
  • 5. Potential reasons not to publish As data sharing mandates grow, so does a chorus of resistance 1. Clinical research - patient data 2. Prohibitive costs a. Acquisition b. Management 3. Team disagreement 4. Time and energy spent organizing 5. File size and types 6. Perceived data quality “There has been a breach of patient-doctor confidentiality.”
  • 6. Finding the right repository The most important factor in finding the right repository for researchers should be permanence and traffic. 1. First and foremost: where do your peers publish? General vs. field-specific 2. Key indicators (which vary by field): a. DOI assignment/permanent linking b. Storage limits c. Public availability d. Storage limits e. File types accepted f. Versioning g. Visualizing tools h. Institutional/funder mandates i. Is it peer-reviewed?
  • 7. 14 It’s just an attachment. Supplementary files aren’t necessarily peer reviewed, generally cannot be found by search, and don’t naturally generate traffic to your research paper. Old conventions pushed authors to add data to their papers’ supplementary files section. How useful is that? Tradition vs. Now
  • 8. 14 How can a researcher leverage their extra work for increased downloads and citations? 🥕 Incentives for Data Publishing 🥕 A growing field: peer-reviewed data journals such as Scientific Data ⚬ Opportunity to publish your research data in a second article ⚬ Simple templated format, easy to submit, fully Open Access ⚬ Excellent way to drive more traffic to your original research article and to your data itself ⚬ Others include Data in Brief (Elsevier) and Data (MDPI)
  • 9. 14 Open data = 25% average increase in citations* How can a researcher leverage their extra work for increased downloads and citations? 🥕 Incentives for Data Publishing 🥕 *https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0230416 ⚬ Be your own best advocate! - Get your work out there. Share on social media, responsibly. ⚬ Publications office - another great resource for recently-published authors. ⚬ The publisher or repository itself - publishers are in constant need of material to promote in marketing campaigns.

Editor's Notes

  1. SCALE -- These slides are set up to standard size (ratio of 4:3). To change format please go to >> Page Set up >> change the ratio.
  2. Photo from Curb Your Enthusiasm - season 9, episode 4. Find resources for a data management plan. Activity idea? - Retraction watch How do you look for data disagreement
  3. How do you trust these datasets? And how do you know it’s peer reviewed?
  4. Image source: https://www.youtube.com/watch?v=DTWJpL_p1sw (old-school Papers tutorial!)
  5. https://www.nature.com/sdata/ Activity: find an article that has data at the end of the rainbow.
  6. https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0230416