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Do altmetrics capture
societal engagement?
A comparison between survey data
and social media data
Do altmetrics capture societal engagement? A
comparison between survey data and social
media data
N. Robinson-Garcia1, I. Ramos-Vielba2, R.
Costas3 P. D’Este2 and I. Rafols2,3
1School of Public Policy, Georgia Institute of Technology, Atlanta (United States)
2INGENIO (CSIC-UPV), Universitat Politècnica de València, Valencia (Spain)
3Centre for Studies of Science and Technology (CWTS), Leiden University, Leiden
(The Netherlands)
Intro Broadening to other audiences
beyond academia through social media
• Scholars are increasingly using social media – Haustein et al.,
2014
• Social media is a good venue for interacting and engaging with
stakeholders – Grande et al., 2014
• Researchers have mixed feelings towards the benefits of social
media – Jordan, 2014
Motivation What do we mean by
altmetrics?
Bibliometric approach Altmetric approach
Motivation What do we mean by
altmetrics?
Motivation Social media as a proxy for
societal impact
• Social media as a potential channel to accelerate transition from
sci literature to practice – Grande et al., 2014
• Altmetrics as informative tools with the potential to be used in
research evaluation – Bornmann, 2014
• Altmetrics indicators signal a variety of phenomena, from
scientific impact to popularity or buzz – Haustein et al., 2016
• Maybe talking about impact is too ambitious, but we might
capture engagement – Robinson-Garcia et al., 2017
Ultimate goal Do altmetrics reflect offline
societal engagement?
Academics
SMEs, Non-profits,
Hospital,
Gov. Agencies,
Associations, Large
firms
SocietyAltmetrics
Main goal Do altmetrics reflect offline
societal engagement?
• Relation between type and variety of stakeholders and altmetric
mentions
• Differences by broad fields
• Differences by type of altmetric source
Project Excellence and knowledge transfer
• Survey aimed at understanding the interactions with non-academic
stakeholders in knowledge transfer processes
• Population: 57,406 researchers affiliated to public Spanish institutions
with at least one publication in WoS during the 2012-14 period
• Scholars were surveyed between June and July, 2016
• 21% response rate (11,992 respondents)
Material & methods Survey data
• Variety and type of interacting stakeholders
• Formal interactions with stakeholders (contracts, consultancy,
training…)
• Period asked: 2013-2015
Material & Methods Types of stakeholders
Bussiness
• SMEs
• Large firms
Public service
related
• Gov. agencies
• Hospitals
• International orgs.
Non-profits
• NGOs
• Associations
• Foundations
Material & Methods Altmetric data
• Altmetric.com -> Main provider (Nature Springer Group)
Material & Methods Altmetric data
• Altmetric.com -> Main provider (Nature Springer Group)
The unbearable emptiness of tweeting –
About journal articles
Material & Methods Altmetric data
• Altmetric.com -> Main provider (Nature Springer Group)
Chinese social media platform (dealing
with Spanish output)
Material & Methods Altmetric data
• Altmetric.com -> Main provider (Nature Springer Group)
Blurred mixture of sources with unclear
meaning
Material & Methods Altmetric data
• Altmetric.com -> Main provider (Nature Springer Group)
Material & Methods Final dataset
10802 respondents
61056 pubs
• 2013-2015 period
• Articles and reviews only
• Documents with DOI number only
Material & Methods Final dataset
Fields # Researchers # Publications % pubs in
Altmetric.com
LIFE & HEALTH SCIENCES 3320 21951 51.9%
SOCIAL SCI & HUMANITIES 1439 4119 40.6%
STEM FIELDS 4791 30794 28.6%
MULTIDISCIPLINARY 1252 4192 37.3%
TOTAL 10802 61056 38.4%
Material & Methods % out of papers
covered in Altmetric.com
Preliminary results
Preliminary results
Discussion and further steps Towards a
nuanced framework of on/offline engagement
• FB mentions cover the highest share of publications
• Policy document mentions very rare (even in pub. service
related)
• FB and news show higher average # mentions by pub
• News mentions seem to show a highly skewed distribution
• We observe different patterns by altmetric source
• Higher variety of stakeholders seems to show more FB mentions
• No other relation found for the rest of metrics
• No clear pattern by type of stakeholder
Discussion and further steps Towards a
nuanced framework of on/offline engagement
Do altmetrics capture social engagement?
• Maybe, but not necessarily related to formal engagement
• Other factors could be influencing
• More fine-grained analysis
• Selection of altmetric sources
• Better defined disciplines
• In-Depth multivariate analysis
• Opens window to more mixed methods analyses
Discussion and further steps Towards a
nuanced framework of on/offline engagement
Descriptive results promising but insufficient:
• Influence by academic rank?
• Other altmetrics?
• Which disciplines?
• Types and frequency of interactions?
• Relation between altmetrics and researchers’ attitudes towards
social media?
• Social media as mediator or facilitator of knowledge transfer?
Do altmetrics capture societal engagement? A
comparison between survey data and social
media data
THANK YOU!
@nrobinsongarcia, @ireneravi, @RodrigoCostas1,
@PabloDEste and @IsmaelRafols

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Do altmetrics capture societal engagement? A comparison between survey data and social media data

  • 1. Do altmetrics capture societal engagement? A comparison between survey data and social media data
  • 2. Do altmetrics capture societal engagement? A comparison between survey data and social media data N. Robinson-Garcia1, I. Ramos-Vielba2, R. Costas3 P. D’Este2 and I. Rafols2,3 1School of Public Policy, Georgia Institute of Technology, Atlanta (United States) 2INGENIO (CSIC-UPV), Universitat Politècnica de València, Valencia (Spain) 3Centre for Studies of Science and Technology (CWTS), Leiden University, Leiden (The Netherlands)
  • 3. Intro Broadening to other audiences beyond academia through social media • Scholars are increasingly using social media – Haustein et al., 2014 • Social media is a good venue for interacting and engaging with stakeholders – Grande et al., 2014 • Researchers have mixed feelings towards the benefits of social media – Jordan, 2014
  • 4. Motivation What do we mean by altmetrics? Bibliometric approach Altmetric approach
  • 5. Motivation What do we mean by altmetrics?
  • 6. Motivation Social media as a proxy for societal impact • Social media as a potential channel to accelerate transition from sci literature to practice – Grande et al., 2014 • Altmetrics as informative tools with the potential to be used in research evaluation – Bornmann, 2014 • Altmetrics indicators signal a variety of phenomena, from scientific impact to popularity or buzz – Haustein et al., 2016 • Maybe talking about impact is too ambitious, but we might capture engagement – Robinson-Garcia et al., 2017
  • 7. Ultimate goal Do altmetrics reflect offline societal engagement? Academics SMEs, Non-profits, Hospital, Gov. Agencies, Associations, Large firms SocietyAltmetrics
  • 8. Main goal Do altmetrics reflect offline societal engagement? • Relation between type and variety of stakeholders and altmetric mentions • Differences by broad fields • Differences by type of altmetric source
  • 9. Project Excellence and knowledge transfer • Survey aimed at understanding the interactions with non-academic stakeholders in knowledge transfer processes • Population: 57,406 researchers affiliated to public Spanish institutions with at least one publication in WoS during the 2012-14 period • Scholars were surveyed between June and July, 2016 • 21% response rate (11,992 respondents)
  • 10. Material & methods Survey data • Variety and type of interacting stakeholders • Formal interactions with stakeholders (contracts, consultancy, training…) • Period asked: 2013-2015
  • 11. Material & Methods Types of stakeholders Bussiness • SMEs • Large firms Public service related • Gov. agencies • Hospitals • International orgs. Non-profits • NGOs • Associations • Foundations
  • 12. Material & Methods Altmetric data • Altmetric.com -> Main provider (Nature Springer Group)
  • 13. Material & Methods Altmetric data • Altmetric.com -> Main provider (Nature Springer Group) The unbearable emptiness of tweeting – About journal articles
  • 14. Material & Methods Altmetric data • Altmetric.com -> Main provider (Nature Springer Group) Chinese social media platform (dealing with Spanish output)
  • 15. Material & Methods Altmetric data • Altmetric.com -> Main provider (Nature Springer Group) Blurred mixture of sources with unclear meaning
  • 16. Material & Methods Altmetric data • Altmetric.com -> Main provider (Nature Springer Group)
  • 17. Material & Methods Final dataset 10802 respondents 61056 pubs • 2013-2015 period • Articles and reviews only • Documents with DOI number only
  • 18. Material & Methods Final dataset Fields # Researchers # Publications % pubs in Altmetric.com LIFE & HEALTH SCIENCES 3320 21951 51.9% SOCIAL SCI & HUMANITIES 1439 4119 40.6% STEM FIELDS 4791 30794 28.6% MULTIDISCIPLINARY 1252 4192 37.3% TOTAL 10802 61056 38.4%
  • 19. Material & Methods % out of papers covered in Altmetric.com
  • 22. Discussion and further steps Towards a nuanced framework of on/offline engagement • FB mentions cover the highest share of publications • Policy document mentions very rare (even in pub. service related) • FB and news show higher average # mentions by pub • News mentions seem to show a highly skewed distribution • We observe different patterns by altmetric source • Higher variety of stakeholders seems to show more FB mentions • No other relation found for the rest of metrics • No clear pattern by type of stakeholder
  • 23. Discussion and further steps Towards a nuanced framework of on/offline engagement Do altmetrics capture social engagement? • Maybe, but not necessarily related to formal engagement • Other factors could be influencing • More fine-grained analysis • Selection of altmetric sources • Better defined disciplines • In-Depth multivariate analysis • Opens window to more mixed methods analyses
  • 24. Discussion and further steps Towards a nuanced framework of on/offline engagement Descriptive results promising but insufficient: • Influence by academic rank? • Other altmetrics? • Which disciplines? • Types and frequency of interactions? • Relation between altmetrics and researchers’ attitudes towards social media? • Social media as mediator or facilitator of knowledge transfer?
  • 25. Do altmetrics capture societal engagement? A comparison between survey data and social media data THANK YOU! @nrobinsongarcia, @ireneravi, @RodrigoCostas1, @PabloDEste and @IsmaelRafols