Personal profile
Research interests
Main research areas
Models, mathematical, non-linear, dynamic
- Social change as search in complex knowledge landscapes – framework G_O_E_THE (Geometrically Oriented Evolutionary THEories) and interactive simulations (EVOLINO)
- Complex networks
- Science dynamics and science development
- Innovation dynamics and technological change
- Emergence of norms in social groups and learning strategies under uncertainty
- Emergence of new scientific fields, scientific careers and field mobility
- Evolution of knowledge organization systems (Wikipedia categories, UDC)
- Evolution of scholarly communication and the future of libraries and archives
- Modelling the use of competences for problem solving
Measurement, indicators
- Scientometrics; Science, technology and innovation indicators (including webindicators)
- Matthew effect of science
- Societal impact of research
- Baseline statistics applied to metadata of collections, user behaviour
Visualisation
- Science maps
- Knowledge maps for collections
- Visual enhanced interfaces to collections of libraries and archives
Specialties
- Theoretical physics; statistical physics; socio and econophysics, infophysics
- Philosophy of science, science history and science and technology studies(sts)
- Scientometrics
- Information Sciences
About
Short bio
Dr. Andrea Scharnhorst is senior policy advisor at DANS. In her academic career she moved from statistical physics, to philosophy of science, scientometrics and information sciences. She has published on models of innovation and science dynamics, the Matthew effect in science, the evolution of classification systems, the use of digital research archives, visual interfaces for information navigation, and the application of linked data in the humanities. Often her work entails the transfer of concepts and methods at an interface between physics and social sciences and humanities.
Dr. Scharnhorst coordinated and participated in several EU- and national funded projects. From 2013-2017 she was chair of the COST Action TD1210 "Knowescape". Most recently, she was one of the PI's of the Digging into Data project "Digging into the knowledge graph".
Dr. Scharnhorst publishes regularly in Information Science journals. She is co-editor of the following books:
Smiraglia, R., A. Scharnhorst (Eds.) (2022) Linking Knowledge. Würzburg, Nomos-Ergon
Wouters, Paul, Anne Beaulieu, Andrea Scharnhorst, and Sally Wyatt (Eds.). (2013). Virtual Knowledge. Experimenting in the Humanities and the Social Sciences. Cambridge, Mass.: MIT Press.
Scharnhorst, Andrea, Katy Börner, and Peter Besselaar (Eds.). (2012). Models of Science Dynamics. Berlin, Heidelberg: Springer Berlin Heidelberg. doi:10.1007/978-3-642-23068-4.
Pyka, A., A. Scharnhorst (Eds.) (2009) Innovation Networks – New Approaches in Modelling and Analyzing. Springer, Berlin et al. 330 pages
Keywords
- B Philosophy (General)
- QC Physics
- Z665 Library Science. Information Science
Fingerprint
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Collaborations and top research areas from the last five years
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A Knowledge Base for Arts and Inclusion - The Dataverse Data Archival Platform as a Knowledge Base Management System Enabling Multimodal Accessibility
Johansson, M., Tykhonov, V., Alexandersson, S., Ferguson, K., Hanlon, J., Scharnhorst, A. & Osborne, N., 2025, Human-Centered Design, Operation and Evaluation of Mobile Communications - 6th International Conference, MOBILE 2025, Held as Part of the 27th HCI International Conference, HCII 2025, Proceedings. Wei, J. & Margetis, G. (eds.). Springer Science+Business Media, p. 291-309 19 p. (Lecture Notes in Computer Science; vol. 15824 LNCS).Research output: Chapter in book/volume › Contribution to conference proceedings › Scientific › peer-review
Open AccessFile1 Downloads (Pure) -
Archiving for the Future Past - Multimodality and AI - Challenges and Opportunities
Johansson, M., Tykhonov, V., Alexandersson, S., Ferguson, K., Hanlon, J., Hollander, H., Touber, J., Scharnhorst, A. & Osborne, N., 08 Jul 2025, 17 p. Zenodo.Research output: Other contribution › Scientific
Open Access -
Chatting with Papers: A Hybrid Approach Using LLMs and Knowledge Graphs
Tykhonov, V., Yang, H., Mayr, P., Touber, J. & Scharnhorst, A., 16 May 2025, 10 p.Research output: Working paper/discussion paper › Preprint
Open AccessFile401 Downloads (Pure) -
Chatting with Papers - the mixed use of LLM's and semantic artefacts to support the understanding of science dynamics - and beyond
Tykhonov, V., Mayr, P., Touber, J. & Scharnhorst, A., 01 Oct 2025Research output: Other contribution › Scientific
Open Access -
Coordinating the European Research Area: the role of ERICs and national stakeholders - strengthening the Social Sciences and Humanities
Dijkstra, A., Ferguson, K., Scharnhorst, A., Reale, E., Zijdeman, R., Aasman, S. & Morselli, F., 01 Sept 2025, Zenodo. 58 p.Research output: Book/Report › Report › Scientific
Open AccessFile4 Downloads (Pure)
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DARIAH-EU
Morselli, F. (PI), Ferguson, K. (PI), Scharnhorst, A. (Supervisor), Admiraal, F. (Collaborator), Saldner, S. (Collaborator) & Everhardt, M. (Collaborator)
01/01/2008 → …
Project: Research
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MuseIT: Multi-sensory, User-centred, Shared cultural Experiences through Interactive Technologies
Olson, N. (PI) & Scharnhorst, A. (PI)
01/10/2022 → 30/09/2025
Project: Research
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FAIR-IMPACT
Kalaitzi, V. (PI), Dillo, I. (Supervisor), Turner, D. (Collaborator), Ganesh, G. (Collaborator), De Leeuw, L. (Collaborator), Priddy, M. (Collaborator), Grootveld, M. J. (Collaborator), Brinkman, L. (Collaborator), Korver, I. (Collaborator), Verburg, M. (Collaborator), Indarto, E. (Collaborator), Scharnhorst, A. (Collaborator), Kraaikamp, E. (Collaborator), van Horik, R. (Collaborator), Hugo, W. (Collaborator), Saldner, S. (Collaborator) & Flohr, P. (Collaborator)
01/06/2022 → 31/05/2025
Project: Research
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Polifonia: Polifonia: a digital harmoniser for musical heritage knowledge
Scharnhorst, A. (PI), Admiraal, F. (PI) & van Kranenburg, P. (PI)
01/01/2021 → 30/04/2024
Project: Research
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Institutional dynamics in research - processes of cultural innovation and co-creation in the ERICs. The case study of the Working Groups in DARIAH-EU
Morselli, F. (PI), Scharnhorst, A. (Supervisor) & Pozzo, R. (Supervisor)
01/10/2019 → 01/09/2023
Project: Research
Prizes
Activities
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89th Annual Meeting of the Association for Information Science and Technology (Event)
Scharnhorst, A. (Reviewer)
06 Oct 2026 → 10 Oct 2026Activity: Membership › Membership of board › Academic
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Digital Arts and Humanities With and For Society: Building Infrastructures of Engagement (Event)
Scharnhorst, A. (Reviewer)
26 May 2026 → 29 May 2026Activity: Membership › Membership of research review committee › Academic
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Archives and AI - Opportunities and challenges for research data curation in a changing landscape of academic research
Scharnhorst, A. (Speaker), Hollander, H. (Speaker) & Emmenegger, N. (Speaker)
16 Apr 2026Activity: Talk or presentation › Academic
File -
Scientometrics (Journal)
Scharnhorst, A. (Peer reviewer / referee)
20 Feb 2026Activity: Publication peer-review and editorial work › Publication peer-review
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Humanities and Social Sciences Communications (Journal)
Scharnhorst, A. (Peer reviewer / referee)
11 Feb 2026Activity: Publication peer-review and editorial work › Publication peer-review
Datasets
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Visual exploration of the attribute space of DANS EASY metadata
ten Bosch, O. (Contributor), Scharnhorst, A. M. (Contributor), Doorn, P. K. (Contributor) & Koning, H. (Contributor), Data Archiving and Networked Services (DANS), 2012
DOI: 10.17026/dans-zeq-q3b7, http://www.persistent-identifier.nl/?identifier=urn%3Anbn%3Anl%3Aui%3A13-2um9-cz
Dataset
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Visual exploration of the attribute space of DANS EASY metadata
ten Bosch, O. (Creator), Scharnhorst, A. M. (Supervisor), Doorn, P. K. (Supervisor) & Koning, H. (Other), Data Archiving and Networked Services (DANS), 2012
https://easy.dans.knaw.nl/ui/datasets/id/easy-dataset:49791
Dataset