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Automating ERA Benchmarks: An on-demand pilot system for calculating ERA-like benchmarks using open data and transparent analysis

Authors: Tonti-Filippini, Julian; Napier, Kathryn; Neylon, Cameron;

Automating ERA Benchmarks: An on-demand pilot system for calculating ERA-like benchmarks using open data and transparent analysis

Abstract

To enhance confidence in decision making, research administrators and funding agencies require insight into the performance of research-active institutions. Focusing on 42 Australian higher education providers and 236 fields of research, the Excellence in Research for Australia process (ERA) reports on research activity relative to local and global benchmarks. The ERA report is compiled for release every three to five years and uses a citation-focused methodology that depends on institutional self-reporting of research outputs. It is of interest to explore additional data sources and analysis methods to complement the ERA process. To facilitate this, the Curtin Open Knowledge Initiative (COKI) has constructed a pilot system, demonstrating the feasibility of conducting an on-demand, ERA-like analysis for research-active institutions (globally), using journal-level metadata from the ARC and article-level metadata from publicly available datasets. Given a sufficiently comprehensive dataset, containing output-affiliation links, output citation data, and the journal assignment that was planned for ERA 2023, we show that the COKI pilot system is able to generate ERA-like benchmarks and indicators, aligned with ERA 2018 methodology and proposed ERA 2023 methodology. Analysis is conducted for ANZSRC fields of research between the years 2011-2021 and includes calculation of dynamic RCI boundaries, the proposed high-performance indicator, and citation centiles. Determining the actual institutional scores, used to inform the citation-based ERA panels, is also feasible given a dataset comparable to that submitted by institutions for previous ERA rounds (containing outputs and FoR apportionments for each institution). We demonstrate this is possible in principle using open data on institutional affiliation of outputs (a ‘byline approach’), together with the ERA 2018 and ERA 2023 journal lists to assign outputs to FoRs. In a fully automated system this demonstration data would be replaced with either institutional submissions based on a census date, or an algorithmic FoR assignment process.

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Keywords

research evaluation, COKI, benchmarks, ERA

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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