Data Sources and Citation Metrics
The 5th edition of the Research.com Best Economics and Finance Scientists in Finland Ranking is primarily based on data sourced from OpenAlex and CrossRef, supplemented with multiple other reputable bibliometric databases. On January 12, 2026, comprehensive citation data were collected to develop the citation-based metrics used in this ranking. A key metric underpinning the ranking is the D-index (Discipline H-index), which uniquely focuses on a researcher's productivity and citation impact within a specific discipline. This ensures that only papers and citations pertinent to Economics and Finance are considered when determining a scientist's position.
Scope of Research and Inclusion Criteria
The ranking process encompassed an extensive analysis of 279,971 scientist profiles identified from diverse bibliometric data sources across all scientific disciplines. Within this broad examination, 8,000 scientists specializing in Economics and Finance were specifically evaluated. To qualify for inclusion in the ranking, a scientist was required to have a D-index of at least 30, with a majority of their tier publications firmly situated within the Economics and Finance discipline. Additionally, notable awards and achievements relevant to this field were taken into account to ensure recognition of scholarly excellence.
The threshold for the D-index to identify top researchers is dynamically calibrated in increments of 10, depending on the estimated total number of scholars within each discipline. This approach guarantees incorporation of the top 1% of leading experts. Furthermore, a criterion was applied to ensure that the proximity between a scientist’s general H-index and their D-index remains within 30% or less, maintaining a robust focus on discipline-specific research impact.
Verification and Quality Assurance Practices
Recognizing that raw bibliometric data alone cannot comprehensively capture a researcher’s scientific contributions, all scientist profiles included in the ranking underwent manual verification. Profiles were cross-correlated against publications listed in a broad range of trustworthy and authoritative academic sources. While not directly influencing placement in the ranking, the volume of publications in prominent journals and leading conference proceedings was regarded as a valuable secondary indicator of a scientist’s influence within their research domain.
The position in the ranking is firmly established based on each researcher’s D-index, derived from the curated data within OpenAlex and CrossRef — two of the most prominent and well-respected bibliometric databases accessible to the global research community. Researchers and institutional representatives interested in a more detailed overview of the methodology are encouraged to visit our methodology page.
Research.com’s Mission and Vision
At Research.com, our mission is to inspire researchers, industry leaders, and policymakers worldwide to explore the trajectories of leading experts in specialized fields of study. By providing transparent and meticulously curated rankings, we aim to offer the global scientific community a trusted resource to identify the foremost scholars within disciplines such as Economics and Finance, across various countries, and within academic institutions. We believe that shining a light on these leaders fosters collaboration, drives innovation, and strengthens the fabric of scholarly excellence worldwide.