Data Sources and Citation Metrics
The 5th edition of the Research.com Best Economics and Finance Scientists in Kuwait Ranking is primarily based on comprehensive bibliometric data sourced from OpenAlex and CrossRef, alongside multiple other reputable data repositories. These platforms are renowned for their extensive and up-to-date scholarly metadata, enabling an accurate and rigorous foundation for the ranking. The bibliometric data utilized to devise the citation-based metrics were collected on January 12, 2026, ensuring that the ranking reflects the most current research impact trends.
A scientist's position within this ranking is determined by their D-index (Discipline H-index), a refined metric that focuses exclusively on a researcher’s publications and citation records within the discipline of Economics and Finance. This targeted approach guarantees that the ranking accurately represents scholarly influence specific to the examined field.
Scope of Research and Eligibility Criteria
Extensive analysis was conducted on 279,971 scientist profiles identified from a variety of bibliometric data sources spanning all scientific disciplines. From this dataset, 1,000 scientists specializing in Economics and Finance were specifically examined. To qualify for inclusion in the ranking, researchers were required to meet rigorous standards, including a minimum D-index threshold of 30 and a majority of their tier publications explicitly related to the area of Economics and Finance.
In addition to bibliometric thresholds, consideration was given to scientists’ awards and notable achievements within the field, enriching the evaluation beyond citation metrics alone. The D-index threshold for each discipline is incremented in steps of 10 relative to the estimated total number of scholars, ensuring that the top 1% of leading experts are captured across varied fields. Moreover, to maintain consistency and relevance, qualifying scientists must exhibit a proximity of 30% or less between their overall general H-index and their discipline-specific D-index.
Additional Verification Processes
The researchers responsible for this ranking recognize that raw bibliometric data inherently cannot serve as an absolute measure of scholarly output or quality. Accordingly, all scientist profiles underwent manual verification and were cross-correlated against publications from a broad array of trustworthy sources to validate accuracy and completeness.
Although the number of publications in prominent journals and high-impact conference proceedings is not directly factored into the ranking position, it functions as a valuable secondary indicator of a scientist’s contribution to their specific field. The exclusive use of the D-index for ranking positions, sourced from peer-recognized databases OpenAlex and CrossRef, ensures a transparent and widely accepted methodology.
For a deeper understanding of the methodology employed, readers are encouraged to visit our methodology page.
Research.com’s Mission Behind the Ranking
Research.com is committed to fostering a global scientific ecosystem where researchers, corporations, and policymakers can readily identify leading experts and emerging trends. This ranking serves as a strategic tool to illuminate the trajectories of top scholars in Economics and Finance, whether at the country level in Kuwait, or within particular institutions.
By providing transparent and meticulously verified data, our objective is to facilitate informed decision-making and cultivate greater awareness of scientific excellence. Ultimately, we aim to empower the academic community and stakeholders worldwide to engage more effectively with pioneering research and thought leadership in specific disciplines.
