Data Sources and Citation Metrics
The 5th edition of the Research.com Best Economics and Finance Scientists in Kuwait Ranking is primarily derived from bibliometric data harvested from OpenAlex and CrossRef, complemented by multiple additional reputable data sources. These platforms represent some of the most comprehensive and accessible repositories of scholarly publication and citation data available to the research community. The citation-based metrics that underpin this ranking were meticulously collected on January 12, 2026, ensuring the information reflects the most recent academic output and impact. A scientist’s position within the ranking is determined exclusively by their D-index (Discipline H-index), a refined metric that incorporates only the publications and citations directly pertinent to the examined discipline of Economics and Finance.
Scope of Research and Qualification Criteria
A total of 279,971 scientist profiles were scrutinized across all academic disciplines by aggregating data from various bibliometric sources. From this extensive dataset, 1 scientist specializing in Economics and Finance was identified and evaluated in depth for inclusion in this ranking.
To qualify, candidates must achieve a minimum D-index of 30, ensuring that their scholarly contributions demonstrate substantial influence within the Economics and Finance discipline. Additionally, a majority of their tier publications must be directly relevant to Economics and Finance, affirming the disciplinary focus of their work. Consideration of scientists’ awards and notable achievements in this specific field further enriches the evaluation process.
The threshold for the D-index is not static; it is determined in increments of 10 based on the total estimated number of scholars within each discipline. This approach guarantees inclusion of the top 1% of leading scholars, thereby maintaining the ranking’s exclusivity and relevance. Furthermore, there is a stipulation that the proximity between a scientist’s general H-index and their D-index should not exceed 30%, ensuring that their disciplinary performance aligns closely with their overall scholarly impact.
Verification and Validation Practices
We acknowledge that raw bibliometric data alone cannot fully encapsulate the multifaceted contribution of scholars. Consequently, all scientist profiles undergo thorough manual verification and are cross-checked against publications indexed in a broad spectrum of trusted academic sources. This rigorous validation safeguards the accuracy and integrity of the ranking.
While not directly influencing the position in the ranking, the volume of papers published in highly reputable journals and conference proceedings is considered a valuable ancillary indicator of a researcher’s stature and influence within the discipline. The core metric—D-index—is derived exclusively from data sourced from OpenAlex and CrossRef, recognized as the most prominent and reliable bibliometric databases accessible to the scholarly community.
For a detailed exposition of the full methodology employed in compiling this ranking, we invite readers to visit our methodology page.
Research.com’s Mission and Vision
Research.com is dedicated to fostering a global scientific environment where researchers, academic institutions, companies, and policymakers can transparently identify and engage with leading experts. Our mission is to motivate the research community to explore the trajectories of top scholars across diverse disciplines, countries, and institutions, thus facilitating informed decision-making and collaboration.
By providing this precise and meticulously curated ranking, we aim to contribute meaningfully to the recognition and advancement of influential scientists, ultimately supporting the broader endeavor of scientific progress and innovation worldwide.