Sources of Data Utilized in the Ranking
The 5th edition of the Research.com Best Business and Management Scientists in Malaysia Ranking is primarily based on bibliometric data gathered from leading databases including OpenAlex and CrossRef, complemented by multiple supplementary sources to ensure comprehensive coverage and accuracy. The citation-based metrics that form the foundation of this ranking were meticulously collected on January 12, 2026. A scientist's position in the ranking is determined exclusively by their D-index (Discipline H-index), which evaluates scholarly impact by considering only those papers and citations pertinent to the specific discipline under examination.
Scope of Research and Eligibility Criteria
The ranking encompasses a broad analysis of 279,971 scientist profiles drawn from a diverse array of bibliometric data sources covering all academic disciplines. Within this total, 27 scientists specializing in Business and Management were systematically examined. To qualify for inclusion in this ranking, candidates were required to meet a minimum D-index threshold of 30. Moreover, a majority of their top-tier publications needed to be within the domain of Business and Management. Recognition of awards and notable achievements specifically related to Business and Management further contributed to the evaluation process.
The D-index threshold is dynamically calibrated in increments of 10, relative to the estimated population of scholars in each discipline, ensuring consistent inclusion of the top 1% of leading researchers within each field. Additionally, to confirm balanced disciplinary engagement, the proximity between a scientist’s overall H-index and their D-index was required to be 30% or less, reinforcing the focus on discipline-specific scholarly impact.
Verification and Validation Procedures
We recognize that raw bibliometric data alone do not suffice as an absolute measure of scholarly output. As such, each scientist’s profile underwent rigorous manual verification. This included cross-referencing publications against a wide range of reputable and trustworthy sources, thereby enhancing the credibility and reliability of the ranking.
While the number of papers published in leading journals and conference proceedings does not directly influence the ranking position, it serves as an important secondary indicator of a researcher’s contributions within their specialized area.
The D-index rankings themselves are established based on comprehensive data harvested from OpenAlex and CrossRef, two of the most prominent and well-respected bibliometric databases accessible to the global research community. Readers interested in a detailed exploration of the methodological framework are encouraged to visit our methodology page.
Research.com’s Mission Behind the Ranking
At Research.com, our mission is to inspire researchers, corporations, and policymakers worldwide by illuminating the directions taken by leading experts across various disciplines. This ranking aims to provide the entire scientific community with a transparent and reliable resource to identify top scholars in specialized fields, within different countries, and across research institutions.
Through a meticulous and thoughtful process, this initiative strives to foster collaboration, recognition, and informed decision-making that advance scientific discovery and innovation across the global academic landscape.
