Data Sources and Citation Metrics
The 5th edition of the Research.com Best Animal Science and Veterinary Scientists in Malaysia Ranking is primarily constructed using bibliometric data sourced from OpenAlex and CrossRef, complemented by multiple other reputable data repositories. These platforms provide comprehensive and up-to-date scholarly metadata, enabling rigorous evaluation of scientific contributions. The bibliometric data employed to devise citation-based metrics were collected on January 12, 2026, ensuring the ranking reflects the latest available information.
A scientist's position within the ranking is determined by their D-index (Discipline H-index), a specialized metric that considers only the publications and citation impact relevant to the specific discipline under examination—in this case, Animal Science and Veterinary. This focused approach allows for a more precise and discipline-centered evaluation of each researcher’s influence and productivity.
Scope of Research and Inclusion Criteria
In developing this ranking, profiles of 279,971 scientists were reviewed across all scientific disciplines, with a detailed focus on 11 scientists actively engaged in the field of Animal Science and Veterinary. To qualify for inclusion, a researcher’s D-index had to meet a minimum threshold of 20. Furthermore, the majority of their tier publications were required to be within the Animal Science and Veterinary domain. In addition to bibliometric indicators, scientists’ awards and notable achievements in this specialized field were also considered as part of a holistic assessment.
The D-index threshold is adjusted in increments of 10 relative to the estimated total number of scholars in each discipline, ensuring that only the top 1% of leading experts are included. This method balances inclusivity with selectivity, maintaining both quality and representativeness. A critical criterion for qualification is that the proximity between a scientist’s overall H-index and their discipline-specific D-index does not exceed 30%, ensuring consistent and focused scholarly impact in the discipline assessed.
Verification and Validation Procedures
Recognizing the limitations inherent in raw bibliometric data, the researchers responsible for this ranking undertook comprehensive manual verification of all scientist profiles. Each profile was cross-validated against a broad spectrum of trustworthy publication sources to confirm accuracy and prevent misattributions. Although the quantity of papers published in prestigious journals and conference proceedings does not directly influence the ranking position, it serves as a valuable secondary signal highlighting a scientist’s contributions within their field.
Ultimately, the ranking positions are established using each researcher’s D-index, calculated based on reliable data aggregated from OpenAlex and CrossRef—two of the most prominent and widely respected bibliometric databases available to the research community today.
For detailed information and transparency regarding the methodologies applied in compiling this ranking, please visit our methodology page.
Purpose and Vision Behind the Ranking
At Research.com, our mission is to inspire researchers, industry leaders, and policymakers globally to identify and monitor emerging trends by following the trajectories of leading experts. This ranking serves as a trusted gateway for the global scientific community to discover who the foremost authorities are within specialized fields such as Animal Science and Veterinary—whether by country, institution, or international scope.
We are committed to meticulous, high-quality analyses that elevate the scientific discourse and foster informed decision-making across academia, research institutions, and beyond.
