Data Sources and Methodology Behind the 4th Edition of the Research.com Best Rising Stars of Science in Malaysia Ranking
The 4th edition of the Research.com Best Rising Stars of Science in Malaysia Ranking is founded on a rigorous analysis of bibliometric data, with principal sources being OpenAlex and CrossRef, supplemented by a diverse range of additional reputable data repositories. To accurately reflect the achievements of early-career scientists, only those whose earliest publication was within the last 12 years were considered for inclusion.
The critical bibliometric data used to determine citation-based metrics were collected on 2024-11-27. Central to the ranking methodology is the use of the H-index, an established metric that quantifies both the productivity and the citation impact of a researcher’s publications. Each scientist’s position in the ranking is directly informed by their H-index as sourced from the aforementioned databases.
Scope of the Research
The scope of this ranking is comprehensive, encompassing 279,971 scientist profiles gathered via an array of bibliometric sources across all major scientific disciplines. The qualifying H-index threshold was determined specifically for each research category, most commonly set at either 30 or 40, to reflect the varying publication and citation practices across disciplines. In addition to bibliometric criteria, consideration was also given to noteworthy awards and achievements in the scientist’s respective field.
From this robust dataset, only the top 1,000 scientists with the highest H-index are showcased in the ranking, ensuring that the most impactful rising researchers are duly recognized.
Verification and Validation Practices
Recognizing that bibliometric data, while powerful, should not serve as the sole arbiter of scholarly impact, meticulous verification practices were integral to the compilation of this ranking. Every scientist profile underwent manual validation and cross-correlation against publications from a broad spectrum of trustworthy sources to uphold the highest standards of accuracy.
While not directly influencing the ranking position, the number of publications in prominent journals and respected conference proceedings provides a valuable secondary indicator of a scientist's research contributions and impact in their field. Nevertheless, a scientist’s official standing in the Research.com ranking is strictly linked to their H-index, as calculated from the leading bibliometric platforms, OpenAlex and CrossRef.
For a comprehensive overview of the methodology implemented, we encourage you to review the detailed guidelines outlined on our methodology page.
Research.com’s Mission and Purpose
At Research.com, we believe that all researchers—irrespective of academic tenure—deserve equal opportunity for recognition and appreciation of their scholarly achievements. It is our goal to inspire not only current scholars but also those contemplating an academic career, as well as global academic leaders and decision-makers, by bringing to light the accomplishments of promising researchers at the dawn of their scientific journeys.
Through this ranking, we aspire to provide broader opportunities, foster equality within the scientific community, and stimulate recognition for the diverse contributions of emerging talent in Malaysia and beyond.
