Data Sources and Ranking Criteria
The 4th edition of the Research.com Best Female Scientists in Canada Ranking is built upon the most robust and comprehensive bibliometric data available. The primary data sources utilized in the creation of the ranking are OpenAlex and CrossRef, which are globally recognized for their extensive and high-quality records of academic publications and citations. In addition to these principal databases, information from multiple other reputable data sources was also incorporated to ensure completeness and reliability. The bibliometric data underpinning the citation-based metrics used in this edition of the ranking were collected on November 27, 2024. Each scientist’s position in the ranking is determined on the basis of their H-index, a widely acknowledged metric that measures both the productivity and the citation impact of the published work of a researcher.
Scope of Research and Evaluation Criteria
To assemble the ranking, a total of 279,971 scientist profiles were identified and examined using a variety of bibliometric data sources. The evaluation covered all major scientific disciplines, reflecting the breadth and diversity of research activity in Canada. The qualifying H-index thresholds were set uniquely for each research area, typically at a level of 30 or 40, to accommodate differences in publication and citation practices across disciplines. Additionally, each scientist’s awards and achievements within their field of study were considered as part of the ranking evaluation. Ultimately, only the top 1,000 female scientists in Canada, those with the highest H-index scores, have been included in this esteemed ranking.
Verification Practices and Methodological Rigor
The integrity of the Research.com Best Female Scientists Ranking is underpinned by meticulous verification practices. While bibliometric data provide powerful metrics, the researchers responsible for the ranking are acutely aware that raw data alone should not be viewed as an absolute measure of scientific output. Accordingly, all scientist profiles were subjected to manual verification and cross-referenced with publications in a wide array of trusted sources. Though it does not directly influence a scientist’s position in our ranking, the number of papers published in leading journals and top-tier conference proceedings is recognized as a valuable secondary indicator of scholarly contribution within specific scientific domains. The principal factor determining each scientist’s position is their H-index, as derived from the authoritative bibliometric databases OpenAlex and CrossRef. For further details about the precise methodology and procedures followed, we encourage readers to consult our methodology page.
Research.com’s Agenda and Commitment
At Research.com, we remain aware that the field of scientific research, both globally and in Canada, continues to be male-dominated. We firmly believe that female researchers deserve equal representation and recognition for their contributions and achievements. Our aim with this ranking is to inspire female scientists, women contemplating careers in academia, as well as policy-makers and leaders in research institutions worldwide, by highlighting the accomplishments of outstanding women in the scientific community. Through this initiative, we hope to support the advancement of equal opportunities and the creation of a more inclusive research environment for women in science.
