Background: Bibliometric indices have become essential tools for evaluating academic productivity, shaping decisions related to hiring, promotion, and research funding. Metrics such as publication count, citation volume, and the h -index offer the appeal of objectivity and standardization. However, as research becomes increasingly interdisciplinary and collaborative, the limitations of these conventional measures have grown more apparent. Methods: This narrative review traces the historical development of commonly used bibliometric indicators and critically evaluates their mathematical underpinnings, structural assumptions, and real-world applications. Through this lens, we highlight fundamental limitations in current evaluative practices and propose a framework for more accurately capturing the nuances of scholarly contribution. Results: Traditional metrics fall short in accounting for key contextual variables, including authorship position, collaborative dynamics, and academic career stage. In response, we present a conceptual model anchored in 6 core domains: authorship weighting, career-stage normalization, emphasis on high-impact work, recognition of underrepresented scholarship, evaluation of collaboration structures, and discipline-specific benchmarking. Conclusion: As bibliometric indicators continue to influence academic advancement, there is a growing need to reimagine how research impact is defined. This review offers a conceptual framework for a more equitable, multidimensional, and context-sensitive approach to scholarly evaluation.
Alter et al. (2025) studied this question.