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Becoming Metrics Literate: An Analysis of Brief Videos That Teach About the H-index

Overview
Journal PLoS One
Date 2022 May 6
PMID 35522678
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Abstract

Introduction: Academia uses scholarly metrics, such as the h-index, to make hiring, promotion, and funding decisions. These high-stakes decisions require that those using scholarly metrics be able to recognize, interpret, critically assess and effectively and ethically use them. This study aimed to characterize educational videos about the h-index to understand available resources and provide recommendations for future educational initiatives.

Methods: The authors analyzed videos on the h-index posted to YouTube. Videos were identified by searching YouTube and were screened by two authors. To code the videos the authors created a coding sheet, which assessed content and presentation style with a focus on the videos' educational quality based on Cognitive Load Theory. Two authors coded each video independently with discrepancies resolved by group consensus.

Results: Thirty-one videos met inclusion criteria. Twenty-one videos (68%) were screencasts and seven used a "talking head" approach. Twenty-six videos defined the h-index (83%) and provided examples of how to calculate and find it. The importance of the h-index in high-stakes decisions was raised in 14 (45%) videos. Sixteen videos (52%) described caveats about using the h-index, with potential disadvantages to early researchers the most prevalent (n = 7; 23%). All videos incorporated various educational approaches with potential impact on viewer cognitive load. A minority of videos (n = 10; 32%) displayed professional production quality.

Discussion: The videos featured content with potential to enhance viewers' metrics literacies such that many defined the h-index and described its calculation, providing viewers with skills to recognize and interpret the metric. However, less than half described the h-index as an author quality indicator, which has been contested, and caveats about h-index use were inconsistently presented, suggesting room for improvement. While most videos integrated practices to facilitate balancing viewers' cognitive load, few (32%) were of professional production quality. Some videos missed opportunities to adopt particular practices that could benefit learning.

Citing Articles

Inequality in measuring scholarly success: Variation in the h-index within and between disciplines.

Light R, Gullickson A, Harrison J PLoS One. 2025; 20(1):e0316913.

PMID: 39854341 PMC: 11760043. DOI: 10.1371/journal.pone.0316913.


Becoming metrics literate: An analysis of brief videos that teach about the h-index.

Maggio L, Jeffrey A, Haustein S, Samuel A PLoS One. 2022; 17(5):e0268110.

PMID: 35522678 PMC: 9075661. DOI: 10.1371/journal.pone.0268110.

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