Process / pipelineBibliometricsScientometrics / altmetricsPipeline

Mendeley Readership Analysis

Also known as: Reader Count Analysis, Mendeley Reader Metrics, Readership Altmetrics, Reference Manager Bookmarking Analysis

OriginatorEhsan Mohammadi & Mike ThelwallYear2014Sources1Related methods4

Mendeley readership analysis uses the number of users who have saved an article to their personal library in the Mendeley reference manager as an indicator of scholarly attention. Ehsan Mohammadi and Mike Thelwall showed in 2014 that these reader counts have broad coverage, correlate moderately with later citations, and, because saving precedes citing, become available much earlier than citation data. Mendeley also exposes coarse demographic categories for its readers, such as students, researchers, and professionals, allowing analysis of who is engaging with research, including non-citing audiences in the social sciences and humanities. As one of the most studied altmetric sources, Mendeley readership offers an early and relatively well-covered signal that complements citations, while raising distinct questions about what saving a paper actually means.

Key highlights

  • Provides an early impact signal that accrues within weeks, far ahead of citations.
  • Offers broad article coverage relative to most other altmetric sources.
  • Reveals non-citing audiences through reader demographic categories such as students and professionals.
  • Moderately correlated with citations, so it is informative while adding distinct information about attention.

Intuition

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How it works

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When to use it

Use Mendeley readership analysis when you need an early indicator of attention for recent publications, when you want to capture engagement from non-citing audiences such as students or practitioners, or when you are studying altmetrics and knowledge flows. It is well suited to fields and outputs where Mendeley coverage is good and where saving behavior is common, and it complements citation analysis for very recent work whose citations have not yet accrued. It is less appropriate as a standalone measure of quality, for fields with low Mendeley uptake, or when the meaning of a save is ambiguous for the question at hand. Because the underlying data depend on a commercial platform, readership analysis should be paired with awareness of coverage and matching limitations.

Strengths & limitations

Strengths
  • Provides an early impact signal that accrues within weeks, far ahead of citations.
  • Offers broad article coverage relative to most other altmetric sources.
  • Reveals non-citing audiences through reader demographic categories such as students and professionals.
  • Moderately correlated with citations, so it is informative while adding distinct information about attention.
Limitations
  • The meaning of saving a paper is ambiguous and not equivalent to reading, endorsing, or using it.
  • Coverage and reader demographics depend on Mendeley's user base, which is uneven across fields and regions.
  • Article matching errors and duplicate records in the platform can distort reader counts.
  • Because it relies on a single commercial service, data availability and definitions can change without notice.

Common pitfalls

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Applications

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Frequently asked

Does a Mendeley reader actually mean someone read the paper?

Not necessarily. A Mendeley reader count records the number of users who added the article to their library, which signals intent to read, cite, or keep it, not confirmed reading. Mohammadi and Thelwall treated the count as a measure of attention and interest rather than of comprehension or endorsement. This ambiguity is the central caveat of the metric: it is a useful early proxy for engagement, but interpreting it as evidence that the paper was read, let alone used or approved, overstates what a save can tell you.

How does readership compare with citation as an impact measure?

They are related but distinct. Mohammadi and Thelwall found moderate positive correlations between Mendeley readership and citations, meaning the two often agree on which papers attract attention but diverge enough that readership adds information. Readership is broader, since it includes non-citing audiences, and earlier, since saves precede citations by years. It is therefore best used alongside citations: as an early indicator for recent work and as a window onto audiences, such as students and professionals, that citation analysis cannot see.

Why is Mendeley readership especially useful in the social sciences and humanities?

In these fields citations are slower and an important part of the audience, including students and practitioners, engages with research without publishing citing papers. Mohammadi and Thelwall showed that Mendeley reader demographics capture this engagement, with large shares of student and professional readers for social science and humanities articles. Readership thus reveals impact that citation counts miss in fields where the readership extends well beyond the set of authors who will eventually cite the work, making it a valuable complementary indicator there.

Sources

  1. 1.
    Mohammadi, E., & Thelwall, M. (2014). Mendeley readership altmetrics for the social sciences and humanities: Research evaluation and knowledge flows. Journal of the Association for Information Science and Technology, 65(8), 1627-1638.

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ScholarGate. (2026, June 23). Mendeley Readership Analysis. ScholarGate. https://scholargate.app/bibliometrics/mendeley-readership-analysis