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Citation Analysis Research Impact
Research Guide

What is Citation Analysis Research Impact?

Citation Analysis Research Impact studies bibliometric indicators like h-index and altmetrics to assess scholarly influence while critiquing contextual factors in citation practices.

Researchers develop metrics such as h-index for evaluating academic output and examine open access effects on citations (Laakso et al., 2011; 757 citations). Studies analyze Google Scholar as a citation source (Harzing and van der Wal, 2007; 679 citations) and book citation patterns in humanities (Thompson, 2002; 152 citations). Over 10 key papers from 2001-2017 explore these dynamics with 100-757 citations each.

Curated Papers

Key Challenges

Why It Matters

Citation analysis informs tenure decisions by quantifying research influence beyond journal impact factors (Harzing and van der Wal, 2007). Funding agencies use h-index and altmetrics for grant allocations, addressing biases in humanities monograph citations (Thompson, 2002; White et al., 2009). Institutional rankings rely on these metrics, prompting critiques of predatory publishing impacts (Beall, 2017). Open access boosts citations, guiding policy for equitable assessment (Laakso et al., 2011; Suber, 2012).

Key Research Challenges

Discipline-Specific Citation Norms

Humanities show lower citation rates than sciences due to monograph focus (Thompson, 2002). Libcitations adjust for book visibility in libraries (White et al., 2009). Normalization across fields remains inconsistent.

Open Access Citation Bias

OA journals increase citations but face predatory risks (Laakso et al., 2011; Beall, 2017). Mega-journals dilute traditional impact measures (Spezi et al., 2017). Causal effects require longitudinal analysis.

Altmetrics Reliability Gaps

Social media metrics correlate weakly with citations (Zhu, 2017). Gaming and context sensitivity undermine validity. Integration with bibliometrics lacks standardization.

Essential Papers

The Development of Open Access Journal Publishing from 1993 to 2009

Mikael Laakso, Patrik Welling, Helena Bukvova et al. · 2011 · PLoS ONE · 757 citations

Open Access (OA) is a model for publishing scholarly peer reviewed journals, made possible by the Internet. The full text of OA journals and articles can be freely read, as the publishing is funded...

Google Scholar as a new source for citation analysis

Anne‐Wil Harzing, René van der Wal · 2007 · Ethics in Science and Environmental Politics · 679 citations

ESEP Ethics in Science and Environmental Politics Contact the journal RSS Mailing List Subscribe to our mailing list via Mailchimp HomeLatest VolumeAbout the JournalEditorsTheme Sections ESEP 8:61-...

Open Access

Peter Suber · 2012 · The MIT Press eBooks · 565 citations

A concise introduction to the basics of open access, describing what it is (and isn't) and showing that it is easy, fast, inexpensive, legal, and beneficial. The Internet lets us share perfect copi...

What I learned from predatory publishers

Jeffrey Beall · 2017 · Biochemia Medica · 292 citations

This article is a first-hand account of the author's work identifying and listing predatory publishers from 2012 to 2017. Predatory publishers use the gold (author pays) open access model and aim t...

The Diamond Model of Open Access Publishing: Why Policy Makers, Scholars, Universities, Libraries, Labour Unions and the Publishing World Need to Take Non-Commercial, Non-Profit Open Access Serious

Christian Fuchs, Marisol Sandoval · 2013 · tripleC Communication Capitalism & Critique Open Access Journal for a Global Sustainable Information Society · 177 citations

This reflection introduces a new term to the debate on open access publishing: diamond open access (DOA) publishing. The debate on open access is a debate about the future of academia. We discuss t...

The Death of the Scholarly Monograph in the Humanities? Citation Patterns in Literary Scholarship

Jennifer Wolfe Thompson · 2002 · Libri · 152 citations

A significant effect of the crisis in academic publishing is the decline in publication and purchase of the scholarly monograph in the humanities. As library collections of monographs in the humani...

Open-access mega-journals

Valérie Spezi, Simon Wakeling, Stephen Pinfield et al. · 2017 · Journal of Documentation · 132 citations

Purpose Open-access mega-journals (OAMJs) represent an increasingly important part of the scholarly communication landscape. OAMJs, such as PLOS ONE , are large scale, broad scope journals that ope...

Reading Guide

Foundational Papers

Start with Harzing and van der Wal (2007; 679 citations) for Google Scholar basics; Laakso et al. (2011; 757 citations) for OA citation growth; Thompson (2002; 152 citations) for humanities patterns.

Recent Advances

Zhu (2017) on OA support factors; Spezi et al. (2017) on mega-journals; Beall (2017) on predatory risks.

Core Methods

h-index calculation; libcitations via library data (White et al., 2009); Google Scholar scraping (Harzing and van der Wal, 2007); altmetrics correlation analysis (Zhu, 2017).

How PapersFlow Helps You Research Citation Analysis Research Impact

Discover & Search

Research Agent uses searchPapers and citationGraph to map h-index evolution from Laakso et al. (2011; 757 citations), revealing OA citation networks. exaSearch uncovers altmetrics critiques; findSimilarPapers links to Harzing and van der Wal (2007; 679 citations).

Analyze & Verify

Analysis Agent applies readPaperContent on Thompson (2002) for humanities citation patterns, then verifyResponse with CoVe to check metric biases. runPythonAnalysis computes h-index from citation data via pandas; GRADE scores evidence strength for funding impact claims.

Synthesize & Write

Synthesis Agent detects gaps in predatory publishing coverage (Beall, 2017), flags OA contradictions (Suber, 2012). Writing Agent uses latexEditText, latexSyncCitations for reports, latexCompile bibliometric tables, exportMermaid for citation flow diagrams.

Use Cases

"Compute h-index trends in open access papers from citation data"

Research Agent → searchPapers('h-index open access') → Analysis Agent → runPythonAnalysis(pandas h-index calculator on Laakso et al. 2011 data) → matplotlib plot of trends.

"Draft LaTeX review on citation biases in humanities monographs"

Synthesis Agent → gap detection(Thompson 2002, White et al. 2009) → Writing Agent → latexEditText(structured sections) → latexSyncCitations(10 papers) → latexCompile(PDF with tables).

"Find GitHub repos analyzing Google Scholar citations"

Research Agent → searchPapers('Google Scholar metrics') → Code Discovery → paperExtractUrls(Harzing 2007) → paperFindGithubRepo → githubRepoInspect(scrape citation scripts) → exportCsv(toolkit).

Automated Workflows

Deep Research workflow scans 50+ OA papers via citationGraph, outputs structured h-index report with GRADE scores. DeepScan applies 7-step CoVe to verify altmetrics claims from Zhu (2017), checkpointing biases. Theorizer generates theories on diamond OA impacts from Fuchs and Sandoval (2013).

Try Doxa for Citation Analysis Research Impact Research

Frequently Asked Questions

What is citation analysis in research impact?

Citation analysis quantifies scholarly influence using metrics like h-index and counts from sources including Google Scholar (Harzing and van der Wal, 2007).

What methods assess humanities book impact?

Libcitations measure library holdings for books (White et al., 2009); patterns show monograph decline (Thompson, 2002).

Which papers define this field?

Laakso et al. (2011; 757 citations) on OA development; Harzing and van der Wal (2007; 679 citations) on Google Scholar; Suber (2012; 565 citations) on open access.

What open problems exist?

Standardizing altmetrics with bibliometrics; normalizing citations across disciplines; countering predatory journal inflation (Beall, 2017; Zhu, 2017).