Data Description of Governance, Risk, and Compliance Literature
Overview of the Dataset
Table 2 provides a detailed overview of the dataset employed in the bibliometric analysis of Governance, Risk, and Compliance (GRC) literature, covering the years from 2000 to 2025. This robust dataset comprises 429 documents sourced from 305 distinct academic outlets, encompassing journals and books. This diversity highlights the expansive scholarly interest in GRC topics.
One noteworthy insight from the analysis is the annual growth rate of 7.06%, indicating a continuous uptick in academic engagement and research output within this domain. This percentage refers to the compound annual growth rate (CAGR), suggesting that at this pace, publication volumes will double approximately every 10.2 years. If sustained, it would manifest as a remarkable 5.5-fold increase over a quarter-century. This progression underscores a steady, secular expansion rather than a fleeting spike in interest.
The average document age stands at 7.37 years, complemented by 16.43 average citations per document, indicating that while the literature is relatively mature, it continues to attract new contributions. Furthermore, the level of international co-authorship is notable, with 19.58% of documents resulting from cross-border collaborations. This statistic suggests an escalating global embedding of GRC topics.
Content Analysis of the Dataset
The dataset features comprehensive content analysis, demonstrated by the inclusion of 1,172 Keywords Plus (ID). These keywords reflect the extensive coverage and meticulous indexing performed by database curators, pointing to the broad thematic areas and recurring concepts that researchers tap into within the dataset. The richness of this metadata is further enhanced by 1,433 unique keywords directly contributed by authors, known as Author’s Keywords (DE). This high number of author-generated keywords underscores the diversity and specificity of research terminology used in GRC studies.
Authorship Insights
A striking feature of this literature is the involvement of 1,045 unique authors. Within this group, 108 authors contributed to single-authored documents. This pattern reveals a blend of both collaborative and individual scholarly efforts within the field. The average number of co-authors per document is 2.56, presenting a moderate level of author collaboration. The notable 19.58% share of international collaboration reinforces the idea of a globally interconnected scholarly community engaged in GRC research.
Document Type Classification
When examining the dataset by document type, significant trends emerge regarding how scholarly outputs are disseminated. Predominantly, journal articles dominate the dataset, representing 368 documents. This highlights their critical role in facilitating in-depth scholarly discussions, peer-reviewed validations, and widespread academic engagement. In contrast, conference papers account for a smaller segment of 61 entries, illustrating their importance for real-time exchanges of ideas and preliminary findings within the academic community.
Data Analysis Techniques
Word Frequency Analysis
The analysis of word frequency sheds light on the cornerstone topics within the GRC literature. Figure 2 illustrates the ten most frequently occurring terms, where “Corporate Governance” stands out as the foremost theme. This prominence indicates its critical role in shaping organizational accountability, transparency, and oversight practices. It encapsulates principles and practices designed to ensure companies are managed effectively concerning their stakeholders.
Following closely is the broader concept of “Governance,” highlighting its foundational importance across various sectors. Governance frameworks guide organizations in achieving their objectives while promoting ethical practices. Good governance is characterized by accountability, transparency, inclusiveness, and responsiveness, making it universally relevant.
Another prevalent topic is “Risk Management,” emphasizing scholarly focus on managing uncertainties and potential adverse impacts. This discipline is essential for safeguarding operational continuity and minimizing losses, demonstrating its critical role in today’s complex business environment.
Additionally, the term “Compliance” is fundamentally significant, reflecting the increasing necessity for organizations to adhere to regulatory frameworks. Compliance extends beyond mere rule-following; it embodies a culture of ethical behavior, legal adherence, and corporate responsibility. The relevance of this topic speaks to a growing societal demand for accountability and ethical conduct from organizations.
Temporal Dynamics of Key Terms
The visualization in Figure 3 provides a temporal analysis of selected keywords, illustrating their annual frequency from 2000 to 2025. Core themes like Corporate Governance, Governance, Risk Management, and Compliance reveal sustained prominence, indicating their centrality in GRC-related research.
Emerging trends show an uptick in keywords like Sustainability and Artificial Intelligence, particularly in the last decade. These terms highlight an increasing focus on integrating environmental, social, and technological dimensions into governance and risk practices. Keywords such as Corporate Social Responsibility and Internal Controls signify a broadening research focus, advocating for a holistic approach that strengthens organizational governance.
Trend Topics Analysis
Analyzing trend topics through Figure 4 presents a longitudinal view of GRC literature’s evolution. Notably, themes like ethics, information security, and policy emerged prominently between 2010 and 2014, reflecting early scholarly interests in normative aspects of governance. The focus on ethics remains relevant, influenced by corporate scandals demanding higher standards of accountability.
As the field matured, new themes surfaced, including information governance and corporate social responsibility (CSR), reflecting increasing intersections between governance and technological advancements. Notably, CSR saw a significant rise in scholarly interest between 2009 and 2016, eventually integrating into discussions surrounding ESG reporting and stakeholder accountability.
More recently, the landscape has shifted towards technological integration, with terms like risk assessment and artificial intelligence emerging. These developments indicate FRC’s responsiveness to contemporary challenges, emphasizing sustainability in governance practices.
Co-Occurrence Network Analysis
The co-occurrence network illustrated in Figure 5 reveals dynamic relationships among significant concepts in GRC literature. Each node represents an influential term, with connecting edges indicating the frequency of co-occurrence. This visualization identifies central themes and emerging trends, offering a comprehensive understanding of the literature’s structure.
Key metrics such as betweenness centrality and closeness centrality reveal how well different concepts connect within the network, with governance being a pivotal node bridging diverse thematic areas. The analysis also indicates clusters related to technology-driven financial governance and broader institutional concerns, showcasing the interconnected nature of GRC topics.
Thematic Mapping and Evolution
The thematic map in Figure 6 categorizes GRC literature into four quadrants: niche themes, motor themes, basic themes, and emerging or declining themes. This structured classification aids in comprehensively understanding the GRC domain.
Motor themes, situated in the upper-right quadrant, underscore topics with high relevance and substantial developmental density. Key concepts within this realm include governance, risk management, compliance, and internal control—elements forming the bedrock of GRC discourse.
Conversely, niche themes such as sustainability and ESG considerations reflect concentrated scholarly activity but lower centrality. These areas exhibit significant potential for expansion, signaling that they’re gaining momentum within GRC studies.
Basic themes, located in the lower-right quadrant, signify subjects with high centrality but limited depth, indicating foundational significance across discussions. This category includes corporate governance, artificial intelligence, and digital transformation.
Emerging or declining themes occupy the lower-left quadrant, made up of topics that currently receive limited attention. This dynamic manifests the ever-evolving nature of research landscapes, where shifts can revitalize or diminish scholarly interest.
Thematic Evolution Over Time
The thematic evolution visualization in Figure 7 illustrates how scholarly themes related to GRC have transformed over three distinct periods—2000-2013, 2014-2019, and 2020-2025.
In the initial phase (2000-2013), core themes like governance and internal auditing laid a solid foundation, emphasizing oversight within financial institutions. By the mid-period (2014-2019), areas like corporate governance branched off into subthemes, reflecting a nuanced understanding of administrative frameworks, while topics like cybersecurity gained prominence.
In the latest period (2020-2025), corporate governance has expanded to incorporate emerging fields like blockchain and AI, showcasing an adaptive response to rapid technological advancements. The heightened focus on financial performance indicates a shift towards evaluating governance efficacy through financial and risk-based metrics.
Content Analysis of Top 10 Most Cited GRC Studies
A content analysis of the ten most-cited studies provides insight into the interconnected architecture of GRC. These studies depict GRC as a framework where governance structures, stakeholder participation, credible disclosures, and regulatory actions collaboratively underpin organizational resilience amid technological and environmental uncertainties.
Key insights include the need to tailor governance to technological intensity and supply-chain complexity, emphasizing participatory design to enhance the credibility of risk information. Additionally, compliance effectiveness hinges on solid enforcement frameworks and incentives that align organizational governance with broader regulatory objectives.
This rich analysis of GRC literature lays the groundwork for understanding how academic interests are evolving in response to pressing business challenges, technological advancements, and shifting societal expectations.