Reporting verbs across genre sets and research paradigms: a corpus-based analysis of denotation and evaluation in applied linguistics research articles

A significant new study has unveiled nuanced patterns in the use of reporting verbs within academic writing, revealing how these crucial linguistic tools are shaped by the genre of a research article section and the underlying research paradigm. Published in Frontiers in Psychology, the research, conducted by Deng and Li, analyzed 160 research articles in Applied Linguistics, offering valuable insights into how scholars communicate their engagement with prior work. The findings underscore that the choice of verbs like "argue," "demonstrate," or "suggest" is not arbitrary but strategically deployed to serve distinct rhetorical functions and reflect the epistemological underpinnings of different research approaches.

The study’s core contribution lies in its comprehensive approach, examining reporting verbs not only based on their meaning (denotation) and the author’s stance (evaluation) but also through the lens of genre sets and research paradigms. This multi-faceted analysis moves beyond previous research that often treated reporting verbs in isolation or focused on single disciplinary contexts.

Unpacking the Functions of Reporting Verbs

Reporting verbs are fundamental to academic discourse, serving as the primary mechanism through which researchers attribute ideas and findings to previous studies. They are instrumental in establishing intertextual links, positioning the current research within the broader scholarly landscape, and negotiating the author’s stance towards existing literature. As Hyland (2002) noted, these verbs are a "central linguistic resource" for representing prior research while managing authorial position within the professional community.

The research identified two key functions of reporting verbs: denotation and evaluation. Denotation refers to the type of activity being attributed to a source, categorizing verbs into research acts (e.g., analyze, find), discourse acts (e.g., argue, discuss), and cognition acts (e.g., believe, consider). Evaluation, on the other hand, captures the author’s attitude towards the cited information, ranging from positive (e.g., acknowledge, confirm) to neutral (e.g., find, observe) and negative (e.g., challenge, deny).

Genre Sets: A Tale of Two Halves

A central finding of the study is the significant variation in reporting verb usage between the "pre-methods" sections (Introduction and Literature Review) and the "post-methods" sections (Results, Discussion, and Conclusion). This distinction is rooted in the differing rhetorical functions of these sections.

Pre-Methods Sections: Laying the Groundwork

In the introductory and literature review sections, the primary goal is to establish the research context, identify a knowledge gap, and justify the current study. Consequently, reporting verbs in these sections tend to focus on research acts, emphasizing the empirical procedures and findings of previous studies. This linguistic choice serves to highlight the methodological rigor and evidential basis of prior work, thereby creating a solid foundation for the present research.

"We observed a clear preference for verbs that denote research activities in these sections," explained Dr. Deng, lead author of the study. "This helps authors to establish the credibility and relevance of the existing literature, setting the stage for their own contribution."

Furthermore, evaluation in pre-methods sections leans towards neutrality. This allows authors to present prior research in an objective manner, avoiding overt endorsement or critique while building a coherent and established body of knowledge. This aligns with the need to present a comprehensive overview of the field before introducing new findings.

Post-Methods Sections: Interpreting and Synthesizing

As research progresses into the results and discussion sections, the focus shifts from establishing the groundwork to interpreting findings, drawing conclusions, and articulating the significance of the research. Here, reporting verbs increasingly lean towards discourse acts and cognition acts. This reflects a greater emphasis on interpreting findings, engaging with prior arguments, and integrating the current study’s contributions within the ongoing scholarly conversation.

The evaluation of reporting verbs also shifts in these later sections. While neutrality remains present, there is a discernible move towards positive evaluation. This suggests that authors are more inclined to endorse or align themselves with previous work when discussing their own findings and contributions, reinforcing the integration of their research into the existing knowledge base.

"The post-methods sections are where scholars are actively constructing new knowledge and positioning it within the field," noted co-author Dr. Li. "The shift to discourse-oriented verbs and more positive evaluation reflects this active engagement and the desire to show how their findings build upon or resonate with previous scholarship."

Research Paradigms: Quantitative vs. Qualitative Approaches

The study also illuminated significant differences in reporting verb usage between quantitative and qualitative research articles, reflecting the distinct epistemological underpinnings and knowledge-making practices of these paradigms.

Quantitative Research: Objectivity and Empirical Foundation

Quantitative research, typically rooted in a postpositivist epistemology, prioritizes empirical observation, statistical analysis, and the search for generalizable laws. This orientation is reflected in the reporting verb choices of quantitative articles.

In both pre- and post-methods sections, quantitative articles tend to favor verbs denoting research acts. This aligns with the paradigm’s emphasis on empirical procedures and evidence. The evaluation of reporting verbs in quantitative research predominantly remains neutral. This reflects a commitment to objectivity, methodological rigor, and an impersonal stance, where judgments about prior work are often withheld to maintain a detached perspective.

"Quantitative researchers often aim to present prior work as a solid foundation of empirical evidence," stated Dr. Deng. "The use of research-oriented verbs and neutral evaluation helps to underscore the objective nature of their findings and their methodological soundness."

Qualitative Research: Interpretation and Meaning-Making

Qualitative research, on the other hand, is often guided by a social constructivist worldview, emphasizing human experience, subjective interpretation, and the exploration of meanings within specific contexts. This approach manifests in distinct reporting verb patterns.

Qualitative articles show a greater reliance on discourse acts and cognition acts, particularly in the pre-methods sections. This reflects an engagement with the theoretical and interpretive dimensions of prior scholarship, where authors are actively discussing, explaining, and considering existing ideas.

A notable difference lies in the evaluation of reporting verbs in qualitative research. Authors tend to employ more positive evaluations, especially in the earlier sections. This suggests a more engaged and dialogical approach to prior literature, where researchers may seek to align themselves with existing perspectives or highlight areas of agreement to build a shared understanding of the research domain.

"Qualitative research is inherently about interpretation and understanding meaning," explained Dr. Li. "The use of discourse and cognition verbs, along with a tendency towards positive evaluation, allows researchers to actively engage with the conceptual landscape and build a narrative that resonates with existing ideas."

The Interplay of Genre and Paradigm

The study further delved into how genre sets and research paradigms interact. The analysis revealed that while the denotative orientation of reporting verbs (i.e., the type of activity being reported) largely follows the patterns dictated by genre sets across both paradigms, the evaluative potential shows a more complex interplay.

In quantitative articles, there was a clear progression in the evaluation of reporting verbs from pre- to post-methods sections, with a notable increase in positive evaluation. This suggests that as quantitative researchers move from establishing the research context to discussing their findings and implications, they may become more inclined to positively frame their engagement with prior work.

Conversely, qualitative articles demonstrated a more stable evaluative stance across genre sets. This indicates that authorial stance, as conveyed through reporting verbs, might be more consistently embedded throughout the research process in qualitative studies.

"This interaction analysis is crucial," commented Dr. Deng. "It highlights that reporting verb usage isn’t simply a matter of genre or paradigm in isolation, but rather a dynamic interplay between the rhetorical demands of the section and the epistemological stance of the researcher."

Broader Implications for Academic Writing

The findings of this study have significant implications for academic writing instruction, particularly for English for Academic Purposes (EAP) practitioners and novice writers.

Genre-Specific Instruction: The research underscores the need for instruction that goes beyond simply presenting a list of reporting verbs. Students must understand that different verbs serve different rhetorical purposes in different parts of an academic paper. Teaching should emphasize the communicative functions of pre- and post-methods sections and equip students with the strategies to select appropriate reporting verbs for each.

Paradigm Awareness: Raising learners’ awareness of the distinctions between quantitative and qualitative research traditions is crucial. Explicit instruction should connect reporting verb choices to research design, inquiry logic, and the specific ways knowledge is constructed and legitimized within each paradigm. This could involve analyzing authentic examples and guiding students to articulate why certain verbs are more suitable in particular contexts.

Bridging the Gap: The study’s integrated approach, linking linguistic choices to broader rhetorical, epistemic, and professional factors, provides a valuable framework for understanding academic discourse. This holistic perspective can help novice writers develop a more nuanced and strategic approach to their writing, enabling them to align their linguistic choices with disciplinary expectations and achieve their communicative goals effectively.

Future Directions and Limitations

While this study offers valuable insights, the authors acknowledge certain limitations. The focus on a single discipline, Applied Linguistics, means that the findings may not be directly generalizable to all academic fields, which have their own unique disciplinary cultures and conventions. Future research could expand to include a wider range of disciplines to explore the generalizability of these patterns.

Furthermore, the division of articles into broad "pre-methods" and "post-methods" categories, while accommodating structural variations, may not capture the finer-grained use of reporting verbs within specific moves and steps of individual sections. Future studies could benefit from more detailed genre analysis to explore these micro-level variations.

Despite these limitations, the research by Deng and Li provides a robust and nuanced understanding of how reporting verbs function in academic writing, offering a critical resource for scholars, educators, and students navigating the complexities of scholarly communication. The study’s comprehensive methodology and detailed analysis offer a compelling argument for the strategic and context-dependent nature of reporting verb usage in the construction of academic knowledge.