Universities Across Iberoamerica Speak the Same Language of Legitimacy, Study Finds

Universities across the Spanish-speaking world like to think of themselves as distinctive. Their websites proclaim unique histories, special missions, and singular visions of the future. Yet a large-scale analysis of nearly 1,700 institutional statements suggests that when universities talk about who they are, they mostly sound remarkably alike — and that their individuality emerges not through different words, but through subtle rearrangements of the same vocabulary.

The study, published in Discover Education, examined mission and vision statements from higher education institutions in seven Iberoamerican countries: Argentina, Chile, Colombia, Costa Rica, Spain, Mexico, and Peru. The researchers, Rafael Fernández-Concha, Jubalt Álvarez-Salazar, and Percy Marquina Feldman, screened a sampling frame of 1,145 institutions and collected 901 mission statements and 798 vision statements publicly available on official university websites in June 2021. Because the frame was defined in advance and every institution in it was checked, the corpus amounts to a census of publicly disclosed identity statements within those systems rather than a selective sample.

What makes the study technically notable is that all analysis was performed on the original Spanish texts. The authors deliberately avoided translation, which can blur meaning and introduce drift, and instead processed the documents with the UDPipe toolkit for tokenization, part-of-speech tagging, and lemmatization — reducing words to their dictionary forms so that, for example, different inflections of calidad (quality) count as the same concept. Stopwords such as articles and prepositions were stripped away, and for each country the team extracted the fifty most frequent nouns, adjectives, and verbs, normalizing frequencies by corpus size to keep systems of different scale comparable.

From these cleaned inventories the researchers built semantic co-occurrence networks, in which nodes represent lemmatized nouns and adjectives and edges connect terms that appear within the same statement, using a sentence-bounded window of plus or minus five tokens. Verbs were excluded to reduce process-oriented noise and focus on stable conceptual associations. Edge weights reflected how often pairs of terms co-occurred, and networks were sparsified with a minimum co-occurrence threshold of two. The team then computed standard network indicators — size, average degree, density, degree centralization, average path length, and diameter — and identified structurally influential terms using Bonacich centrality, a measure that rewards being connected to other well-connected nodes. Hierarchical clustering on Pearson correlation matrices revealed how terms group into thematic families, and Quadratic Assignment Procedure correlations compared whole network structures across countries.

The headline finding is a shared legitimation lexicon. Eight terms consistently occupy the most central positions in mission-statement networks across all seven countries: universidad (university), formación (training), conocimiento (knowledge), sociedad (society), profesional (professional), investigación (research), calidad (quality), and institución (institution). A second tier — including desarrollo (development), académico (academic), educación (education), científico (scientific), and comunidad (community) — appears in at least four countries. In vision statements, a slightly smaller core emerges: university, quality, society, development, and knowledge. Cross-country correlations of the most frequent terms generally exceeded 0.70, indicating substantial lexical similarity and what the authors describe as a regional discourse community.

This convergence is exactly what institutional theory would predict. Universities operate in policy-dense environments shaped by accreditation agencies, quality-assurance frameworks, government regulation, and international rankings — pressures that reward institutions for signaling alignment with recognized expectations of quality, research, and social contribution. In the language of organizational sociology, universities adopt a common vocabulary as a rationalized signal of legitimacy, a way of becoming legible to regulators, accreditors, students, and funders. The study’s sensitivity checks reinforced the robustness of this core: pooled centrality profiles closely matched the unweighted mean of national profiles, and the main structural patterns held when the co-occurrence window, stopword lists, and sparsification thresholds were varied.

But the deeper story lies in the differentiation. Mexico presents the densest and most evenly connected semantic structures, with very low degree centralization — a cohesive, repetitive discursive core in which no single term dominates. Costa Rica sits at the opposite pole, with the lowest network density, longer average distances between concepts, and greater lexical dispersion, consistent with more diverse institutional self-presentation. Spain emphasizes academic and international orientations, elevating terms such as internacional and crítico. Chile highlights innovación (innovation) and vinculación (linkage to society), Peru foregrounds responsabilidad (responsibility), competitivo (competitive), and sostenible (sustainable), while Costa Rica’s distinctive vocabulary includes ambiente (environment), vida (life), and excelencia (excellence). Argentina emphasizes extensión, the tradition of university outreach to the wider community.

Crucially, the clustering analysis shows that even shared terms are wired differently in different national systems. The word conocimiento (knowledge) associates with necesidad (need) in Argentina, with generación and misión in Chile, with compromiso, cultura, and humano in Colombia, and with environmental and usage-related terms in Mexico. In Peru, seven of the eight most central terms cluster together at a 90 percent similarity threshold — the tightest thematic integration observed — whereas in Costa Rica key terms often fail to group even at relaxed thresholds. The authors interpret these patterns as national grammars: distinctive ways of reweighting and recombining a common vocabulary rather than abandoning it. Differentiation, in other words, happens within the shared lexicon, not outside it.

The authors are careful about what the evidence can and cannot support. The comparative results are descriptive and do not establish causality; the analysis documents patterned associations consistent with institutional isomorphism but does not identify the effects of particular regulatory instruments. The dataset is also imbalanced — Mexico contributes more than half of all statements — and it captures a single moment, June 2021, rather than a longitudinal trajectory. The exclusion of verbs, while improving thematic clarity, limits insight into action-oriented language. Future work, the authors suggest, could incorporate verbs and multi-word expressions, track the corpus over time, and link discursive patterns to funding, accreditation outcomes, or student perceptions.

The practical implications are nonetheless striking. Mission and vision statements are not mere branding; they are governance-facing texts through which universities translate identity into a form recognizable to external audiences. The study warns of a dual risk: excessive convergence produces formulaic, boilerplate identities that tell stakeholders nothing distinctive, while excessive dispersion can erode the shared legitimacy that makes institutions mutually intelligible. The authors propose semantic indicators — density and centralization among them — as early-warning tools for quality-assurance agencies and policymakers, helping them ask whether accreditation frameworks encourage meaningful differentiation or merely template compliance. For university leaders, the message is not to invent novel vocabularies but to ensure their statements genuinely express what the institution prioritizes, whom it serves, and how it differs from its peers. In an era when every university claims quality, research, and social contribution, the real signal may lie in how those familiar words are put together.

Subject of Research: Semantic network analysis of university mission and vision statements across Iberoamerican higher education systems

Article Title: Semantic convergence and national differentiation in university mission and vision statements across Iberoamerican countries

Article References: Fernández-Concha, R., Álvarez-Salazar, J., & Feldman, P. M. (2026). Semantic convergence and national differentiation in university mission and vision statements across Iberoamerican countries. Discover Education, 5(1), Article 1151. https://doi.org/10.1007/s44217-026-02280-5

Image Credits: AI Generated

DOI: 10.1007/s44217-026-02280-5

Keywords: higher education, mission statements, vision statements, semantic network analysis, institutional isomorphism, Iberoamerica, quality assurance, organizational identity, corpus linguistics, accreditation, university governance, text mining