TikTok’s Edutokers Are Getting Better at Teaching, But Gaps Remain, Study Finds

TikTok has quietly become one of the most influential classrooms on the planet, and a new study has now put its informal teaching corps to the test. Researchers from the Universidad Técnica Particular de Loja in Ecuador and the Universidad de Huelva in Spain have carried out the first multidimensional assessment of the educational quality of Ibero-American

The concept of the edutoker sits at an unusual intersection of two professional identities that have historically remained separate: the educator, whose practice is guided by curricula, learning objectives, and assessment, and the content creator, whose success is measured in views, likes, shares, and follower growth. The study’s five-dimensional framework—curricular, technical-artistic-narrative, pedagogical, didactic, and accessibility—reflects an attempt to bridge this divide analytically. Rather than asking simply whether TikTok videos are accurate or entertaining, the researchers treat each video as a miniature educational artifact that can be evaluated on multiple, partly independent criteria. This approach acknowledges that a video may excel in production values while falling short on pedagogical structure, or that it may convey solid curricular content in a format that is inaccessible to viewers with sensory or cognitive limitations.

The curricular dimension is particularly revealing about the nature of non-formal learning on social platforms. In formal schooling, curriculum refers to the organized set of knowledge, skills, and competencies that a course intends to develop, usually aligned with institutional standards. Edutokers operate without such scaffolding: they choose their own topics, define their own scope, and answer to no accrediting body. The researchers’ decision to include a curricular dimension therefore implies a normative position—that even informal educational content should demonstrate coherence, topical relevance, and some degree of progression in what it teaches. The finding that this dimension showed significant improvement over time suggests that leading creators are, whether deliberately or through competitive pressure, converging toward more structured and substantive treatments of their subject matter.

The technical-artistic-narrative dimension captures the craft side of educational video production. TikTok’s format rewards strong hooks, tight editing, expressive delivery, music, captions, and visual dynamism, and creators who master these techniques gain algorithmic visibility that translates into larger audiences. From an educommunicative standpoint, these are not merely cosmetic concerns. Narrative structure helps viewers follow an argument, and well-designed audiovisual elements can reduce cognitive load by directing attention to what matters. Yet the same techniques can also be deployed to make shallow content appear authoritative. The multidimensional instrument allows the researchers to distinguish between videos that use narrative craft in service of learning and those that use it as a substitute for substance, a distinction that single-metric evaluations of educational social media would miss entirely.

The pedagogical and didactic dimensions, which the study found to develop more gradually than the others, deserve particular attention. Pedagogy, in the strict sense, concerns the theory and principles underlying teaching: how learning is understood, what role the learner plays, and how knowledge construction is supported. Didactics refers more concretely to the methods and organization of instruction—sequencing, explanation, examples, activation of prior knowledge, and checks for understanding. That these two dimensions lag behind the technical and curricular ones is consistent with a broader pattern observed in digital education research: creators often acquire production skills quickly because platforms provide immediate feedback on engagement, while pedagogical competence typically requires formal training, reflection, and experience that most influencers have not had the opportunity to develop.

Accessibility emerged as the dimension with the most room for improvement, a finding with implications that extend well beyond the Ibero-American context. Digital accessibility in video content includes practices such as captioning for deaf and hard-of-hearing viewers, adequate color contrast, clear speech, consideration of viewers with limited bandwidth or older devices, and language choices that accommodate diverse educational backgrounds. In a region as linguistically and socioeconomically diverse as Ibero-America—spanning Spain, Portugal, and Latin American countries with large Indigenous populations and wide digital divides—accessibility failures can exclude precisely the audiences that informal educational content is often praised for reaching. The researchers’ emphasis on this dimension serves as a reminder that the celebrated democratizing potential of short-form video is contingent, not automatic.

Methodologically, the study’s quantitative, non-experimental, cross-sectional design with an exploratory and inferential component reflects the practical constraints of researching a fast-moving platform. Purposive sampling of the fifteen most representative Ibero-American edutokers concentrates the analysis on creators with substantial influence, which is defensible when the goal is to characterize the state of the art, but it also means the findings describe the upper tier of the field rather than the average creator. The use of a multidimensional instrument represents a methodological contribution in itself: it offers other researchers a replicable structure for evaluating educational quality on short-video platforms, a task that has often been handled with ad hoc criteria or simple engagement statistics.

The longitudinal element of the analysis—identifying how the five dimensions evolved over time in the content of leading creators—adds a dynamic perspective that cross-sectional snapshots cannot provide. The observed improvements across dimensions suggest that edutok is maturing as a practice. Several mechanisms could plausibly drive this evolution. Creators accumulate experience and refine their craft through iteration and audience feedback. Competition among educational influencers raises the baseline quality needed to stand out. Collaboration and mutual observation within creator communities spread effective techniques. Additionally, as academic researchers and educators have begun studying educational TikTok seriously, their critiques and frameworks may filter back into creator practice, creating a feedback loop between scholarship and production.

The tension between platform logic and educational logic runs throughout the study’s framing and merits elaboration. TikTok’s recommendation algorithm optimizes for watch time, completion rate, and engagement, none of which correlate reliably with learning outcomes. A video that provokes strong immediate reactions may spread widely while teaching little, and a carefully constructed explanation may be skipped after three seconds. Educational creators must therefore operate within an attention economy that rewards brevity, emotional intensity, and novelty. The study’s finding that pedagogy and didactics improve only gradually can be read as evidence of creators navigating this tension: they have learned to satisfy the algorithm’s technical and narrative demands faster than they have been able to embed deep instructional design, because the platform rewards the former directly and the latter only indirectly, if at all.

The risk of cognitive fragmentation, highlighted in the surrounding literature, is central to interpreting these results. Short-form content encourages rapid consumption and can fragment knowledge into disconnected capsules, limiting the sustained attention that deep learning requires. When a complex topic is compressed into sixty seconds, essential nuance, caveats, and context may be lost, and viewers may develop an illusion of understanding without the ability to apply or extend what they have seen. At the same time, dismissing short-form video as inherently superficial would ignore evidence that brief, well-designed capsules can energize learning, spark curiosity, and serve as entry points to further study. The educational value of the format likely depends on whether edutokers design their content as isolated fragments or as components of a coherent learning pathway, for example by building series, directing viewers to extended materials, and explicitly connecting episodes.

The study’s Ibero-American focus also carries significance for the geography of educational technology research. Much of the existing literature on social media and learning originates in English-speaking and East Asian contexts, and platform cultures differ across languages and regions. Ibero-American edutokers operate within a shared linguistic space of hundreds of millions of speakers, encompassing markedly different educational systems, economic conditions, and media environments. Documenting the quality of their content contributes to a more complete global picture of non-formal digital education and may inform regional policies on media literacy, digital inclusion, and the recognition of informal learning.

For educators and institutions, the findings suggest several practical implications. Formal education systems increasingly compete for attention with the immediacy and appeal of short-form video, but they also have much to learn from it about engagement, clarity, and production values. Rather than treating edutokers as rivals, teacher education programs might incorporate analysis of successful educational content into training on digital pedagogy, helping future teachers understand what makes short video effective and where its limits lie. Conversely, the study’s identification of pedagogy, didactics, and accessibility as weak points points toward the potential value of collaboration between educators and creators, in which instructional design expertise is paired with platform fluency.

For viewers and their families, the research underscores the importance of critical consumption. The coexistence of rigorous educational practices with superficial or misinformative proposals on TikTok means that audiences cannot assume quality from popularity. Media literacy education that equips learners to evaluate sources, recognize simplification, and seek corroboration becomes essential when a significant share of learning happens outside institutional oversight. The study’s multidimensional criteria offer, in simplified form, a set of questions any viewer can ask: Is the content accurate and well-organized? Is it explained clearly? Does it build understanding or merely entertain? Can everyone access it?

Finally, the research opens avenues for future inquiry. Extending the multidimensional evaluation to larger and more diverse samples of creators, comparing regions and languages, examining audience learning outcomes directly rather than content characteristics alone, and tracking whether improvements in quality translate into measurable educational benefits are all natural next steps. As TikTok and its imitators continue to reshape how information circulates among young people, systematic evidence of this kind—grounded in explicit criteria rather than anecdote or enthusiasm—will be indispensable for distinguishing genuine educational innovation from its more polished imitations, and for guiding the evolution of this new educommunicative paradigm toward practices that serve learners as well as they serve the algorithm.

Subject of Research: Educational quality of TikTok science and education influencers (edutokers) in Ibero-America

Article Title: Ibero-American Edutokers: multidimensional analysis of their educational content

Article References: Ibero-American Edutokers: multidimensional analysis of their educational content. (n.d.). https://doi.org/10.1007/s44322-026-00058-z

Image Credits: AI Generated

DOI: 10.1007/s44322-026-00058-z

Keywords: TikTok, edutokers, educational influencers, non-formal learning, digital education, pedagogy, accessibility, microlearning, educommunication, Ibero-America, social media education, educational quality