Beyond Cognitive Load: Is There a Parallel Theory for Non-Cognitive Learning?

By Dr Gulbakhyt Sultanova

Imagine two students working on the same mathematics problem. Both have similar prior knowledge. Both receive the same instruction. Both face exactly the same challenge.

Yet their learning journeys unfold very differently.

One student persists through uncertainty, learns from mistakes, and gradually reaches the solution. The other becomes frustrated, loses confidence, and stops trying, even though the necessary knowledge is already there.

Why?

What Cognitive Load Theory Tells Us

For decades, educational researchers have looked to Cognitive Load Theory to understand why learning succeeds or fails. This theory has transformed our understanding of learning by showing that success depends not only on how much mental effort students invest, but also on what kind of mental effort they experience.

One of the theory’s most influential contributions is the distinction between three types of cognitive load:

  • Intrinsic load – inherent to the complexity of the learning task.
  • Extraneous load – created by unnecessary complexity or poor instructional design, and should be minimized.
  • Germane load – reflects productive mental effort invested in developing understanding and building cognitive schemas.

This distinction changed how educators think about learning because it demonstrated that not all effort is equally valuable.

Learning is More Than Thinking

But students do more than process information.

They manage frustration when solutions are not immediately obvious. They regulate anxiety before assessments. They decide whether to continue after mistakes. They maintain motivation during periods of uncertainty and repeatedly choose whether to persist or disengage.

These experiences also require effort.

In my opinion article, I introduced the concept of non-cognitive load to describe the emotional, motivational, and self-regulatory effort that accompanies learning (Sultanova, 2025). The idea emerged from a simple observation: students do not learn with their minds alone. They also learn through perseverance, confidence, self-regulation, and the willingness to continue when learning becomes difficult.

The article also proposed that non-cognitive load might parallel Cognitive Load Theory by distinguishing different forms of emotional and motivational effort. The growing interest in the concept since its publication has strengthened my conviction that this theoretical connection deserves further exploration.

Does Non-Cognitive Load Have Its Own Internal Structure?

The fundamental question is therefore not simply whether non-cognitive load exists but:

     Could non-cognitive load have an internal structure analogous to cognitive load?

Rather than viewing emotional and motivational effort as a single phenomenon, perhaps we should examine whether different forms of non-cognitive effort play different roles in developing non-cognitive skills.

Consider a student developing perseverance.

Some emotional effort appears unavoidable. Coping with setbacks, tolerating uncertainty, and continuing despite difficulties are inherent parts of developing perseverance itself. Without experiencing challenges, it is difficult to develop the capacity to overcome them.

Other emotional demands may be harmful. Fear of embarrassment, unnecessary classroom stress, unclear expectations, or excessive social pressure may consume students’ emotional resources without contributing to skill development.

Finally, some forms of emotional and motivational effort may be productive. Reflecting on mistakes, deliberately practicing self-regulation, seeking feedback, and choosing to persist after failure may actively strengthen the very skills educators hope students will develop.

A Proposed Framework: Three Forms of Non-Cognitive Load

If these distinctions prove meaningful, they suggest an intriguing parallel with Cognitive Load Theory.

Just as cognitive load can be understood through three dimensions, non-cognitive load might also be considered through three analogous forms:

  • Intrinsic non-cognitive load – emotional and motivational effort inherent in developing a particular non-cognitive skill.
  • Extraneous non-cognitive load – unnecessary emotional demands created by the learning environment that consume students’ resources without supporting skill development.
  • Germane non-cognitive load – productive emotional and motivational effort deliberately invested in strengthening non-cognitive skills.

This is not yet a fully developed theory. Rather, it represents the next stage in developing the original concept of non-cognitive load. Future research will need to clarify definitions, develop measurement approaches, and examine whether these proposed distinctions can be supported empirically.

 

Why This Matters for Educators

Exploring this possibility seems worthwhile. Educational assessment increasingly values outcomes such as resilience, self-regulation, collaboration, motivation, and growth mindset. However, we often focus on measuring these attributes rather than understanding the processes through which they develop.

Perhaps this is where non-cognitive load can contribute.

If different forms of emotional and motivational effort influence how non-cognitive skills develop, then supporting students may require more than reducing cognitive difficulty. It may also require learning environments that minimize unnecessary emotional burdens while encouraging productive forms of effort.

A New Question Emerges

Perhaps the next step is not only to ask:

“How hard are students thinking?”

but also:

“What kinds of emotional and motivational effort are students investing while they learn, and which of those efforts actually help them grow?”

One of the most influential ideas in learning science began by distinguishing different kinds of cognitive effort. The next frontier may be understanding whether the development of non-cognitive skills follows a similar logic.

I’d love to hear your views about these ideas.

References

Sultanova, G. (2025). Introducing non-cognitive load to the educational discourse. Frontiers in Psychology15, 1411102. https://doi.org/10.3389/fpsyg.2024.1411102

About the Author

Gulbakhyt Sultanova

Gulbakhyt Sultanova

Nazarbayev Intellectual Schools, Kazakhstan

Dr Gulbakhyt Sultanova is an education researcher specializing in educational assessment and learning sciences. She holds a PhD in Education Economics from RWTH Aachen University, Germany, and works at the Center for Pedagogical Measurements at Nazarbayev Intellectual Schools, Kazakhstan. Her research explores the assessment and development of cognitive and non-cognitive skills, with particular interests in holistic assessment, cognitive load, and emerging approaches to understanding students’ learning experiences. She serves as Chair of the Steering Committee of the Holistic Assessment Special Interest Group at the Association for Educational Assessment–Europe (AEA-Europe).

Read the Latest Articles

In addition to the annual conference, the AEA-Europe publishes a range of blogs and organizes webinars related to educational assessment. These activities support ongoing discussion, professional development, and knowledge exchange within the community throughout the year.

Participants and researchers can explore topics connected to assessment practices, policy developments, innovation, and current challenges in the field. Feel free to explore these resources and stay connected with the wider educational assessment community.

Teaching and assessing in higher military education – when worlds combine

BlogsTeaching and assessing in higher military education – when worlds combine By Marte Søve Syverud10 months ago, I left my position as an associate professor in teacher education, for a similar position at the Norwegian Defence University College. A scary leap into...

Assessment of employability constructs embedded in curriculum

BlogsAssessment of employability constructs embedded in curriculum By Steven Briggs and Julie BruntonIntroduction The UK graduate job market is currently ultra-competitive. The Institute for Student Employers (2026) report shows that demand is continuing to outstrip...

What Can Holistic Assessment Still See When AI Enters the Learning Process?

BlogsWhat Can Holistic Assessment Still See When AI Enters the Learning Process? By Aliya AssylbekovaGenerative AI is changing education in ways that go beyond plagiarism debates. The issue is whether schools can still see how learning happens. For a long time,...

Work-related assessment: why it matters now – reflections from the inaugural AEA-Europe SiG webinar

BlogsWork-related assessment: why it matters now - reflections from the inaugural AEA-Europe SiG webinar By Stuart ShawOn 24 February, I had the pleasure of chairing the inaugural webinar of AEA-Europe’s Work-Related Assessment Special Interest Group (SiG). I was...

So what exactly is work-related assessment and why does it matter?

BlogsSo what exactly is work-related assessment and why does it matter? Insights from the AEA Europe Conference 2025 Key Themes and Challenges in Vocational and Professional Education AssessmentOn 6th November 2025, at the AEA-Europe Conference in The Hague,...

Rethinking what is assessed in knowledge-rich qualifications

BlogsRethinking what is assessed in knowledge-rich qualifications by Irenka SutoResearchers in the field of holistic assessment would agree that supporting schools to get learners ready for the future requires much more than assessing strong subject knowledge alone....
Dan-Anders Normann

What I Learned from My PhD Journey

BlogsWhat I have Learned from my PhD Journey by Dan-Anders NormannAs I sit here now, waiting for the evaluation committee to review my PhD dissertation, I finally have the time to reflect on the journey I began five years ago. It was a journey into a research field,...

Assessment culture: looking forward or looking back?

BlogsAssessment culture: looking forward or looking back? by George MacBrideToday assessment is moving from looking back to looking forward, aligned with new thinking about learning, pedagogy and children’s rights. Instead of gathering evidence of attainment to judge...

Should we trust teachers’ practices or standardized tests?

BlogsShould we trust teachers’ practices or standardized tests? by Raphaël PasquiniWhile students around the world received last summer their report cards and diplomas, in Switzerland, the Federation of Swiss Enterprises (Economiesuisse[1]) recently took a stand on...

What should the word ‘holistic’ imply?

BlogsWhat should the word ‘holistic’ imply? by George MacBrideRecent Holistic Assessment SIG seminars have prompted reflection on what we mean by the term ‘holistic’, a word often employed in education as a token of approval without clear definition of what it means...