Designing for Complexity

Denis.L.351
Denis.L.351 Posts: 13 image
edited September 2025 in Social Groups

Designing effective courses is no simple task. Some may even say it’s quite…complex. And just like effective course design, learning is often complex too.

Presenting your content in digestible chunks is a good first step, but complex learning also requires creating meaningful learning experiences where learners get to integrate knowledge, skills, and attitudes. From there, learners can learn how to transfer this knowledge into new and varied contexts.

Why "Complex Learning" Matters"

Complex learning moves beyond memorization and isolated skill drills and emphasizes:

illustrated man thinking about the cosmos
  • Integration of knowledge, skills, and attitudes
  • Coordination of interdependent skills, and the ability to
  • Transfer knowledge to real-world contexts

Traditional approaches often fragment knowledge into discrete objectives which can make achieving this third goal difficult. Online education, with its emphasis on scalable content delivery, is especially prone to this pitfall. When it comes to complex learning, consider shifting from atomistic to holistic course design.

From Parts to Wholes: A Holistic Approach

Instead of breaking tasks into isolated elements, holistic design begins with authentic whole tasks. These are meaningful, real-life challenges (e.g. case studies, projects, simulations, etc.) that demand multiple skills simultaneously. By confronting learners with whole tasks early, then scaffolding in more complexity, educators prevent compartmentalization and encourage knowledge transfer.

Some of the most efficient methods for teaching isolated objectives (e.g. repetitive drills) may end up hindering learners’ ability to generalize and apply skills in unfamiliar contexts. Varied, whole-task practice better prepares learners for transfer, even if it requires more effort initially. Don’t forget to consider using AI tools to offload some of this additional effort if needed.

The Four Core Components

The Ten Steps to Complex Learning framework helps form a path from problem to solution. At its core, the framework revolves around four interrelated components:

  • Learning Tasks: Whole authentic tasks sequenced from simple to complex with support gradually removed.
  • Supportive Information: Guidance for tackling non-routine aspects of tasks (e.g. problem-solving strategies conceptual models etc.).
  • Procedural Information: Step-by-step guidance for routine recurring aspects of tasks delivered just-in-time.
  • Part-Task Practice: Focused repetition for critical routine skills that require automation (e.g. language drills technical operations etc.).

These components ensure that learners develop not just isolated skills, but an integrated and transferrable competency set.

The Ten Practical Steps

The framework can be adapted into ten concrete design activities, beginning with designing learning tasks (Step 1), sequencing them into task classes (Step 2), and defining performance objectives (Step 3).

Subsequent steps guide the design of supportive and procedural information (Steps 4–9) and, where necessary, part-task practice (Step 10).

To learn more about the specific steps involved, check out Ten Steps to Complex Learning: A Systemic Approach to Four-Component Instructional Design by Kirschner and van Merriënboer.

Applying This Online

For online course designers, the framework offers several takeaways:

  • Anchor learning in authentic tasks: Use simulations, case studies, or project-based assignments as the spine of the course.
  • Scaffold complexity: Begin with supported tasks, gradually fading guidance as learners build confidence.
  • Balance guidance types: Provide upfront conceptual frameworks (supportive information) but deliver step-by-step instructions (procedural information) just when learners need them.
  • Automate essentials: Where safety, speed, or accuracy is critical, integrate focused part-task drills alongside whole-task learning.
  • Design for variability: Expose learners to diverse versions of tasks so they can transfer skills to novel situations.

Final Thoughts

The Ten Steps to Complex Learning framework reminds us that effective online education cannot be reduced to content delivery. It is about crafting integrated, authentic, and dynamic learning experiences that prepare learners for the messy, unpredictable problems of the real world. By adopting a holistic design mindset and following a structured framework, instructional designers can move beyond efficiency-driven fragmentation and create courses that truly transform learners’ professional practice.

Want to Learn More?

Connect with your institute's D2L Customer Success Manager or Client Sales Executive, or reach out to the D2L Sales Team for more information about how Learning Services can support you on your learning journey.

Image Source: Saydung