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Learning & application

Knowledge learned. Still not applied.

Why transfer of learning needs its own attention – and how teaching prepares people for new situations.

EDUGEN4 min read

A transparent bridge connects a stack of papers to a metal joint, with a yellow sphere on the bridge.
Visual metaphor · EDUGEN
In this article
  1. A correct answer does not answer every question.
  2. Transfer starts with recognising the connection.
  3. What the research suggests.
  4. An example: The number is correct. Does the claim fit?
  5. Four questions for your next learning sequence.
  6. What this means for your organisation.
  7. The EDUGEN perspective.
  8. Sources & context

Learning transfer means using knowledge and skills in a new situation. Solving a familiar task does not yet demonstrate that someone can recognise the relevant connection without a template. Good teaching deliberately addresses this second demand.

At a glance

  • Recognising, explaining and applying involve different demands.
  • Varied examples can help learners recognise a shared principle across situations.
  • Application needs opportunities of its own and relevant feedback.

A correct answer does not answer every question.

A group passes the quiz at the end of a training course. The terminology is familiar, the formulas are known and the example tasks have been solved. A few weeks later, the team faces an unfamiliar case. The usual task heading, the formula alongside it and the hint about which connection matters are all missing.

This is a different demand. As educators and training leaders, we should ask separately: What can people recall? What can they explain? What can they use independently in a changed situation? A good answer to the first question matters. The other two require additional insight.

Transfer starts with recognising the connection.

Barnett and Ceci distinguish transfer by what is transferred and how the learning and application contexts differ. Their taxonomy includes the subject context and the interval between learning and use. It helps explain why transfer is not a single, uniform success measure: the demands can vary substantially.[1]

For teaching design, the practical question is specific: what should transfer? A calculation, a concept, a justified decision or a complete work process? A clear goal makes it easier to choose a new situation in which the intended competence becomes visible.

The connection
RecogniseThis looks familiar.
ExplainI know why it fits.
ApplyI use it in a new case.
Three different demands on knowledge. An orientation, rather than a fixed learning sequence.

Competence shows when the familiar template is gone.

EDUGEN perspective

What the research suggests.

In four experiments, Butler compared repeated study with repeated tests. One week later, the testing condition performed better on retention and transfer. The experiments concerned particular texts and assessment tasks; they do not establish a universal success guarantee for every training course.[2]

A later study examined retrieving and applying a concept through varied examples. Variation supported transfer to new examples in those experiments. For teaching practice, this gives a reason to include deliberately different application situations alongside repetition.[3]

An example: The number is correct. Does the claim fit?

Learners calculate an average. Five orders took 2, 2, 3, 3 and 20 days to arrive. The mean is 6 days and the median is 3 days. The calculation is complete. The application question is only beginning: which figure meaningfully describes delivery performance for our purpose?

For the typical individual order, the median can be informative. For the total waiting time across all orders, the mean matters. The very late delivery also remains important when considering reliability. A statistic still needs interpretation in its context.

This fictional example separates procedure from application. Learners should be able to explain the claim they are making with a number and the information that number leaves out, as well as calculate it.

Five orders · an example

2days
2days
3days
3days
20days
Mean6 days
Median3 days
The same delivery times, two different perspectives. Fictional teaching example.

Four questions for your next learning sequence.

Use these four questions to align the goal, application context and feedback in your next learning sequence.

  1. Which connection should remain recognisable without the familiar template? Express the learning goal as an action, such as selecting and justifying a statistic.
  2. What changes in the new case? Vary the representation or professional context while keeping the underlying principle.
  3. Which explanation do you want to hear? Ask learners why they choose a method and under what conditions it is appropriate.
  4. Which feedback will help them move forward? Address the assumption behind a decision, then provide another opportunity to apply the idea.

What this means for your organisation.

Universities can distinguish solving a standard exercise from responding to a new problem with a justified approach. Schools can connect different representations of a concept. Vocational education can bring practice closer to the decisions people make in their profession.

Companies benefit from defining the action expected after training: what should the team be able to assess, decide or do in everyday work? This gives practice and later feedback a clear focus. An end-of-course quiz does not fully answer that question.

The EDUGEN perspective.

We focus learning support on understanding and application. This includes error patterns and their subject-specific reasons, new ways into the content and insights for educators. The connection matters: what is holding learning back, which understanding is missing and what should learners be able to do?

To explore EDUGEN for your organisation, we discuss your learning goals and a relevant subject situation. This makes the conversation concrete and connects it to your teaching.

Sources & context

The linked sources support the statements in this article. Practical examples and recommendations are created by EDUGEN to interpret the research for teaching design.

  1. Barnett & Ceci (2002): When and Where Do We Apply What We Learn? A Taxonomy for Far Transfer
  2. Butler (2010): Repeated testing produces superior transfer of learning relative to repeated studying
  3. Butler et al. (2017): Retrieving and applying knowledge to different examples promotes transfer of learning
Your teaching. Our conversation.

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