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Learning Science · Working memory and task demands

Task complexity, presentation and unnecessary demands

Distinguish essential task complexity from presentation demands that can be redesigned.

Use the examples to connect this lesson with the earlier topics. No specialist equipment is needed.

Back to the chapter

After reading, you can

  • Locate unnecessary demands
  • Improve presentation without removing the target
01

One explanation, several burdens

A learner studies a circuit diagram while repeatedly searching another page for labels. Understanding the circuit is the central task; locating separated labels adds work. Presentation can increase demands without adding useful learning.

Task complexity also depends on relevant knowledge. A relationship involving several unfamiliar components may be difficult even in a clear layout. Tidying the page cannot supply every missing concept. Good design works alongside instruction and practice.

02

Bring related information together

Place a label near the part it identifies, define a term before relying on it and show intermediate steps when their reasons are unfamiliar. Remove decorative material that competes with the explanation. Preserve the details that change the conclusion, including units and conditions.

A diagram should show a relationship that the learner needs to see. A picture of a brain beside a memory lesson does not necessarily explain memory. A simple comparison table may teach the distinction more directly. Provide an accessible text equivalent and readable labels.

Layout changes and rule changes have different consequences.
RevisionDemand reducedMeaning that must stay
Move a circuit label beside its partSearching between diagram and keyWhich component the label identifies
Place an example beside its stepHolding a step while locating an exampleThe reason for that step
Keep the missing-value warning by the branchRemembering a distant exceptionMissing is different from a recorded zero
03

Avoid oversimplification

Removing a condition can turn a clear explanation into a false one. Simplify the route into an idea while keeping its scope. For a beginner, introduce a small valid case, explain the reasoning and then show where additional conditions matter. Later check a fresh case to see whether the learner can use the relationship rather than only admire the layout.

A presentation change may also change what is being tested. If a diagram highlights every important component, success with it does not establish independent selection of those components. Use the improved layout for instruction, then choose an appropriate check that reveals the selection skill when that skill is part of the goal.

Worked example

Improving an instruction sheet

A three-step data-check sheet puts all examples at its end and says missing values need a different action. How should the sheet be revised?

  1. Locate the avoidable search: a learner must keep a step in mind while finding its example elsewhere. Move each small example beside the step it explains and label any intermediate result.
  2. Keep the missing-value branch next to the relevant decision. An empty cell is not automatically a zero, so removing that condition could change what the procedure means.
  3. Try the revised sheet on fresh practice data containing both complete and missing entries. Ask the learner to explain the branch choice, not only say the page is clearer.

The revision reduces searching while retaining the exception that changes the action. Success with the sheet establishes supported performance; a separate check is needed if independent selection is also a goal.

Try it yourself

Think through each question before opening the answer.

  1. Why can removing a technical condition be harmful?

    Show the answer and reasoning

    The result may become easier to read but apply in cases where it is no longer true.

    A condition marks the cases in which a conclusion is valid. Deleting it can quietly change the rule instead of merely making the explanation easier to follow.

  2. How can you tell whether a visual is useful?

    Show the answer and reasoning

    Ask which relationship it reveals and whether the learner can use that relationship in a relevant explanation or decision.

    A useful visual makes a needed relation visible, such as which example belongs to which step. Its value is tested through the learner’s explanation or use, not its appearance alone.

  3. An instruction says “calculate the mean of the recorded readings”, but one reading is blank. Why is replacing the blank with zero a substantive change?

    Show the answer and reasoning

    A blank records missing information; zero records a measured value of zero. They lead to different inputs and potentially different means.

    The condition changes the calculation itself. A clearer sheet should tell the learner how to handle missing information rather than disguise it as a numerical reading.

What to carry forward

  • Separate the target from avoidable searching.
  • Keep related information accessible.
  • Simplify presentation while preserving valid conditions.

References

Sources supporting the explanations and learning checks in this lesson.

  1. Organizing Instruction and Study to Improve Student Learning (2007)Harold Pashler; Patrice M. Bain; Brian A. Bottge; Arthur Graesser; Kenneth Koedinger; Mark McDaniel; Janet MetcalfePractice guide overviewies.ed.govRead source