Issue 02 · October 2026

The Brain-Space Issue

Cognitive load, working memory and worked examples. Four evidence-based reads, all ready to use on Monday.

Your students' brains are full.

Last issue we handed you four tips. They were to get students to audit the robot, right-size the case study, write feedback that explains the principle, and make the assessment brief clear. This week we go back and ask what all four have in common. We think each one can be read as a question about cognitive load, meaning how much a novice's working memory can juggle before the trial balance of their brain stops balancing.

Recast that way, each tip becomes a question to ask before class. Is the case too thick for someone who doesn't yet have the chunks? Does your feedback explain the idea, or just add one more thing to hold in mind? Is your AI-critique task a stretch for a student who can't yet spot the error unaided? Those questions are ours, not the researchers'. The good news is that this issue gives you the evidence to answer them.

So what's inside? First, a medical-education guide explains why working memory is the bottleneck. Next, an accounting educator finds nine potential chunks in two textbook pages on prepaid expenses. Then comes an Australian experiment in which accounting novices reported less effort with worked examples, although test scores didn't differ significantly. Finally, our toolkit shows you how to fade the worked example without leaving the advanced students bored.

We're also keeping the same promise as always. What they found stays separate from Our take, and we tell you exactly what we read.

Now go and close a few tabs, both yours and theirs.

The Editorial Desk

In this issue

  1. In the style of Johannes Vermeer. AI-generated.

    01

    The 4-Slot Desk: Why 'Just One More Example' Can Overload a Novice

    A medical-education guide explains why your easy task can swamp a first-year's working memory. It's a theory guide, not an experiment.

    3-min read · Narrative review evidence

  2. In the style of Jean Siméon Chardin. AI-generated.

    02

    Your Two-Page Prepaid Expenses Section Hides Nine Chunks

    An accounting educator translated cognitive load theory into adjusting entries, textbooks and homework. It's a position paper, not an experiment.

    3-min read · Narrative review evidence

  3. In the style of Pieter de Hooch. AI-generated.

    03

    Show, Then Do: Worked Examples Took Less Effort for Accounting Novices

    In an Australian experiment, accounting novices reported less effort with worked examples, and test scores didn't differ significantly. Students with prior accounting saw no significant difference.

    3-min read · Limited / preliminary evidence

  4. In the style of Gerard ter Borch. AI-generated.

    04

    Toolkit: Fade the Worked Example (and Know When to Let Go)

    We turned three sources into one routine. Show a full solution, then remove steps one by one until students solve it alone.

    3-min read · Editorial material evidence
Front of book

Quick Hits ✦

30 sec

How long working memory holds information without rehearsal

AMEE Guide No. 86 says working memory can hold an element for only a few seconds, with almost all information lost after 30 seconds unless it is actively rehearsed.

Steal it: when you say something students must use in the next step, put it on the board too. (Our suggestion.)

Young, J. Q., Van Merrienboer, J., Durning, S., & Ten Cate, O. (2014). Cognitive Load Theory: Implications for medical education: AMEE Guide No. 86. Medical Teacher, 36(5), 371–384. Read the paper (doi.org) · What we read: full text.
3 of 8

Adjustments solved for the worked-examples group

In Halabi et al.'s experiment with 93 introductory accounting students, the worked-examples group saw solutions to the first three of eight period-end adjustments and then solved the other five. Novices reported less effort than with problem-solving alone, and test scores didn't differ significantly.

Steal it: solve the first three items in your next adjustments tutorial. (Our suggestion.)

Halabi, A. K., Tuovinen, J. E., & Farley, A. A. (2005). Empirical evidence on the relative efficiency of worked examples versus problem-solving exercises in accounting principles instruction. Issues in Accounting Education, 20(1), 21–32. Read the paper (doi.org) · What we read: full text.
2

Articles applying CLT to accounting instructional design, 2000–2010

Mostyn screened five accounting-education journals over ten years and found only two articles applying cognitive load theory principles to accounting instructional design.

Steal it: if you redesign a topic using these ideas, measure something, because the field needs the data. (Our suggestion.)

Mostyn, G. R. (2012). Cognitive Load Theory: What It Is, Why It's Important for Accounting Instruction and Research. Issues in Accounting Education, 27(1), 227–245. Read the paper (doi.org) · What we read: full text.
2+

Courses that can share the financial reporting outcomes

IES 2's explanatory material notes that the outcomes for one area of competence don't have to sit in a single course. Its example is financial reporting, whose outcomes may be met across "two or more financial accounting and reporting courses or subjects". So if your module is part of a professional accounting programme, it needn't carry the whole financial reporting load, which leaves room to start simple and build up (our suggestion).

IFAC, IES 2, Initial Professional Development – Technical Competence (2026; effective 1 July 2026). Read the standard (education.ifac.org) · What we read: full text.
Put it together · editorial material

One adjustments lesson, redesigned with all four ideas

Our take, not a finding. This combines the four articles into one redesigned lesson. No study tested this combination; each step links to the evidence (and its limits) behind it.

  1. 1. Count and cut. List the new elements on your hardest slide and split it if there are more than four. That's our heuristic, built from the guide's 2–4. Article 01
  2. 2. Chunk the topic. Break prepaid expenses into its chunks and put each explanation on the entry it describes. Then move war stories to the end. Article 02
  3. 3. Show, then do. In the tutorial, solve the first three adjustments and have students do the rest, with immediate feedback. Article 03
  4. 4. Fade it and add an exit ramp. Remove one step at a time, and let students who pass a check problem skip ahead. Article 04 toolkit
If you only do one thing this week

Count the moving parts on your hardest slide

Pick your hardest slide and count the new things a student must hold in mind at once. Past four, split the slide. That's our suggestion, drawn from the working-memory limit in this issue's article The 4-Slot Desk, and it wasn't tested in accounting. Our printable faded worked example for prepaid expenses is there if you have an hour.

Time: 20 min Get the faded example →
Myth vs Evidence

Myth vs Evidence

MythMore explanation always helps.
EvidenceBoth reviews describe the expertise-reversal effect. It means that support that helps novices may not help, and can even hinder, more advanced learners. As Mostyn puts it, "more explanations are not always better." Article 01 · Article 02
Not so fast
MythWorked examples are spoon-feeding, so students who use them score lower.
EvidenceIn one experiment with 93 introductory accounting students, test scores didn't differ significantly between worked examples and problem-solving. Novices also reported less effort with worked examples. Bear in mind that this was one university and one topic. Article 03
Not so fast
MythInteresting war stories always help students learn.
EvidenceMostyn argues that an untimely "war story" adds extraneous load, even if it adds interest and motivation. It's his argument from the theory, though, not a tested result in accounting. So the real point is timing. Article 02
It's complicated
The Quiz

How Full Is Your Lecture?

Four questions, and no marks deducted. Each one is based on the findings in Articles 01–04.

1. Your hardest slide has…
2. Halfway through deferred tax, you remember a great war story. You…
3. In the first adjustments tutorial, students…
4. A student who did accounting at school…
Steal This

Steal This: printable toolkits

Jargon Buster

Jargon Buster

Working memory
The small, short-lived mental workspace where new information is processed. AMEE Guide 86 says it actively processes only about 2–4 elements at once. (Article 01)
Schema (plural schemata)
An organised chunk of knowledge in long-term memory that working memory can handle as a single element. (Articles 01, 02)
Intrinsic / extraneous / germane load
The three kinds of mental effort. Intrinsic load comes from the task itself, extraneous load from anything not essential to it, and germane load from actually learning. (Articles 01, 02)
Split attention
Extra load caused when an explanation is separated from the diagram or table it refers to. (Article 02)
Expertise-reversal effect
This happens when support that helps novices stops helping, or hinders, more advanced learners. (Articles 01, 02, 04)
I Tried It

I Tried It: calling all lecturers

Next issue we want to hear from a real lecturer who road-tested one of this week's "Try this" ideas: what happened, what flopped, and "would do again: x/5". We don't publish invented testimonials, so this page stays empty until a real one arrives. To share yours, email newsletter@accountingeducator.org with the subject "I Tried It". We only publish a story with your permission, and it appears with your name. Our privacy notice explains how we handle your email.

Now out: Issue 03 →

Colophon. Issue 02 was prepared in October 2026 for The Accounting Educator, an AI-assisted magazine. Every source was checked to exist and every DOI resolves to the publisher. Findings are reported only as stated in the material we read; we read the full text of all three sources. "Try this", "Our take", "Steal it", the quiz results and "Put it together" are editorial suggestions, not findings of the cited authors. Article paintings are AI-generated in the style of public-domain masters and labelled as such; other illustrations are original vector artwork made with AI assistance. Please consult the original sources before citing them.

Last issue: Issue 01, The Robot-in-the-Room Issue