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Interleaving: Why Mixed Practice Beats Blocking (Examples)

Interleaving means mixing problem types instead of doing one at a time. See the classroom evidence and copyable examples for math, science, and languages.

Rohit SalujaFounder, Active Recalling13 min read
Rows of students writing in notebooks during a lecture in a crowded classroom

Interleaving is a study technique where you mix different types of problems or topics in one session instead of practicing one type at a time. A blocked set looks like AAAA BBBB CCCC. An interleaved set looks like A C B A B C C A B. The second feels harder and messier, but in classroom trials it has produced much higher scores on delayed tests, especially in math.

The reason is simple. On an exam, problems don't arrive labeled "this one uses the chain rule." Blocked practice lets you skip the step of deciding which method to use, because the chapter title already told you. Interleaving makes you practice that decision.

This guide covers what interleaved practice looks like, the evidence, when it helps and when it doesn't, and copyable examples for math, science, languages, and music.

What is interleaving? Blocked vs interleaved practice

Most textbooks use blocked practice: a lesson on one method, followed by a set of problems that all use that method. Interleaved practice rearranges the same problems so that no two in a row need the same approach.

Here is the same calculus homework both ways. Each problem asks for a derivative.

#Blocked setInterleaved set
1x² sin x (product rule)x² sin x
2eˣ cos x (product rule)(3x + 1)⁵
3x³ ln x (product rule)(x² + 1) / (x − 2)
4(3x + 1)⁵ (chain rule)sin(x²)
5sin(x²) (chain rule)eˣ cos x
6√(1 + x³) (chain rule)ln(x) / x
7(x² + 1) / (x − 2) (quotient rule)√(1 + x³)
8ln(x) / x (quotient rule)x³ ln x

In the blocked set, the section heading does the hardest part of the thinking for you. In the interleaved set, you have to look at each function and ask, "Is this a product, a composition, or a quotient?" That question is exactly what the exam will test.

Interleaving is not random chaos. You're still practicing a small set of related skills you've already been taught. You're only changing the order.

Does interleaving work? What the research shows

Most of the strongest evidence comes from Doug Rohrer and colleagues at the University of South Florida, who tested interleaving in math from small lab studies up to a large classroom trial.

Interleaved vs blocked math practice on delayed tests

Average score on an unannounced test of the practiced skills, given days to weeks after practice ended

  • Blocked practice
  • Interleaved practice
View data
studyBlocked practiceInterleaved practice
College lab, test after 1 week (2007)20%63%
Grade 7, test after 2 weeks (2014)38%72%
54 grade 7 classes, test after 1 month (2020)38%61%
  • The lab study (2007): 18 college students learned volume formulas for four unusual solids. During practice, the blocked group scored higher (89% vs 60%). A week later, the interleaved group scored 63% to the blocked group's 20%.
  • The first classroom study (2014): 140 seventh graders practiced over nine weeks. Interleaving helped even though the problem types looked quite different from each other, which suggests it strengthens the link between each kind of problem and its method, not just the ability to tell similar problems apart.
  • The randomized trial (2020): 54 seventh-grade classes, 787 students, four months of homework, then a surprise test a month later. Interleaved classes scored 61%, blocked classes 38%. Teachers ran it without special training.

It isn't only math. In an eight-week study in an undergraduate physics course, students who did interleaved homework did better on two surprise tests with new, harder problems, even though they rated interleaving as harder and believed they learned less from it. And when people learned the painting styles of 12 artists, mixing the artists' paintings led to 61% correct identification of new paintings, against 35% for viewing each artist's work in a block.

Interleaving doesn't help with everything

A 2019 meta-analysis by Marc Brunmair and Tobias Richter pooled 59 studies and found a moderate overall benefit. But the size depended heavily on the material:

MaterialEffect of interleaving (Hedges' g)In plain terms
Paintings and other visual categories0.67Clear benefit
All studies combined0.42Moderate benefit
Math tasks0.34Small benefit
Expository textsNot significantNo clear effect
Word lists (such as vocabulary)−0.39Blocking did better

Interleaving helped most when the categories were similar to each other and the material was complex. That fits the main explanation: it trains you to notice differences between things you would otherwise confuse. The large classroom effects in math likely also reflect spacing, since interleaving spreads each problem type across many assignments instead of cramming it into one.

Why does interleaving work?

Three things happen in an interleaved set that don't happen in a blocked one.

  1. You practice choosing the method. In a blocked set you know the strategy before you read the problem. Interleaving forces you to identify it from the problem itself.
  2. You learn the differences. Seeing a product-rule problem right next to a chain-rule problem shows you what separates them.
  3. Each type is spaced out. You meet chain-rule problems on several days instead of all on Tuesday, so each one requires pulling the method back out of memory. That's spacing and retrieval practice built in, the same mechanisms behind desirable difficulties.

When should you use blocked practice instead?

Blocking isn't wrong. It's the right tool at the start.

  • Brand-new skills. Work a few problems of a new type in a row until you can do one without help. Then mix it with older types.
  • Vocabulary and simple facts. For word lists, blocking did better in the meta-analysis. Use spaced repetition for these instead.
  • Unrelated subjects. Switching between chemistry and history every ten minutes is not interleaving in the useful sense. Interleave within a subject, among things that could be confused.
  • Tight time. Interleaved sets take a bit longer. In the 2020 trial, students needed more time to finish interleaved assignments, so plan for it.

How to interleave in math: build a mixed problem set

Use this process for any math or quantitative course.

  1. List the problem types you've learned so far. For an algebra unit: slope, systems of equations, factoring quadratics, exponent rules.
  2. Pick three or four of them. Include at least one from a previous chapter.
  3. Take two or three problems of each type from old homework, the textbook's review section, or past exams.
  4. Shuffle so no two neighbors share a type. Write them on one page or put them on index cards.
  5. Before solving, write the method in the margin. "Factor," "elimination," "point-slope." This step is the point of the exercise.
  6. Solve, then check. Mark any problem where you picked the wrong method. Those are your highest-value mistakes.
  7. Next session, rotate. Drop a type you've mastered, add the newest one.

For more on problem practice in quantitative courses, see how to study math effectively.

How to interleave in science, languages, and music

Science

  • Physics: mix kinematics, forces, energy, and momentum problems. The hardest part of a physics exam is often deciding which principle applies.
  • Chemistry: alternate stoichiometry, gas law, and equilibrium questions so you learn to read which one a question is really asking.
  • Biology and medicine: mix examples of things you must tell apart: mitosis vs meiosis images, similar-looking rashes, ECG patterns. Classify each before checking.

More subject-specific methods are in study techniques for science courses.

Languages

Don't bother interleaving plain vocabulary lists. Mix the grammar choices that trip you up instead. In Spanish, write or find sentences that need ser or estar, por or para, or the preterite or the imperfect, shuffle them, and choose before you check. In French, mix sentences that need the passé composé or the imparfait.

This follows the meta-analysis pattern: interleaving pays off when the options are similar and easy to confuse. See learning a new language effectively for the rest of a language routine.

Music and other skills

Musicians usually repeat one passage until it's right. A 2016 study with ten advanced clarinetists compared 12 minutes of blocked practice on a piece with the same 12 minutes split into 3-minute chunks alternating between pieces. When expert judges heard a difference, they rated the interleaved pieces higher, though judges didn't always agree. In older motor-skill research, people who practiced movement patterns in random order improved more slowly at first but performed far better on a mixed-order retest 10 days later.

Try rotating three passages or technical exercises every few minutes instead of drilling one for half an hour. Pair it with deliberate practice on the weakest spot.

Interleaving with flashcards and spaced repetition

Interleaving and spacing are different ideas that work well together. Spacing is about when you return to a topic: after a gap of days. Interleaving is about what sits next to what in a session: different types mixed together.

With flashcards:

  • Review one combined deck for a course instead of chapter-by-chapter decks once you've learned the early chapters.
  • Mix confusable cards on purpose. Put similar drugs, similar historical treaties, or similar formulas in the same review.
  • Write some cards that ask "which one?" For example: "A patient has X and Y. Which of these two conditions fits better, and why?"

The flashcard guide covers how to write cards that test understanding.

A one-week interleaving plan for a math course

This assumes you learn one new topic most days and have 40 minutes.

DayNew topic (blocked)Mixed practice (interleaved)
MonLearn topic A; 4–5 A problems in a row4 problems from last week's topics
TueLearn topic B; 4–5 B problems6 problems: A and older topics, shuffled
WedLearn topic C; 4–5 C problems6 problems: A, B, and one older topic
ThuLearn topic D; 4–5 D problems8 problems: A, B, C, and one older topic
FriNo new topic10-problem mixed set on A–D, timed, method labeled first
SatRe-learn whatever you got wrong on Friday5 new problems of only the types you missed, mixed
SunRestOptional: 4 mixed problems from two weeks ago

New material starts blocked, then joins the mix the next day and stays in rotation. By Friday you're doing what the exam will ask: recognizing problem types cold. For how interleaving fits with other methods, see the best study techniques ranked by research.

Frequently asked questions

What is an example of interleaving?

Say you've learned the product, chain, and quotient rules for derivatives. Instead of doing ten product-rule problems, then ten chain-rule problems, you do a shuffled set where each problem might need any of the three. Before solving each one, you decide which rule applies. The same idea works for mixing grammar rules, physics principles, or types of essay questions.

Is interleaving better than blocked practice?

For delayed tests on material you've already been taught, usually yes. Classroom math studies found large gains, such as 61% versus 38% on a test a month later in a 54-class trial. Blocked practice still has a role: use it when a skill is brand new, then switch to mixed practice once you can do each type on its own.

Does interleaving work for vocabulary?

Not well. A 2019 meta-analysis found that for word lists, blocked study actually did better than interleaving. Use spaced repetition flashcards for vocabulary instead. Interleaving is more useful for language grammar choices that are easy to confuse, like ser vs estar or preterite vs imperfect in Spanish.

What is the difference between interleaving and spaced repetition?

Spaced repetition decides when you review: you return to material after growing gaps of days or weeks. Interleaving decides how a session is arranged: different problem types mixed together instead of grouped. They overlap, because mixing topics naturally spreads each one across more sessions, and the best study plans use both.

Why does interleaving feel harder?

Because you have to work out which method each problem needs, and you're switching between types instead of building a rhythm. Your practice scores usually drop, which makes it feel like it isn't working. In several studies, students rated interleaving as harder and less effective, even when their delayed test scores were much higher.

How many topics should I interleave at once?

Start with three or four related types you've already learned, with two or three problems of each. That's enough to force real choices without overwhelming you. Add new types as you learn them and drop ones you consistently get right, keeping at least one older topic in every set.

Sources and further reading

Start with the primary research and official guidance below. Links open in a new tab so you can compare the evidence with the article.

  1. The shuffling of mathematics problems improves learning

    Rohrer & Taylor, Instructional Science, 2007

    Read source
  2. The benefit of interleaved mathematics practice is not limited to superficially similar kinds of problems

    Rohrer, Dedrick & Burgess, Psychonomic Bulletin & Review, 2014

    Read source
  3. A randomized controlled trial of interleaved mathematics practice

    Rohrer, Dedrick, Hartwig & Cheung, Journal of Educational Psychology, 2020

    Read source
  4. Similarity matters: a meta-analysis of interleaved learning and its moderators

    Brunmair & Richter, Psychological Bulletin, 2019

    Read source
  5. Interleaved practice enhances memory and problem-solving ability in undergraduate physics

    Samani & Pan, npj Science of Learning, 2021

    Read source
  6. Learning concepts and categories: is spacing the "enemy of induction"?

    Kornell & Bjork, Psychological Science, 2008

    Read source
  7. Optimizing music learning: exploring how blocked and interleaved practice schedules affect advanced performance

    Carter & Grahn, Frontiers in Psychology, 2016

    Read source
  8. Making things hard on yourself, but in a good way: creating desirable difficulties to enhance learning

    Bjork & Bjork, Psychology and the Real World (FABBS), 2011

    Read source