Self-improvement●●●●●Difficulty 4 of 5

How do flashcard apps decide when to show you a card again?

A student who kept forgetting his lectures wrote the first scheduler, and its core is a single multiplication.

▶ Start the story

They use a rule of thumb that fits in a few lines: every time you get a card right, wait longer before showing it again, and when you get it wrong, start over. Spaced-repetition programs such as SuperMemo and Anki show new and hard cards more often and older, easier ones less often, to exploit the spacing effect.

SuperMemo's scheduler was written by a student. Piotr Woźniak began developing his software after struggling to retain course material at the Poznań University of Technology in the 1980s, and its original computer algorithm, called SM-2, was released in 1987; Anki's scheduler is still derived from it.

Here is how it works. After you see a card, you grade your recall from 0, the hardest, to 5, the easiest. The first success sets the next review one day away, the second six days away, and from then on each gap is the previous gap multiplied by an easiness factor that starts at 2.5. A failed card goes back to one day. A card you always answered with some hesitation would come back after 1, 6, 15, 38 and 95 days.

Days until each review of a card graded 4 each time (SM-2)

Bar chart: Days until each review of a card graded 4 each time (SM-2). (days)
Interval
1st review1 days
2nd6 days
3rd15 days
4th38 days
5th95 days
Start 1 day, then 6, then each interval times the starting easiness factor of 2.5 (rounded).

Why growing gaps? As early as 1932, C. A. Mace proposed revising at gradually increasing intervals, roughly one day, two days, four days, eight days. Later work found that the best gap depends on how long you want to remember. In a study of more than 1,350 people, the best gap was about 20 to 40% of the time to the test when the test came a week later, but only about 5 to 10% when it came a year later.

Whether the growth itself matters is unsettled. Some papers favour expanding intervals, while other meta-analyses find that expanding and even gaps give similar results. Little evidence supports the common explanation that growing gaps help by gradually making recall harder, and the best schedule may depend on the learner.

Quiz me

0/3

  1. 1.In SM-2, what happens to a card you fail?
  2. 2.What did Cepeda and colleagues find about the best gap between study and review?
  3. 3.What does the evidence say about the claim that expanding intervals are better than equal gaps?

Recap

Wait longer after each success and restart after a failure, but remember that growing gaps are a convenient rule, not a proven necessity.

💡 A trick to remember it · Each success stretches the leash; each failure snaps it back to a day.

Surprising fact · The best gap shrank from about 20 to 40% of the delay for a test a week away to about 5 to 10% for a test a year away.

Sources (5)

No source, no claim. Every fact in this lesson (20 claims) cites at least one of these.

  1. [1]Spaced repetition · Wikipedia
  2. [2]Piotr Woźniak (researcher) · Wikipedia
  3. [3]SuperMemo · Wikipedia
  4. [4]Spacing effects in learning: a temporal ridgeline of optimal retention (Cepeda et al.) · Psychological Science, via Europe PMC
  5. [5]Anki (software) · Wikipedia
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