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The science

Built on decades of learning science.

Each part of SelfEnabler uses a well-studied way people learn. Here is each one, with the study behind it and a link to the original.

A smiling teenage boy holds a science book and goggles against a yellow background

What this research is, and is not

These studies are about the methods: asking before teaching, practising by recalling, correcting a specific mistake, explaining your own reasoning. They are not studies of SelfEnabler. We have no results of our own to report yet.

We built each method into the lessons because the evidence for it is good. Some findings are stronger than others, and further down we say plainly how strong each one is.

Understanding has depth

A single percentage hides how deeply a child understands. So every topic is taught and checked by kind of thinking, up to what the curriculum asks for that class.

One lesson, seven steps

Five of the seven steps rest on a named finding. Reading (step 2) and moving on (step 7) follow the order of the ladder itself, so we cite no study for them.

Why one-to-one help matters

Bloom's well-known "two sigma" figure came from two small studies. Later, larger reviews found that tutoring helps a great deal, but by much less than two standard deviations. We quote all three, so the figure is never read alone.

Taught the way India's curriculum asks

How strong is this evidence?

Not every finding is equally strong. Here is our plain reading of each, from the kind of studies behind it.

  • Recalling instead of re-reading: strong, including with school students.
  • Explaining your own reasoning: strong.
  • Feedback about the task: strong in direction, though the size of the effect varies a lot.
  • Short, ongoing checks: good in direction; how big the effect is, is debated.
  • Naming and correcting misconceptions: good, mostly in science topics.
  • Words with pictures: good, mostly with university students.
  • Mastery learning: good.
  • One-to-one tutoring: strong, but much smaller than "two sigma".
  • Asking before teaching, and confident mistakes: promising, from lab studies mostly with adults.
  • Dual coding, the zone of proximal development and the taxonomies: widely used ideas and frameworks, not tests of a method.

Questions about the research

Has SelfEnabler itself been studied?

No. These studies are about the methods, not about SelfEnabler. We do not have results of our own yet, and we will publish them only when we do.

What is Bloom's 2 sigma problem?

In 1984 Benjamin Bloom reported that students tutored one-to-one did about two standard deviations better than students in a normal class, and asked how group teaching could come close. Later, larger reviews found real but much smaller gains from tutoring.

What is retrieval practice?

Recalling something from memory, for example by answering a question, instead of re-reading it. It builds longer-lasting memory, which is why every lecture has a Dynamic Assessment.

What is the hypercorrection effect?

Mistakes made with high confidence are more likely to be fixed once the right answer is shown. That is why the first question in each lesson asks "How sure are you?"

What is the zone of proximal development?

Vygotsky's name for what a child can do with help but not yet alone. Good teaching aims at that gap.

Does mastery learning mean my child needs 100%?

No. On SelfEnabler, finishing the Dynamic Assessment opens the next lecture. Only "not yet", when a child cannot get started on the basics, keeps it waiting, because that is where a person steps in.

Do you use learning styles?

No. The research does not support teaching to a "visual" or "auditory" learning style, so we do not.

See the science in a real lesson

Book a free demo and watch each step with your child.