The Tech

    Why we build Kudos, how it decides what your child practises next, how we check that it worked, and the research behind it.

    Our mission

    To create the best learning experience there is, and give every student access to the latest technology to support their learning.

    Good tutoring has always worked: someone notices the mistake, explains it, and checks later that it has gone. Not every family can pay for that, or find it. Kudos is built to do those things for every child who practises, and the rest of this page shows how. Four things guide the way we work:

    Digital first
    Every answer your child gives, in daily practice, Bootcamp and mock papers, adds to one picture of how they learn. Our algorithm uses it to choose what they are asked next, so their practice is their own, and your parent portal shows you their mistakes in detail.
    Fair
    We don’t lock you into a contract or ask for card details up front. We would rather show you the value first: a 7-day free trial, after which you decide whether to stay. Our explainer videos are free to watch on every topic page in Resources and on our YouTube channel, with no subscription.
    Responsible
    We are upfront about the data we collect, and we follow the ICO’s Age Appropriate Design Code. Your family’s data is held in Ireland, in the EU, and encrypted both in transit (TLS) and at rest (AES-256). Your child’s answers are never sold, and never sent to advertisers or AI companies. You can delete your account, and everything your child has practised, yourself at any time from Settings. Where we study answers across many children, they are pseudonymised first.
    Transparent
    We share as much as we can about how Kudos works without giving away what makes it work. We keep researching what helps children learn, improve Kudos quickly with what we find, and write it up here so you can follow along.

    What we optimise for

    We built an algorithm that optimises for one thing: a child stops making the same mistake, for good.

    Not the next answer, not minutes in the app, not streaks. A mistake only counts as fixed when it stays fixed, so we keep checking long after it was made. Along the way, four rules hold:

    Within reach
    Questions stretch the child without swamping them.
    A floor under frustration
    After a hard patch, the next session opens with a question the child can do.
    Nothing left behind
    Every topic comes round, not only the ones that look most urgent.
    Honest
    Every question is chosen for a reason, and we say plainly what is running and what is still planned.

    How a mistake gets fixed

    Every practice answer, daily or in Bootcamp, feeds the same loop, and a wrong answer goes through these steps on the way round.

    1. 1. Child answers a practice question.
    2. 2. It is marked right or wrong. If wrong, the mistake is named and tested again later.
    3. 3. Kudos learns what this child can do, topic by topic.
    4. 4. The next session opens with any re-tests due and a quick win*, then mixes open mistakes, weakest topics and topics not seen lately. The next answer starts the loop again.
    The loop, for every practice answer. Re-tests and a quick win* come first; the rest are mixed through the session. *Only after a hard patch.
    1. 1

      Named

      Every question is written to catch a particular mistake, and in Bootcamp and mock papers each wrong option catches its own. When a child gets one wrong, Kudos records the mistake by name, and the explanation they see is about that mistake, not only the question.

    2. 2

      Explained

      For the most common mistakes, the child also gets a short tip under the working on how to beat the habit. We try more than one way of explaining each, and show more of the ones after which children stop making it.

    3. 3

      Tested again

      Over the following days and weeks, the mistake comes back as a fresh question, to check it has stuck rather than been remembered for a moment.

    4. 4

      Counted

      Once the child gets it right after a gap, it counts as fixed, and the parent’s page lists the mistakes fixed each month by name. We keep checking afterwards, so we know which ones stay fixed.

    Work out 1/3 + 1/4.

    2/7Adding the denominators. The bottoms were added as well as the tops, as if fractions were whole numbers.
    An illustration of a named mistake.

    How each session is chosen

    Each daily session is built for the child in front of it, from their very first answer. Kudos keeps a running picture of what each child can do, topic by topic, and of how hard each question really is, and every answer sharpens both.

    A session starts with any re-tests that are due. The rest mixes the child’s open mistakes, their weakest areas at questions they can reach, and topics they have not seen for a while, so nothing slips. A question chosen because of a mistake tells the child so, with “One more go at” and the mistake’s name.

    Bootcamp’s weekly set works the same way inside the course. It only draws on topics the course has reached, is centred on this week’s, and brings the child’s re-tests and open mistakes into it, so a child who only does Bootcamp gets them too.

    Before a change to how sessions are chosen reaches a child, it is run for a month against a simulation, beside random practice. How we chose the question algorithm says what that found.

    Research notes

    Try it with your own child

    Every wrong answer your child gives is named, tested again later, and counted once it is fixed.

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