Built for Focused Classrooms

Mr Computer EdTech is a research startup dedicated to eliminating the administrative burden on educators. Our Smart Software handles the "busy work" so teachers can focus on true purpose: Teaching.

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Positive Reinforcement

Simply say "Point to [Name]". The system logs it instantly.

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2-Step Warnings

Manage behavior discreetly without stopping your lesson.

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Smart Overlay

Use the desktop sidebar to see your class status on top of any app.

"Always On Top" Sidebar

The app floats over your PowerPoint, so you never lose sight of your class management.

GCSE Revision: Boolean Logic
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Input AInput BA AND B
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Our Research Vision

Reclaiming the Classroom

Executive Summary: The Toggle Tax and Pedagogical Momentum

Current discourse often attributes teacher burnout to workload volume or classroom management pressures. Our applied classroom analysis suggests a more structural challenge: systemic fragmentation during live instruction.

Modern lessons require educators to facilitate learning while simultaneously navigating multiple digital systems for behaviour logging, attendance, and administrative tasks. While existing platforms are highly effective in managing school data and streamlining processes, there remains a research opportunity to strengthen their alignment with live instructional continuity and cognitive workflow integration.

The Toggle Tax and the Micro Interruption Cycle

We define the Toggle Tax as the cognitive cost incurred each time a teacher shifts attention from pupil engagement to a digital interface. During a standard 60-minute lesson, even brief screen interactions may accumulate into a Micro Interruption Cycle, fragmenting instructional continuity.

These repeated attention shifts may influence lesson rhythm, sustained eye contact, behavioural reinforcement timing, and overall pedagogical momentum.

Instructional Continuity: Fragmented vs. Fluid States

Fragmented Instruction
β€’ Screen-dependent logging
β€’ Divided attention between pupils and systems
β€’ Reactive administrative interruption

Fluid Instruction
β€’ Rapid, low-friction administrative actions
β€’ Continuous pupil engagement
β€’ Preserved classroom rhythm

Using a musical analogy, fragmented instruction resembles β€œstaccato” teaching, while fluid instruction reflects β€œlegato” continuity. This distinction provides a conceptual framework for analysing instructional flow.

Redefining the Digital Interface

The objective is not to replace established education systems, which perform essential operational and compliance functions across schools. Rather, the opportunity lies in refining how interface interaction occurs during live teaching.

The classroom computer must evolve from a secondary workstation into a Smart Assistant, a workflow-embedded, minimally disruptive extension of the teacher’s cognitive process.

Mr Computer EdTech is engineered as a research-led prototype designed to work alongside existing platforms. Its purpose is not duplication, but friction reduction. By enabling rapid administrative actions without sustained disengagement from pupils, it seeks to preserve instructional continuity while remaining compatible with existing infrastructure.

Classroom Context

This work is informed by real-world classroom practice within widely adopted school management ecosystems. While these systems support vital administrative processes, live instruction can still involve frequent interface switching. This practical reality underpins our research direction and prototype design.

Strategic Objective

Our objective is to reduce systemic instructional disruption, protect teacher concentration, and ensure that digital systems support, rather than fragment, live teaching.

This is the foundational principle of reclaiming the classroom.

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Why Teachers Want This

We are researching the impact of admin automation. Teachers across the UK are sharing why they need this tool in their classrooms.

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"As a teacher, I often struggle with having to switch between so many tabs during a lesson. It breaks my focus. Having this tool would make a real difference."
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Sarah JHead of Science
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"I really love the idea of voice control. I often forget to log points"
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MarkTeacher
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"Reducing admin is exactly what schools need right now. The smart overlay looks like a perfect way to manage a class discreetly."
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Mrs clarkMaths Teacher

Do you think schools need this?

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Project Lead: Mr. Jumale
✨ Built by a Teacher, For Teachers