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.
Request DemoSimply say "Point to [Name]". The system logs it instantly.
Manage behavior discreetly without stopping your lesson.
Use the desktop sidebar to see your class status on top of any app.
The app floats over your PowerPoint, so you never lose sight of your class management.
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 βstaccatoβ teaching, while fluid instruction reflects βlegatoβ 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 teacherβs 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.
We are researching the impact of admin automation. Teachers across the UK are sharing why they need this tool in their classrooms.
Do you think schools need this?