Data Science for Computing KS3–KS4 Toolkit

Complete KS3–KS4 Data Science for Computing unit with 8 editable lessons, realistic datasets, spreadsheet practicals, student activities, teacher answers and assessment.

This classroom-ready toolkit takes students through the complete data science process — from asking useful questions and understanding datasets through to cleaning data, spreadsheet analysis, visualisation, correlation, bias and an independent investigation.

8 complete lessons:

• What Is Data Science?
• Collecting Good Data
• Cleaning & Validating Data
• Analysing Data with Spreadsheets
• Data Visualisation
• Correlation, Causation & Conclusions
• Bias, Ethics & Misleading Data
• Data Science Investigation Project

The complete toolkit includes:

• 8 editable PowerPoint lessons
• Student Activity Workbook
• Teacher Answer & Discussion Guide
• Teacher Implementation & Misconceptions Guide
• Practical Data Workbook with multiple fictional datasets
• Teacher Analysis & Answer Workbook
• Baseline Assessment
• 25-mark End-of-Unit Assessment
• Complete teacher mark scheme
• Knowledge Organiser
• Scheme of Work & Curriculum Map
• Data Science Investigation Project + marking rubric
• Completed exemplar investigation
• Curriculum Relevance Briefing
• START HERE Teacher Quick-Start Guide

Practical data included

Students work with supplied datasets covering digital skills, school travel, library use, environmental sensor data and deliberately messy data. This allows teachers to deliver practical data science without spending time sourcing or preparing suitable datasets.

Teacher answers included

Worked calculations, indicative interpretations, cleaning decisions, misconceptions, discussion points and assessment answers are provided to make the unit straightforward to teach.

Ideal for:

• KS3 Computing
• KS4 Computing
• Data science introduction
• Digital/data literacy
• Curriculum enrichment
• Departments preparing for future Computing curriculum developments

Core activities require no generative-AI accounts, and all supplied datasets are fictional/synthetic and designed specifically for classroom use.

This resource is suitable for current Computing teaching while also addressing the announced direction of curriculum development around pupils using data to complete tasks and solve problems.

Important: This is an independent educational resource. It does not claim compliance with unpublished future statutory curriculum requirements. Schools should continue to follow the current statutory curriculum, relevant qualification specifications and their own policies.