Module 7: LLM-Driven Data Interrogation for Multi-Source Sessions
This module transforms you from a passive consumer of reports into an active, question-driven explorer—able to generate insights, charts, and real impact, regardless of session complexity.

Course Outline
- Section 1: The Value of LLMs for Data Analysis in RM Compare
- What and why: The value of LLM-powered insight.
- Preparing and formatting your session data.
- Section 2: Practice with Example Sessions (Coming soon)
- James’s Standard Session (school context).
- James’s Multi-Centre Session (school group context).
- Jane’s Peer Assessment Session (student-led context).
- Section 3: Partnering with an LLM (Coming soon)
- Crafting effective analytical questions.
- Building bespoke charts and diagrams.
- Turning charts into actionable recommendations.
- Section 4: Advanced Tactics (Coming soon)
- Going further with data: advanced comparisons and metrics.
- Privacy, compliance, and safe data use.
- Where next: Further resources and templates.
- Tracking Progress Over Time (Comin Soon)
- Why track progress?
- Preparing your data for comparison
- Analys progress with LLMs
- Actionable insights from progress analysis
Ethics, Data Protection and Human Oversight
We provide some 'dummy data' for you to use safely as you think about things (see below).
If you are using an LLM for real with your own data think carefully and take advice if needed - there are safety and privacy matters to consider.
Never underestimate the importance of human interpretation alongside LLM output. Use LLM-generated insights to facilitate, but not replace, critical human review and strategic decision-making.
Troubleshooting and quality control
You are not alone! We are here to help. If you are unsure about the results, you are seeing you can contact us through a support request. The more you use RM Compare the more your confidence will grow when using the system with or without an LLM.
Module Assets
- Downloadable Session Data (for hands-on practice)
- Access: Session Data Folder
- Videos
- Step-by-Step Data Extraction Guidance
- Interactive Activities and Reflection Prompts (embedded within each lesson)
Who and why?
Who is it for?
- Session Creators at any level who want to move beyond standard reporting to deeper strategic insights.
What will you achieve?
- Confidence in structuring questions for your LLM, analysing multi-source RM Compare data, and communicating findings that drive improvement.
Summary - What this means for you
With this module overview and structure, learners gain a clear roadmap for mastering data interrogation with LLMs in RM Compare, along with direct access to every asset needed to succeed. This encourages not just skill development but also the adoption of a more autonomous, insight-led approach to educational assessment.