The Department for Education (DfE) has temporarily suspended its newly launched AI-powered school attendance reports just days after their release. This decision follows widespread concerns over data accuracy, mismatched comparisons and usability.
The reports were intended to support schools in meeting Attendance Baseline Improvement Expectations (ABIEs) as part of the government’s wider Plan for Change to reduce persistent absence.
What Were the AI Attendance Reports Meant to Do?
The AI-generated attendance reports aimed to give each school in England a tailored improvement target, based on historical absence data, pupil need, deprivation and regional context.
Each report also included:
- Benchmark comparisons with “similar schools” that had higher attendance
- Personalised minimum targets as part of the new ABIE framework
- Insight into patterns of absence and areas for targeted improvement
The reports were positioned as a key data tool in helping schools improve attendance ahead of formal targets being introduced in the 2026/27 academic year.
Why Have the Reports Been Suspended?
School leaders quickly identified issues with the data, including:
- Inaccurate attendance figures
- Inappropriate comparisons with schools in very different contexts or locations
- Benchmarking against large academy trusts or schools with access to significantly different resources
These inaccuracies led to frustration among leaders, with some describing the reports as “embarrassing” and raising concerns about their reliability for strategic planning.
The DfE has since confirmed that the reports are offline and will be reissued once errors are addressed.
Impact of the Suspension on Schools
With the reports temporarily withdrawn, schools are left without access to their personalised targets and benchmarking tools. While the 2025/26 targets were only intended to be indicative, many schools had already begun reviewing the data as part of their improvement planning.
Until the revised versions are released, schools may:
- Delay data-led attendance planning
- Rely on internal systems for monitoring absence trends
- Await clarity on the corrected methodology and data points used in future reports
What Caused the Problems with the AI Attendance Reports?
While the DfE has not confirmed the exact cause, possible issues include:
- Flawed school-matching algorithms, producing misleading “similar school” comparisons
- Outdated or inaccurate attendance data, not reflecting current school realities
- A lack of sufficient field testing, causing inconsistencies and undermining trust in the reports
Experts have stressed that while AI and data-driven insights are valuable, they must be transparent, verifiable and grounded in real-world school knowledge.
What Schools Can Do While the AI Reports Are Offline
Even with the tools paused, schools can continue strengthening their attendance strategies. Senior leaders should:
- Review and update internal attendance data and analysis
- Focus on known vulnerable points, such as Key Stage 3 transitions
- Maintain clear and supportive communication with families
- Continue working with Attendance and Behaviour Hubs or local authority partners
- Prepare for reissued reports with a critical lens – use them alongside local knowledge, not in isolation
Preparing for Reliable AI Attendance Tools
The ambition behind AI-powered attendance reports remains relevant, but successful implementation depends on accuracy, trust and clarity.
When the DfE reinstates the reports, school leaders should:
- Validate the data in their updated ABIE report
- Clarify how “similar schools” are identified
- Use insights to inform attendance strategies, not dictate them
- Consider how AI tools can support, rather than replace, professional judgement
Trust in Attendance Policy Depends on Quality Tools
Improving pupil attendance is a national priority, but tools designed to support this aim must be accurate, fair and credible.
The suspension of the AI attendance reports is a timely reminder that meaningful progress in education policy requires not only ambition but precision.
Until revised tools are released, schools should continue to prioritise consistent attendance practice, monitor absence internally and be ready to critically engage with the next version of the reports.