How to interpret Ofsted, Parent View and DfE data (without overthinking it)

School data is incredibly useful - and surprisingly easy to misread.

The goal isn't to turn you into an analyst. It's to help you: spot real risks early, compare schools more fairly, and arrive at visits knowing what to ask.

Ofsted: strong signal, not the whole story

What Ofsted is genuinely good for

• ●Identifying serious issues (especially if there's a pattern)
• ●Understanding leadership, safeguarding, behaviour, curriculum quality
• ●Seeing whether the school has improved or declined over time

What it's not

• ●A perfect ranking system
• ●A guarantee your child will be happy

How to use it well

• ●Check the inspection date (recent vs old)
• ●Read the key findings (what's praised, what needs improvement)
• ●Look at sub-judgements (quality, behaviour, leadership etc.)
• ●Scan the history: stability matters

A "Good" school can be excellent - and a "Good" school can also be struggling quietly. The detail matters.

Parent View: useful, but sample size and bias matter

Parent View can surface themes: bullying concerns, communication issues, behaviour concerns, and whether parents feel their child is happy.

But it's also biased: unhappy parents are more likely to respond, small numbers can swing wildly, and a school can change rapidly with leadership changes.

Use Parent View as a prompt for questions

• ●How many responses are there?
• ●Are themes specific or vague?
• ●Do the concerns match what I see on a visit?

DfE outcomes: compare fairly, not emotionally

Results data often reflects intake differences, local demographics and housing patterns, how stable staffing has been, and whether cohorts are unusually small.

This doesn't mean "results don't matter". It means you should compare properly:

• ●Compare to the local authority average as well as national
• ●Look for trends, not one-off spikes
• ●Compare similar school types where possible

Attendance and exclusions: underrated culture indicators

Attendance and exclusions often correlate with daily experience: routines and consistency, how well the school supports children, and whether behaviour issues are widespread.

Use these as context

• ●Is attendance notably below local norms?
• ●Are suspensions or exclusions unusually high?
• ●Does the school acknowledge and explain why?

Sometimes there's a good reason. Sometimes it's a warning sign.

The best approach: evidence → shortlist → confirm

A sensible sequence:

• ●Use evidence to shortlist (reduce choice overload)
• ●Identify what's unknown or risky
• ●Use visits to confirm the lived experience

This stops you picking the school with the best tour guide.

A quick "trust the data" checklist