It’s a new term for Channel 4’s heartwarming look behind the scenes at a school, and Margaret Qualley starts as horny private eye. Here’s the pick of the week’s culture, taken from the Guardian’s best-rated reviews

Channel 4; available now

Summed up in a sentence The joyful return of this school-set, fly-on-the-wall series, just at the point that we could do with a good news story about the state of secondary education in the UK.

What our reviewer said “Is Educating Yorkshire rose-tinted? Probably. Is it filmed and edited to show everyone involved in as positive a light as possible? Almost certainly. Does it feel like a necessary blast of optimism? You bet it does.” Phil Harrison

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