Organisation
Publisher with 11 programmes for language, maths, social studies and English. 30 editors, 12 in-house authors, 40 freelance authors.
Example engagement · Educational publisher
An educational publisher of 85 people with learning programmes for primary and secondary education, which has to check all its existing material against the revised core objectives (kerndoelen).

Profile
Publisher with 11 programmes for language, maths, social studies and English. 30 editors, 12 in-house authors, 40 freelance authors.
Developing programmes and keeping them current, answering teachers' questions, accounting to schools and the inspectorate for objective coverage.
CMS with 38,000 learning objects, Zendesk for teacher questions, Excel for objective coverage, shared drive for source material.
The question
The revised core objectives meant every learning object had to be linked again. An editor took 11 minutes per object on average. For 38,000 objects that is nearly four editorial years.
Teacher questions about objective coverage took customer service 2 days to turn around because the answer sat with the editorial team. Material from older editions wasn't reused because nobody knew exactly what was in it.
Working session and scan · Worked example
Working session with editorial and customer service, then four weeks alongside the language programme and the questions channel.
per learning object to link core objectives, with a 15% difference between editors.
learning objects, 60% of which had already been tagged once in an older edition under the previous objectives.
turnaround on a teacher question about objective coverage.
of teacher questions had already been answered once before, scattered across mailboxes.
per grant report, mostly retyping from existing material.
The pattern: the same judgement made over and over, because the previous judgement was recorded nowhere.
What we built
The system proposes, the editor confirms. Every link points to the passage in the learning object and the core objective it rests on.
A proposal per learning object of which core objectives are covered, with the passage that supports it. Old tags are taken along as a source. If uncertain, it is flagged: I don't know.
Human approvesThe editor confirms or corrects per object.
All editions and source material searchable by content and core objective. Finds what already exists before anyone writes it again.
Human approvesThe author decides on reuse.
A first answer to questions about objective coverage, drawn from the tagging data and earlier answers, with references. Questions without a source go straight to editorial.
Human approvesCustomer service approves before sending.
Drafts in the funder's format, filled from existing material and the objective-coverage data.
Human approvesThe publisher signs.
Engagement · Worked example
Agreed before we started. One workflow live each month, with the results measured on the organisation's own work.
Archive and baseline
38,000 objects made searchable. Baseline: 200 objects tagged by three editors as a calibration set.
Tagging pipeline
Proposals on the calibration set: 89% agreement with editorial, 94% by week 4. Editor time per object: from 11 down to 3 minutes.
Teacher questions
First answers with sources. 61% of questions answered within a day, without involving editorial.
Accountability and policy
Two grant reports produced through the pipeline. Working policy and training for editorial and freelancers.
Results · Worked example
per learning object
was 11 minutes
turnaround of re-tagging
was ~4 FTE-years of work
agreement with editor
was 85% between editors
answer to a teacher question
was 2 days
per grant report
was 3 weeks
links with the passage as source
was none
What it's worth · Worked example
Largely one-off: the re-tagging. After that a lower, recurring amount. Internal rate €65 to €85, 75% realisation.
Re-tagging 38,000 objects (one-off)
€250–325k8 min × 38,000 objects = 5,070 hours × €65–85, 75% realisation
Customer service and editorial time on teacher questions
€50–70k~15 min less per question × 4,200 questions × €65–85, 75% realisation
Accountability documents
€30–40k11 days × 6 documents a year × rate
Reuse of existing material
€45–60kCounted only where authors reported it
Total, calculated conservatively
€375–495kAfterwards
The objective-coverage data became a selling point: schools received an overview per programme showing the lesson for each core objective. Editorial now uses the calibration set as a standing quality test for every new edition. Not counted above.
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