Business archives · New possibilities · United Kingdom
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Learning materials and methods, with boundaries

Workforce, training & education

Training content, assessment design, teaching methods and expert corrections can preserve useful knowledge. Personal learner, candidate and employee files require a very different level of care.

Discuss records in this sector
People & services

What can be learned from the method without exposing the individual?

We begin with non-personal resources and material with clear reuse rights. Records involving children, safeguarding, recruitment or individual performance are not a routine archive intake.

Illustrative connectionNot a sample archive or a promise of value
  1. 01

    Learning or service objective

  2. 02

    Permitted material & method

  3. 03

    Expert review or correction

  4. 04

    Documented, non-identifying result

Relevant records

Look beyond
the final file.

What was known, what was decided, what happened and what the evidence shows.

The examples below are categories to discuss. Existence, rights, suitability and buyer requirements still need to be established.

01

Training & instruction

Teaching materials, course versions, practical procedures and expert feedback where authorship and reuse are established.

02

Assessment design

Permitted rubrics, question-development histories and corrections, with exam security and licensing restrictions explicitly considered.

03

Workforce services

Non-personal operating processes and job-framework material, distinguished from applicant records, shortlists, employee data and recorded calls.

Potential uses, not promised demand

What might an AI team investigate?

  • Evaluating retrieval from authorised learning resources.
  • Researching how expert corrections improve instructional material.
  • Testing structured workflow assistance without making individual hiring, admission or performance decisions.

Any actual recipient, purpose and permitted use must be agreed. These are research and evaluation possibilities, not confirmed buyers, available datasets or claims of proven AI performance.

Before anything is shared

The boundaries
are part of the work.

  • Do not send children’s, learner, candidate or employee information, safeguarding records or call recordings.
  • Copyright, course licensing, examination security, consent and employment-related confidentiality all need review.
  • A record of learner performance is not a licence to reuse it. Removing names does not necessarily make a record anonymous.

McKays does not promise that redaction or anonymisation will make material suitable. Detailed review, preparation responsibilities and any specialist advice must be agreed separately.

Find your kind of business

Specific work.
Specific records.

Explore examples for the businesses and organisations in this sector.

Recruitment agencies

Record classes to describe, not upload

  • Agency-owned delivery and assessment-method guidance
  • Permitted instructional material; not candidate files or hiring recommendations

Describe the category only. Personal, clinical, privileged or otherwise restricted records are not assumed eligible; separate specialist review may be needed.

Discuss this type of archive
Corporate training providers

Record classes to describe, not upload

  • Provider-owned course materials and assessment rubrics
  • Worked examples only where content and reuse rights are cleared

Describe the category only. Personal, clinical, privileged or otherwise restricted records are not assumed eligible; separate specialist review may be needed.

Discuss this type of archive
Outsourced contact-centre operators

Record classes to describe, not upload

  • Provider-owned coaching materials and evaluation rubrics
  • Quality-assessment methods without customer or employee-level records

Describe the category only. Personal, clinical, privileged or otherwise restricted records are not assumed eligible; separate specialist review may be needed.

Discuss this type of archive
Private schools

Record classes to describe, not upload

  • School-owned teaching materials and assessment rubrics
  • No student records, marked pupil work or children’s information in an enquiry

Describe the category only. Personal, clinical, privileged or otherwise restricted records are not assumed eligible; separate specialist review may be needed.

Discuss this type of archive
Vocational training providers

Record classes to describe, not upload

  • Provider-owned assessment criteria and delivery methods
  • Non-personal instructional materials and worked examples

Describe the category only. Personal, clinical, privileged or otherwise restricted records are not assumed eligible; separate specialist review may be needed.

Discuss this type of archive
Driving schools

Record classes to describe, not upload

  • School-owned lesson plans and assessment methods
  • Non-personal teaching guidance; not learner histories

Describe the category only. Personal, clinical, privileged or otherwise restricted records are not assumed eligible; separate specialist review may be needed.

Discuss this type of archive
Tutoring businesses

Record classes to describe, not upload

  • Tutor-owned worked solutions and teaching methods
  • Permitted error-explanation examples without student information

Describe the category only. Personal, clinical, privileged or otherwise restricted records are not assumed eligible; separate specialist review may be needed.

Discuss this type of archive
Childcare providers

Record classes to describe, not upload

  • Provider-owned activity plans and practitioner guidance
  • No child records, photographs or individual observations in an enquiry

Describe the category only. Personal, clinical, privileged or otherwise restricted records are not assumed eligible; separate specialist review may be needed.

Discuss this type of archive
Sports coaching academies

Record classes to describe, not upload

  • Provider-owned training methods and technique guidance
  • No individual athlete histories or children’s records in an enquiry

Describe the category only. Personal, clinical, privileged or otherwise restricted records are not assumed eligible; separate specialist review may be needed.

Discuss this type of archive
Examination and assessment providers

Record classes to describe, not upload

  • Provider-owned assessment rubrics and permitted question material
  • Security and licensing restrictions must be checked before discussing reuse

Describe the category only. Personal, clinical, privileged or otherwise restricted records are not assumed eligible; separate specialist review may be needed.

Discuss this type of archive

A useful first enquiry

Start with a description.
Not the archive.

Describe the training or service area, non-personal resource types, authorship, archive dates and the person who can confirm reuse terms.

Paper, digital and mixed archives can be discussed. Approximate answers are fine. Mention your role, who can authorise a review and any practical deadline.

Prepare an enquiry

Send a non-confidential enquiry through the website. No archive files are uploaded.