Workforce impact assessment and involvement

What it does

It makes the effect on staff a considered part of the decision to deploy. The assessment sets out which roles will change or go, what the remaining work will be like, what skills will be lost and needed, whether staff will be monitored or managed by the system, and what support is planned. Staff and their representatives are told and given a real opportunity to respond before the decision is final. The executive responsible for people is accountable; the business owner of the deployment carries it out with HR. It operates at the business case and again before go-live.

How to implement it

• Trigger the assessment from intake for any deployment that changes roles or monitors staff.
• Describe the effect on headcount, tasks, autonomy, pace and skills.
• Identify expertise that must be retained, and how it will be kept in practice.
• Assess any monitoring or management by the system for necessity and proportionality.
• Inform and involve staff and their representatives early, and record what changed as a result.
• Plan retraining, redeployment and support, with a budget.

Evidence it operates

Design: an assessment template and trigger. Operation: completed assessments attached to business cases; records of staff involvement and responses; transition and retraining plans with funding; follow-up review after deployment.

Where it fits

At the business case, alongside the wider AI impact assessment process. It is the primary control for workforce displacement and job quality and, with the data protection impact assessment for AI, for intrusive AI monitoring of workers. It supports deskilling and loss of expertise and unfair algorithmic management.

Limits

An assessment informs a decision and does not determine it. Involvement after the decision is taken is a formality. Effects on work are hard to predict and often appear only in use. Where the purpose of the deployment is to reduce cost, the assessment and the business case pull in different directions.