Description

A focused course, tailored for you

HR Compliance for AI-Assisted Workforce Decisions

The DPIA, Works Council dossier, and vendor protocol an HR Business Partner needs before any AI tool enters hiring or performance.

When a business unit head asks if they can use an AI screening tool for the next hiring cycle, the answer is not a yes or a no. It is a documentation exercise involving a data protection impact assessment, a Works Council consultation, a vendor contract review, and an employee transparency notice. Most HR Business Partners are handed the vendor brochure and asked to manage that exercise without a structured process for any of it.

$199 one-time

Tailored to your situation. Access within 24 hours. 30-day money-back.

Includes a hand-built implementation playbook delivered alongside course access, generated for your specific situation.

Why this course

AI tools are entering the HR function through a side door. A vendor demo goes well. The business unit head forwards the brochure with a note asking HR to sort out the compliance piece before the next hiring cycle. The Works Council hears about it and asks for a formal information session. The DPO asks for a DPIA. Legal has questions about the data processing agreement. The employee side asks what data the system uses and what rights they have.

The HR Business Partner is at the intersection of all four conversations. Each one requires a different document, a different legal reference, and a different internal sign-off path. None of them are handled by the vendor's compliance checklist or the general GDPR training most HR teams have already completed.

This course builds the operational process an HR Business Partner needs to navigate AI tool adoption from the first vendor meeting to the annual compliance review.

What you walk away with

Map EU AI Act risk categories to the specific hiring, performance, and monitoring tools in your HR portfolio.
Build a complete DPIA for an HR AI system, including the risk analysis and mitigation measures your DPO will accept.
Prepare and run a Works Council consultation process that meets the legal minimum in your jurisdiction.
Conduct a structured vendor AI compliance assessment using the checklist built into the course templates.
Draft the employee transparency notices that satisfy both GDPR and Works Council disclosure obligations.
Set up and maintain the ongoing compliance cycle that keeps every HR AI tool audit-ready between review periods.

The 12 modules

Module 1. EU AI Act Risk Tiers for HR Systems

The EU AI Act creates four risk categories, and employment-related AI tools sit in the highest-scrutiny tier. This module maps the systems HR functions typically deploy or evaluate, including CV screening, performance appraisal, and internal mobility tools, against the Act's definition of high-risk AI. You leave with a completed risk-mapping worksheet that names every HR AI tool in your portfolio and its corresponding compliance obligation under the Act.

Module 2. GDPR Lawful Basis for HR AI Processing

Employee data is not like customer data. Consent is rarely the correct lawful basis in an employment relationship, yet it remains the default in most vendor contracts. This module works through legitimate interest, contractual necessity, and legal obligation as the three viable bases for HR AI processing, mapping each to specific use cases including hiring, performance appraisal, and attendance monitoring. You produce the lawful-basis record your DPO will require before any tool goes live.

Module 3. Building the Data Protection Impact Assessment

A DPIA is mandatory before deploying any high-risk AI system in HR. This module walks through the complete structure: purpose specification, data flows, necessity and proportionality analysis, identified risks, and documented mitigation measures. You build the actual DPIA for one tool in your current portfolio using the course template. The module specifies the internal sign-off path that links DPIA approval to deployment authorisation and satisfies your DPO's review process.

Module 4. Works Council Consultation: Legal Requirements by Jurisdiction

Introducing an AI tool that affects hiring or performance decisions triggers mandatory Works Council information and consultation in most EU member states. This module maps the consultation requirements across France, Belgium, Germany, and the Netherlands, specifies the minimum information package the Works Council is entitled to receive, and builds the consultation timeline from first notice to formal completion. You produce a consultation dossier template adapted to your primary jurisdiction.

Module 5. Vendor AI Compliance Assessment Protocol

A vendor brochure that states 'GDPR compliant' is not a legal standard. This module provides an eight-question vendor assessment protocol that extracts what you actually need: algorithmic transparency disclosures, sub-processor chains, audit access rights, contractual guarantees on training data, and the vendor's obligation when the system produces a discriminatory output. The completed protocol becomes an annex to the data processing agreement and a standing part of your vendor onboarding checklist.

Module 6. Data Minimisation and Retention for HR AI

Most HR AI tools collect more employee data than they need to function. This module builds the data minimisation analysis your DPO will request: identifying which data fields are strictly necessary for the tool's stated purpose, specifying which fields should be stripped or anonymised before processing, and setting the retention schedule that limits how long the model holds employee data. You produce a completed data inventory for one tool, ready to include in the DPIA and the vendor contract.

Module 7. Employee Rights and Transparency Notices

Employees have a right to know when automated processing influences decisions about their employment, and the right to request human review of those decisions. This module drafts the employee disclosure notices HR must provide, specifying what the system does, what data it uses, and how an employee can challenge a decision. You also build the internal FAQ that HR Business Partners use when employees ask about a specific shortlisting or performance outcome affecting them.

Module 8. Human Oversight and the Override Protocol

Keeping a human in the loop is both a legal requirement and the evidence your HR function produces when an adverse AI-assisted decision is challenged. This module designs the oversight mechanism: who reviews algorithm-assisted decisions, what documentation they produce, what threshold triggers escalation to a senior reviewer, and what the recorded rationale looks like. The override protocol feeds directly into your Works Council consultation dossier and your DPO audit file.

Module 9. Cross-Border Deployment Across EU Jurisdictions

A single AI tool deployed across France, Belgium, Germany, and the Netherlands triggers four different Works Council consultation regimes, multiple national implementations of EU law on automated decision-making, and at least two distinct co-determination standards. This module maps the jurisdiction-specific requirements your legal team needs before a multi-country rollout is authorised, and produces a country-layer annex that travels with every cross-border deployment decision package.

Module 10. Incident Response When an AI Decision Is Challenged

When an AI-assisted hiring outcome is challenged as discriminatory, or a performance monitoring result is disputed by an employee, your HR function needs a defined response protocol before the incident arrives. This module builds the incident classification framework, the documentation chain from first complaint to resolution, the escalation path to legal and the DPO, and the Works Council notification obligation that attaches to certain incident categories. Two scenario walk-throughs test the protocol against realistic cases.

Module 11. Building the Audit-Readiness Binder

Your DPO will audit HR AI systems on the same cycle as your general data protection programme. Your Works Council will request updated disclosures when a system is materially modified. This module builds the audit-readiness binder: the evidence package holding the DPIA, the lawful-basis record, the Works Council consultation sign-off, the employee disclosure notices, and the override protocol. You leave with a maintenance checklist that flags when each component must be reviewed, renewed, or resubmitted.

Module 12. The Ongoing HR AI Compliance Cycle

Deploying an AI tool is not a one-time compliance event. The system changes, new training data is added, the vendor modifies the algorithm. This module builds the monitoring regime that keeps your HR AI programme current: the trigger events requiring a fresh DPIA, the Works Council re-consultation obligations when a system changes materially, and the annual vendor review process. You leave with a compliance calendar template that integrates HR AI obligations into your existing data governance cycle.

How this addresses your situation

Specific modules that map to what you said you are dealing with.

A business unit head forwards a vendor brochure for an AI screening tool and asks HR to sort out compliance before the next hiring cycle opens.

The Works Council requests a formal information session on the performance monitoring system that was deployed last quarter without a prior consultation.

The DPO flags that two HR AI tools in the current portfolio do not have a completed DPIA and puts remediation on the quarterly compliance agenda.

A manager challenges a shortlisting outcome and you need to provide the documented override rationale to both the manager and the affected candidate.

What you get with this course

Twelve written modules covering EU AI Act and GDPR obligations for HR AI systems, delivered through the Art of Service learning environment
Downloadable templates for every operational document: DPIA, vendor assessment protocol, Works Council consultation dossier, employee transparency notices, override protocol, audit-readiness binder, and compliance calendar
The hand-built implementation playbook, delivered within 24 hours of purchase, tailored to the HR AI tools and jurisdictions in your specific portfolio

What you will have in hand by Day 1, Week 1, Month 1

Within 24 hours your account in the learning environment is provisioned and the tailored implementation playbook is delivered alongside it.

Before and after

Before

A vendor is asking for sign-off on a new AI screening tool. The business unit wants it live next month. You have a brochure that says 'GDPR compliant' and no structured process for evaluating that claim or running the Works Council consultation the law requires.

After

A completed DPIA on file, a vendor assessment protocol that every new AI tool passes through before sign-off, a Works Council consultation dossier signed off by employee representatives, and an override protocol managers know how to use. The next vendor meeting is a structured 30-minute assessment, not a 90-minute scramble.

What happens if you do not address this

An AI hiring or performance tool deployed without a valid DPIA, without Works Council consultation, or without adequate employee transparency notices creates regulatory exposure for the organisation and professional accountability for the HR Business Partner who signed off on the deployment. GDPR enforcement actions and Works Council injunctions have both been used to halt live AI deployments in European banking operations.

Who it is for

HR Business Partners and HR Counselors at regulated financial services organisations who are the first HR point of contact when a business unit wants to adopt an AI hiring, performance, or workforce monitoring tool. The person this course is built for sits between the business unit, the DPO, and the Works Council, and needs to translate legal obligations into operational documents without waiting for legal or compliance to produce the first draft.

Who this is NOT for. This course is not for DPOs who already manage the complete GDPR and EU AI Act technical compliance cycle, or for legal counsel who draft data processing agreements from scratch. It is built for HR Business Partners who need to navigate compliance from the people-management side and produce working documents, not legal opinions.

How it arrives

Text-based course in the Art of Service learning environment, plus downloadable templates and worked examples for every module, plus the hand-built implementation playbook delivered alongside course access.

Time investment. 8-10 hours total. Each module is 40-60 minutes of reading and template completion. Most participants work through two modules per week while applying the templates in parallel to one live AI tool assessment in their current portfolio.

Why $199 is the right number

General GDPR training covers data protection principles but does not address Works Council consultation obligations or EU AI Act high-risk system requirements. Legal team guidance is available for specific decisions but does not produce the operational documents HR Business Partners need to manage the day-to-day compliance process. This course builds both the knowledge base and the actual working documents.

FAQ

Does this course address French labour law specifically, or EU law in general?

The framework is EU-level: the EU AI Act, GDPR, and the Directive on transparent and predictable working conditions. Module 4 covers France, Belgium, Germany, and the Netherlands as jurisdiction-specific examples for Works Council consultation. If your portfolio is concentrated in a different member state, the framework applies and the jurisdiction annex in the course templates can be adapted with local legal input.

My organisation has a DPO. Does this course still add value for the HR function?

The DPO owns the data protection infrastructure. HR Business Partners own the operational compliance process: the vendor conversations, the Works Council consultations, the manager training, and the employee disclosures. This course is built for the HR side of that collaboration. It does not duplicate the DPO's technical work; it gives the HR function the structure to do its part without routing every step through legal or compliance.

We have not yet deployed any AI tools in HR. Is this course still relevant?

The course is designed to be used before deployment, not after. The most effective use is to run the vendor assessment protocol and DPIA process during the evaluation phase, so the compliance documentation is already in place when the Works Council asks for it and the DPO reviews the deployment plan.

30-day money-back guarantee. If after a week of working through the materials this is not what you needed, reply to the receipt email and a full refund is processed. No questions, no forms.

Within 24 hours your account in the learning environment is provisioned and the tailored implementation playbook is delivered alongside it.