AI in Scheduling and Work Allocation – High-Risk Assessment, Personnel Information, and Human Oversight | Word/PDF/Excel

AI-based scheduling and task allocation – assess the risks and document how employees are informed. A focused Swedish template package for employers, HR, and information security officers planning to use AI for workforce planning, individual-based task allocation, or performance monitoring. With five editable working documents, a Swedish user guide, an English user guide, and an Excel register, you can structure classification, MBL consultation, employee notification, human oversight, and implementation decisions.

Quick facts: 7 Word (DOCX) + 7 searchable PDFs + 1 Excel (XLSX) = 15 customer files in a digital ZIP. Five working documents in Swedish, a Swedish guide, and a separate English User Guide; the English guide is not a translation of the Swedish working templates. Version 1.0, legal sources checked November 12, 2026. The PDF files are printable and searchable, not interactive digital forms.

Who is the template for and when is it suitable?

Example 1: a company introducing AI that recommends which employees should receive which assignments based on individual behavior or performance data. Example 2: an employer wants to test whether a scheduling system affects employees' conditions and needs information, consultation, and human oversight. Example 3: HR needs to document a new risk assessment when an AI model or task allocation logic changes.

Not the right product for standard non-AI scheduling without corresponding questions, or for those seeking ready-made employment contracts, a general AI policy, a legal opinion, or technical certification of an AI model. Not all AI-based schedules are high-risk systems.

Exactly what is included in the ZIP file?

Excel workbook with nine tabs

Start, System, Risk Assessment, Personnel Info, MBL Process, Human Oversight, Decision, Deviations, and Sources. Record system ID, AI purpose, review responsibility, supporting documentation references, personnel information, negotiation status, test results, and actions. The compilation shows registered entries and missing information. Formulas do not use artificial legal scores and never provide automatic deployment approval.

Legal: what applies now and later?

EU AI Act: Regulation (EU) 2024/1689, Article 6 and Annex III point 4, covers certain AI systems in workplace management – for example, individual-based task allocation based on behavior or personal characteristics, as well as monitoring and performance assessment. Not every AI schedule or workforce plan is automatically high-risk. Article 6.3 requires an individual analysis of any exemptions, including profiling. Article 26.7 contains requirements for prior information to affected employees and representatives when an employer uses a relevant high-risk AI system.

Important 2026–2027: Following the amendment by Regulation (EU) 2026/1744, relevant high-risk requirements in Chapter III, Sections 1–3 for systems under Annex III will apply December 2, 2027. Pay particular attention to transitional rules for older systems in Article 111. Other application dates may apply to other system categories.

Swedish law and GDPR already now: The employer's negotiation and information obligations under the MBL may become relevant before more significant changes. GDPR may require a correct legal basis, information, impact assessment, and individual review of solely automated decisions. These rules may apply even before the later high-risk dates of the AI Regulation.

Workflow – six steps

1. Define the actual AI function, how individual data is used, and which employees are affected.
2. Document preliminary and final high-risk assessment with evidence and the responsible assessor.
3. Test MBL consultation and other information before any more significant workplace change is decided.
4. Design and document correct information for employees and representatives where required. Distinguish from GDPR privacy information.
5. Test actual human review, modification, and stop of AI suggestions, and log deviations.
6. Make and archive your own reasoned implementation or stop decision; update when use changes.

What you should keep in mind

A signature on an employee notice is not GDPR consent. A human rubber-stamp decision does not automatically suffice for a decision to be human in the meaning of GDPR. A marked checklist is not a certificate of legality. Do not store more personal data in Excel than necessary and use appropriate access control. This is a documentation product, not a certification, automatic AI legality check, or legal advice on a specific case.

Related templates

For high-risk AI in personnel selection, see AI Recruitment 2027. For broad trade union information obligations, see MBL Sections 19 and 19 a – Trade Union Information Obligations. This product is more specialized in AI-based workplace management, information for affected employees, and human oversight tests.

Frequently asked questions

Is AI-based scheduling always high-risk under the AI Act?

No. Classification requires analysis of the system's actual purpose, what data is used, its actual impact, as well as Annex III point 4 and Article 6.

Must affected employees be informed?

Article 26.7 regulates information for relevant high-risk AI in the workplace from the applicable time. GDPR and labor law information and negotiation rules may apply earlier.

When do the high-risk rules on workplace management begin to apply?

For affected AI systems under Annex III, the date is December 2, 2027 according to 2026/1744, with special transitional rules that must be considered.

Can I skip trade union consultation if employees receive an information form?

No. Employee information and MBL consultation are not the same. The negotiation obligation must be assessed separately based on the employer's circumstances.

Does Excel automatically approve the use of AI?

No. Registers and status fields help collect documentation. Authorized persons must assess the actual legal and technical conditions.

Do the PDF versions work as fillable e-forms?

No. The PDF files are searchable/printable, while the Word files are editable. The Excel workbook is intended for registration.

Sources and review date

Consolidated AI Act (EU) 2024/1689, 2026/1744, MBL (1976:580), and IMY's guidance on automated decisions. Sources checked November 12, 2026. AI-assisted source review – not independent legal review.