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Evidence

Evidence behind the AI Manager Playbook Sprint

The sprint is grounded in real workplace pressures: AI adoption, privacy risk, psychosocial risk, performance ambiguity, consultation obligations and responsible AI expectations.

Source

Microsoft and LinkedIn Work Trend Index

75%

2024

knowledge workers globally using AI at work

What it says

Microsoft and LinkedIn report widespread AI use by knowledge workers.

P&C consequence: managers need practical guidance because AI use is already inside daily work.

Source

OAIC generative AI privacy guidance

Privacy

Current

privacy obligations still apply to AI use

What it says

Privacy obligations apply when personal information is input into AI systems or appears in AI outputs.

P&C consequence: employees and managers need practical guidance on what information must not be entered into AI tools.

Source

Safe Work Australia psychosocial hazards

WHS

Current

work design risks need active management

What it says

Work design, job demands, support, role clarity and change management can create psychosocial risks.

P&C consequence: AI change can affect workload, ambiguity, supervision, monitoring concerns and employee trust.

Source

Fair Work Ombudsman performance guidance

Fair process

Current

performance concerns need clear process

What it says

Performance issues require clear communication, support and appropriate process.

P&C consequence: managers need guidance on whether poor AI-assisted work is a capability, conduct, quality or training issue.

Source

Australian Voluntary AI Safety Standard

10

Current

AI guardrails include accountability, human oversight and records

What it says

The Australian AI safety guardrails include accountability, risk management, human oversight, transparency, records and stakeholder engagement.

P&C consequence: responsible AI expectations need to become manager guidance, employee communication and escalation pathways.

Source

Digital NSW AI Assessment Framework

AIAF

Current

AI assurance creates evidence expectations

What it says

The NSW AI Assessment Framework is used by NSW Government agencies to assess and govern AI use cases.

P&C consequence: organisations may need people-side evidence that expectations, oversight and communication are in place.

This page connects sources to practical P&C consequences. It does not provide legal advice or replace specialist employment, privacy, WHS, cyber or regulatory advice.