Interview Questions HR & TA Leaders will be asked in AI Work Design

As AI and new work models take hold, expectations on HR and Talent Leaders will intensify, with new role requirements quickly emerging. Interviews will test not only your past expertise but also your ability to lead the evolving programs of work. Jo Vohland collaborated with HR & Equitable Design Leader, Aubrey Blanche to map out some examples of Interview Questions you may soon be asked.

For the HR Leader

Human-AI Work Design: When you think about redesigning work with AI, do you see AI as replacing certain tasks, augmenting human work, or doing something else entirely? How do you determine where each approach is appropriate?

Trust, Culture, and Change Management: Introducing AI changes how employees experience their roles. How would you build trust, psychological safety, and buy-in so AI is seen as an enabler rather than a threat?

Equity and Inclusion: How would you evaluate whether AI is actually shaping equitable outcomes for different groups of employees? Can you give an example of how you’d test for unintended impacts?

Cross-Functional Alignment: The value of AI depends on coordination across teams (HR, IT, business units). What approaches would you use to align these functions around shared priorities and reduce duplication or fragmentation?

Governance: When leading an AI pilot, what governance and oversight would you put in place to ensure it is ethical and legally compliant?

Measurement: What outcomes would you measure to understand whether the pilot is delivering value – whether that’s efficiency, quality, or other forms of business impact?

For the TA Leader

Recruiter–AI Collaboration: What’s your philosophy on the recruiter’s evolving role when AI agents can screen, schedule, or generate content? Where should recruiters lean into human advantage?

Candidate Experience: How would you design hiring processes that integrate AI agents without creating a transactional or impersonal candidate experience?

Efficiency vs. Effectiveness: Many AI tools promise speed, but not always quality. How would you assess whether AI is improving hiring outcomes (better matches, reduced bias, stronger retention) rather than just compressing timelines?

System Redesign: Not every hiring friction point needs AI to solve it. How would you evaluate whether AI is the right solution versus rethinking existing processes, tools, or role responsibilities?

Strategic Workforce Impact: AI opens up new possibilities in skills intelligence, workforce planning, and internal mobility. How would you reframe the role of TA to move beyond filling requisitions to shaping how the organisation thinks about talent in an AI-enabled future?

­­­­­——–

If you don’t yet feel equipped to answer these questions, don’t worry! You’ll also be able to catch Aubrey live on stage at the ATC2025 Conference with her session “Re-Designing Work in the Fourth Industrial Revolution”. She’ll be sharing how work is scoped, structured, and distributed in an AI-enabled economy where value, not volume, becomes the metric that matters. You’ll learn how to move beyond legacy job architectures and redesign roles to thrive in a more dynamic, tech-enabled world. Secure your spot in amongst 500 HR and Talent Leaders who are flying in from all over the country to attend. ATC is here to strengthen your growth and readiness so HR & Talent Leaders can thrive in a changing world of work. See the full 2 day agenda here.

Article By

Get more articles direct to your inbox

Upcoming Events

Annual Conference: ATC2026 UPLIFT

13 & 14 October 2026

AI Uplift Workshop: Play Ball with AI

September and October 2026

Download the 2026 State of Talent Acquisition Report

You may also enjoy reading...

Discover the top 7 TA and HR podcasts for ANZ and global talent leaders. Benchmark your hiring strategy with insights from TaPod, Edan Haddock - Total Talent, bAIbes, and more on TA strategy and AI tech.
The shift to becoming a Skills-Based Organisation sounds straightforward: understand the skills you have, identify the capabilities you need, and use that insight to make better workforce decisions. In practice, getting there requires changes to how organisations think about jobs, workforce planning, learning, technology and, importantly, the role of Talent Acquisition. For TA Teams, this creates an opportunity to move beyond replacing roles like-for-like and play a more active role in shaping the capabilities the organisation needs next. But what does that actually look like in practice?
Our recent LinkedIn poll surfaced an important mindset shift for Internal Talent Acquisition Teams. When asked who they saw as their ‘Customer’, the largest proportion of respondent (all Talent Acquisition Leaders and Senior Recruiters) chose ‘The Hiring Manager’. That perspective reflects a traditional recruitment model, where success is defined by responding well to a hiring request.