Millennium Live | A Leadership & Discovery Podcast

Episode 348 | AI Won’t Work with Your Bad Job Data: Learn How to Fix It

31min | 11/10/2025

Description

Everyone’s talking about AI — but few are actually making it work. In this episode of Millennium Live, we sit down with AJ Naddell, Senior Vice President of Product at JDXpert, to cut through the AI hype and talk about what really matters: clean, structured job data. From blockchain buzzwords to broken data pipelines, AJ breaks down the real reason so many HR teams struggle to get value from AI, how to fix it, and how poor data quality costs organizations millions every year.

Key Topics Include:

How to clean, connect, and structure your job, pay, and skills data before layering in AI
What job architecture really means (and why 50% of enterprises are rebuilding theirs right now)
How AI can supercharge job architecture to improve skills mapping, compensation, career pathing, and retention

👉 Connect with AJ and the JDXpert team on LinkedIn or visit jdxpert.com to learn more.

🎙️ Be sure to subscribe to the MillenniumLive podcast!

Hosted on Ausha. See ausha.co/privacy-policy for more information.

About Millennium Live | A Leadership & Discovery Podcast

🎙️ Millennium Live: Where the Leaders of Today are Transforming the Digital Enterprise

The Millennium Alliance Podcast offers Fortune 1000 C-Level executives, leading public sector/government officials, and thought leaders across a variety of disciplines a unique and exclusive platform to present opportunities to their peers, share industry developments, and tell the story of their career and overall company value.

Headquartered in Midtown Manhattan, The Millennium Alliance is a leading technology, business, and educational advisory firm. Focusing primarily in areas such as business transformation, executive education, growth, policy, and need analysis. Millennium is quickly becoming one of the most dynamic locations for collaboration across the world.

Hosted on Ausha. See ausha.co/privacy-policy for more information.

About Millennium Live | A Leadership & Discovery Podcast

🎙️ Millennium Live: Where the Leaders of Today are Transforming the Digital Enterprise

The Millennium Alliance Podcast offers Fortune 1000 C-Level executives, leading public sector/government officials, and thought leaders across a variety of disciplines a unique and exclusive platform to present opportunities to their peers, share industry developments, and tell the story of their career and overall company value.

Headquartered in Midtown Manhattan, The Millennium Alliance is a leading technology, business, and educational advisory firm. Focusing primarily in areas such as business transformation, executive education, growth, policy, and need analysis. Millennium is quickly becoming one of the most dynamic locations for collaboration across the world.

Hosted on Ausha. See ausha.co/privacy-policy for more information.

Description

Everyone’s talking about AI — but few are actually making it work. In this episode of Millennium Live, we sit down with AJ Naddell, Senior Vice President of Product at JDXpert, to cut through the AI hype and talk about what really matters: clean, structured job data. From blockchain buzzwords to broken data pipelines, AJ breaks down the real reason so many HR teams struggle to get value from AI, how to fix it, and how poor data quality costs organizations millions every year.

Key Topics Include:

How to clean, connect, and structure your job, pay, and skills data before layering in AI
What job architecture really means (and why 50% of enterprises are rebuilding theirs right now)
How AI can supercharge job architecture to improve skills mapping, compensation, career pathing, and retention

👉 Connect with AJ and the JDXpert team on LinkedIn or visit jdxpert.com to learn more.

🎙️ Be sure to subscribe to the MillenniumLive podcast!

Hosted on Ausha. See ausha.co/privacy-policy for more information.

About Millennium Live | A Leadership & Discovery Podcast

🎙️ Millennium Live: Where the Leaders of Today are Transforming the Digital Enterprise

The Millennium Alliance Podcast offers Fortune 1000 C-Level executives, leading public sector/government officials, and thought leaders across a variety of disciplines a unique and exclusive platform to present opportunities to their peers, share industry developments, and tell the story of their career and overall company value.

Headquartered in Midtown Manhattan, The Millennium Alliance is a leading technology, business, and educational advisory firm. Focusing primarily in areas such as business transformation, executive education, growth, policy, and need analysis. Millennium is quickly becoming one of the most dynamic locations for collaboration across the world.

Hosted on Ausha. See ausha.co/privacy-policy for more information.

About Millennium Live | A Leadership & Discovery Podcast

🎙️ Millennium Live: Where the Leaders of Today are Transforming the Digital Enterprise

The Millennium Alliance Podcast offers Fortune 1000 C-Level executives, leading public sector/government officials, and thought leaders across a variety of disciplines a unique and exclusive platform to present opportunities to their peers, share industry developments, and tell the story of their career and overall company value.

Headquartered in Midtown Manhattan, The Millennium Alliance is a leading technology, business, and educational advisory firm. Focusing primarily in areas such as business transformation, executive education, growth, policy, and need analysis. Millennium is quickly becoming one of the most dynamic locations for collaboration across the world.

Hosted on Ausha. See ausha.co/privacy-policy for more information.

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