How Maslow’s Hierarchy of Needs Relates to AI’s Data Governance

2 min readJan 28, 2025
Maslow’s AI Hierarchy of Needs

At the Data Culture Hive Mind, we’re all about cutting through the noise of technical jargon and making data concepts approachable. After all, everyone deserves to understand the systems shaping their decisions — whether it’s a CEO strategizing for the future or an analyst looking for clarity in a sea of spreadsheets. Today, we’re diving into an analogy that might help make sense of data governance: Maslow’s hierarchy of needs.

A Quick Refresher Maslow’s famous pyramid outlines the stages of human needs, starting with the basics and moving toward self-actualization:

  1. Physiological Needs — The essentials for survival: food, water, shelter, sleep.
  2. Safety Needs — Security in health, finances, and personal safety.
  3. Love and Belonging — Social connections: friendships, family, and community.
  4. Esteem Needs — Respect, recognition, and confidence.
  5. Self-Actualization — Achieving one’s potential through personal growth and creativity.

Now, let’s map these levels to the world of data governance:

  1. Data Quality — The foundation of governance, ensuring data is accurate, complete, and reliable.
  2. Data Security — Protecting data from breaches and ensuring trust.
  3. Data Access and Usability — Making data accessible to the right people and easy to use for decision-making.
  4. Policies and Procedures — Establishing rules and workflows that instill confidence and structure.
  5. Data-Driven Culture and Innovation — Elevating data governance into a tool for innovation, strategy, and growth.

Maslow Meets Data Governance: A Side-by-Side Look

Maslow Meets AI Data Governance

When you compare the two, it’s clear: just as humans need to meet basic needs before they can thrive, organizations need to lay a solid foundation of governance practices before they can truly unlock the power of their data.

Why Does It All Matter? At its core, data governance isn’t just about managing data; it’s about enabling a culture where data is trusted, accessible, and leveraged for meaningful innovation. In a world increasingly driven by AI and big data, strong governance doesn’t just protect organizations — it empowers them to thrive.

By prioritizing governance, we promote better business practices and foster a culture in which data becomes a force for progress, collaboration, and creativity. At the Data Culture Hive Mind, we believe that’s a future worth striving for.

So, what’s your next step up the pyramid?

Explore more data culture insights at the Data Culture Hive Mind!

JM Abrams

Chief Data Culturist

Disclaimer: The opinions expressed on this blog are solely those of the author and do not reflect my employer’s views, positions, or opinions.

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J.M. Abrams
J.M. Abrams

Written by J.M. Abrams

With 20+ years in information and data technology and a strong business foundation, I’m passionate about guiding organizations toward a true data‑driven culture

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