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The Unstructured Engineer

The Unstructured Engineer

Written by: Keith Coe
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About this listen

We turn unstructured data into transformative insights! This podcast explores the cutting-edge world of natural language processing, machine learning, and data management. Dive deep with us into the tools, strategies, and real-world applications that help businesses unlock the full potential of their unstructured data. Whether you're a data scientist, AI enthusiast, or business leader, The Unstructured Engineer offers actionable insights to help you make data-driven decisions and stay ahead in the evolving digital landscape.Keith Coe Economics Management Management & Leadership
Episodes
  • The systematic approach that delivers 3-5x ROI within 12 months
    Aug 22 2025

    The systematic approach that delivers 3-5x ROI within 12 months. Learn the six-phase framework successful organizations use to transform from AI-curious to AI-capable.


    The Six Phases:

    1. Assessment - Audit systems, data, workflows (45% risk reduction)
    2. Digital Foundation - Connect fragmented tools, clean data
    3. Use Case Selection - Target repetitive, data-rich processes
    4. Pilot Implementation - Test in controlled environments
    5. Scaling - Expand with change management and training
    6. Governance - Monitor performance, manage risks (15% higher ROI)


    Key Statistics:

    • 60% higher success rates with structured pilots (Accenture)
    • 3-5x better ROI with strategic use cases (McKinsey)
    • 90 days for digital foundation, 6-12 months for full implementation
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    4 mins
  • Why your AI strategy will probably fail (and how to fix it)
    Aug 20 2025

    Most AI initiatives fail despite working technology. We explore why 37% of organizations struggle with unclear AI strategies and what separates successful companies from the rest.


    Key Points:

    • McKinsey: Companies with clear AI strategies are 2.3x more likely to succeed
    • 80% of AI project delays come from poor data quality
    • The "tool-first" trap: selecting technology before defining business needs
    • Strategy precedes success in AI transformation


    Main Takeaways:

    • Start with business objectives, not technology
    • Audit digital infrastructure before AI deployment
    • Most failures are strategic, not technical problems
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    3 mins
  • Why You Should Build a Custom GPT
    May 16 2025

    Unlock the Power of Custom AI!

    Ever wondered if building your own Custom GPT is worth the effort?

    In this short, action-packed episode, we cover:

    • When a Custom GPT truly transforms productivity

    • Practical tips to automate repetitive tasks and standardize team workflows

    • “No-go” zones you need to avoid

    • How starting small delivers real ROI without wasted effort

    Don’t launch another AI project blindfolded.

    Tune in to get the playbook for success and sidestep the pitfalls that derail most initiatives.


    Take our Free ⁠⁠AI Readiness Assessment Test⁠⁠

    Ensure you are positioned for AI success!


    Connect with us:

    Website: ⁠⁠https://www.aidatamanagement.com⁠⁠

    LinkedIn: ⁠⁠https://www.linkedin.com/company/unstructured-engineer-podcast/⁠⁠

    Substack: ⁠⁠https://aidatamanagement.substack.com/⁠⁠

    Medium: ⁠⁠https://medium.com/@Keith_Coe⁠⁠

    Contact Us: ⁠⁠https://www.aidatamanagement.com/contact⁠⁠

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    4 mins
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