MBA Training Data

MBA Training Data

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MBA Training Data episodes

  • Operationalizing the EU AI Act for data teams: a practical playbook

    The EU AI Act's phased enforcement schedule is already creating compliance obligations for data teams, with high-risk system requirements fully applicable from August 2026. This playbook walks CDOs through the concrete steps to build an operational response, not just a policy document.

    Go deeper, free lessons

    • AI risk & the EU AI Act
    • Bias, explainability & model cards
    • Human oversight and AI incident response
    • Data lineage & metadata management: knowing where your data was born
    • CCPA, LGPD, AI Act: navigating the global regulatory patchwork

    Full article and transcript: https://www.mba-training.com/blog/eu-ai-act-data-teams-playbook

    MBA Training, mba-training.com

    5 min
  • How Airbnb rebuilt metric consistency with a semantic layer

    Airbnb's analytics teams were producing conflicting numbers for the same business questions, undermining trust in data across the company. Their response, building Minerva, a centralised semantic layer, offers a precise and transferable blueprint for CDOs dealing with the same problem.

    Go deeper, free lessons

    • The metrics & semantic layer
    • Modern BI: tools, maturity & the semantic layer
    • Designing a KPI tree
    • dbt (data build tool): industrialized SQL transformation
    • North-star & guardrail metrics

    Full article and transcript: https://www.mba-training.com/blog/semantic-layer-metric-consistency-airbnb

    MBA Training, mba-training.com

    5 min
  • Data literacy programs that change behavior: a CDO's execution playbook

    Most data literacy programs produce certificates, not decisions. This playbook shows CDOs how to design and run programs that visibly shift how people work with data, from the shop floor to the executive committee.

    Go deeper, free lessons

    • Building a data literacy program
    • Data literacy: building analytical capability across the organization
    • Decision rituals: getting data into the room
    • Driving cultural change to data-driven
    • Overcoming resistance & data politics

    Full article and transcript: https://www.mba-training.com/blog/data-literacy-programs-behavior-change

    MBA Training, mba-training.com

    5 min
  • Data literacy programs that change behavior: a CDO's execution playbook
    Most data literacy programs produce certificates, not decisions. This playbook shows CDOs how to design and run programs that visibly shift how people work with data, from the shop floor to the executive committee.
    Read the full article and transcript: https://www.mba-training.com/blog/data-literacy-programs-behavior-change
    Leaders Insights, mba-training.com
    5 min
  • Proving data ROI to the board: a CDO's execution playbook

    Most boards will fund a data initiative once. Getting continued investment requires a financial narrative built on concrete numbers, not technology enthusiasm. This playbook shows CDOs exactly how to build and deliver that case.

    Go deeper, free lessons

    • Calculating the ROI of data initiatives
    • Communicating with the board and c-suite
    • Securing executive buy-in: the boardroom pitch framework
    • Data as a strategic asset: how to put a number on it
    • The data P&L

    Full article and transcript: https://www.mba-training.com/blog/proving-data-roi-board

    MBA Training, mba-training.com

    5 min
  • Feature stores and the ML data supply chain: what CDOs actually need to understand

    Feature stores solve a problem that most organisations discover too late: the painful gap between raw data and production-ready ML inputs. Understanding the mechanics and honest tradeoffs is essential before committing to one.

    Go deeper, free lessons

    • Models in production: drift, monitoring & MLOps
    • The metrics & semantic layer
    • The AI operating model and platform
    • Batch vs streaming: choosing the right paradigm
    • Data lineage & metadata management: knowing where your data was born

    Full article and transcript: https://www.mba-training.com/blog/feature-stores-ml-data-supply-chain

    MBA Training, mba-training.com

    5 min
  • How Cloudflare rebuilt its data stack around dbt, Fivetran, and Airflow

    Cloudflare's rapid growth exposed the limits of hand-coded SQL pipelines and fragmented ingestion scripts that no engineer wanted to touch. This case study traces how the company restructured its analytical data layer using a modern ELT approach, and what that shift actually required in practice.

    Go deeper, free lessons

    • dbt (data build tool): industrialized SQL transformation
    • Data pipelines: ETL/ELT, batch, streaming and the Medallion architecture
    • Data observability: detect problems before your users
    • Shift-left data quality: embedding governance in the engineering pipeline
    • Data FinOps: controlling cloud data cost

    Full article and transcript: https://www.mba-training.com/blog/modern-elt-stack-dbt-cloudflare

    MBA Training, mba-training.com

    5 min
  • Model monitoring, drift detection, and retraining triggers: a CDO playbook

    Production ML models degrade silently, and most organizations only notice when business outcomes have already suffered. This playbook gives CDOs a concrete sequence for detecting drift early, deciding when to retrain, and building the governance structure that makes both systematic.

    Go deeper, free lessons

    • MLOps: monitoring, retraining & drift
    • Models in production: drift, monitoring & MLOps
    • Data observability: detect problems before your users
    • Human oversight and AI incident response
    • Bias, explainability & model cards

    Full article and transcript: https://www.mba-training.com/blog/model-monitoring-drift-detection-retraining

    MBA Training, mba-training.com

    6 min
  • Privacy-enhancing technologies in practice: a CDO playbook

    Privacy-enhancing technologies have moved from cryptography research papers into production pipelines at major financial institutions and healthcare networks. This playbook gives CDOs a concrete sequence to deploy PETs without stalling analytics programmes or exposing the organisation to regulatory backlash.

    Go deeper, free lessons

    • Data partnerships: types, due diligence and privacy-preserving technologies
    • Data partnerships & clean rooms
    • GDPR in practice: the 10 mistakes CDOs make most often
    • CCPA, LGPD, AI Act: navigating the global regulatory patchwork
    • Data classification & access control: the zero-trust data approach

    Full article and transcript: https://www.mba-training.com/blog/privacy-enhancing-technologies-cdo-playbook

    MBA Training, mba-training.com

    5 min
  • Clean rooms in practice: a CDO playbook for data collaboration that actually works

    Data clean rooms offer a principled path to collaborative analytics without exposing raw customer data, but most implementations stall on governance gaps and misaligned incentives. This playbook gives CDOs a concrete sequence to stand up a clean room partnership, avoid the common failures, and extract value quickly.

    Go deeper, free lessons

    • Data partnerships & clean rooms
    • Data partnerships: types, due diligence and privacy-preserving technologies
    • Data sharing, marketplaces, and ecosystems
    • CCPA, LGPD, AI Act: navigating the global regulatory patchwork
    • Data classification & access control: the zero-trust data approach

    Full article and transcript: https://www.mba-training.com/blog/clean-rooms-data-collaboration-playbook

    MBA Training, mba-training.com

    5 min

About MBA Training Data

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MBA Training Data. Daily strategy in data governance, architecture, analytics and AI, for data leaders and aspiring CDOs. New episode every day at mba-training.com.