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Delivered work with the figures, free assessments you can take in five minutes, and what we have learned about making AI and data pay off.

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Point of view · Oct 2026

How to Vet a Senior Data Engineer

Interviews test the talk, not the work. How to vet a senior data engineer with a practitioner-led screen, a paid trial task and a check of…

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Point of view · Oct 2026

Nearshore or Offshore for Data and AI Work

For data and AI work, overlapping hours often matter more than the rate. When nearshore fits, when offshore works, and what to ask any provider before…

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Point of view · Oct 2026

Machine Learning or Generative AI?

Machine learning or generative AI? Start with the output: numbers, scores and plans point one way, language the other. How to choose, and when to use…

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Point of view · Oct 2026

MLOps in Practice

MLOps is a routine, not a platform purchase: a model inventory with owners, shared monitoring, retraining and retirement rules, and a review cadence.

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Point of view · Oct 2026

Model Drift: Monitoring and Retraining

Models decay quietly. What to monitor, from data quality to the business decision, and when to retrain a model on a trigger rather than a calendar.

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Point of view · Oct 2026

Measuring Literacy by Use, Not Attendance

Completion rates show a course ran, not that anyone works differently. How to measure AI and data literacy by use, quality and judgment, role by role.

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