Articles by Erika Russell
A guide to training resources for lab AI and automation skills, from vendor academies to professional certifications
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AI is rewriting what lab roles require: here's how to update hiring criteria and job postings to match
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A practical guide for lab managers on understanding staff resistance to AI and turning legitimate concerns into productive conversations
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The skills lab staff need in an AI-driven lab are shifting fast; here is how managers can map the gap and build toward it
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How lab managers can lead the human side of an AI rollout: from baseline assessment through sustained adoption
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For lab managers leading their teams through AI adoption: the people framework most implementation guides skip
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What lab managers need to know about deploying automated liquid handling and robotic systems, from space and power to validation and staff readiness
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Digital Twins for Laboratories: What They Are, What They're Used For, and Whether Your Lab Needs One
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How AI-assisted instrument monitoring catches drift, contamination, and equipment anomalies before results are affected
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How AI is helping lab managers solve the scheduling puzzle: smarter sample routing, better capacity planning, and tighter LIMS integration
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AI is transforming how labs manage instrument health, turning reactive service calls into data-driven decisions that cut unplanned downtime
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How AI is embedding itself in daily lab workflows, from equipment maintenance to self-optimizing scheduling
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A practical framework for avoiding the most costly mistakes in lab automation procurement
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A practical measurement framework for lab managers who need to prove AI is delivering value after go-live
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What to test before you sign: the evaluation framework AI vendors hope you won't use
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