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From Lab Dangers to Data Science: Avery Smith's Career Pivot

Super Data Science: ML & AI Podcast with Jon KrohnJune 5, 20254 min107 views
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Escaping the Lab: A Hydrofluoric Acid Scare

  • ⚠️ Avery Smith recounts a near-disastrous incident involving hydrofluoric acid during his time as a chemical lab technician.
  • 💡 The experience, where he was handling the dangerous acid with inadequate protection, served as a catalyst to leave a job that felt life-threatening for inadequate pay.

Discovering Data Science

  • 🎯 Smith's attention was drawn to a data scientist role within his company, which offered a stark contrast to the hazardous lab environment.
  • 💻 The appeal of working on a computer in a comfortable office, away from the freezing lab, motivated him to pursue a career in data.

The Incremental Internal Pivot

  • 🚀 Smith successfully transitioned into a junior data analyst role by gradually increasing his data responsibilities within the same company.
  • 📈 This incremental approach, starting with 25% of his time and eventually moving to 100%, allowed him to pivot without leaving his employer.
  • ✅ He highlights the advantage of an internal pivot, where existing trust and knowledge of the employee reduce perceived risk for the company.

Advantages of Small Companies for Pivots

  • 🏢 Smith notes that his success was partly due to working at a small company (under 15 people), which are often more agile and open to internal role changes.
  • 🤝 He suggests that even becoming the
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What’s Discussed

Chemical EngineeringLab TechnicianHydrofluoric AcidCareer PivotData ScientistData AnalystInternal TransitionTech IndustrySmall CompaniesData Science
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