2001: Learn SQL → get a job 2005: SQL + Excel → get a job 2010: SQL + Python + Stats → get a job 2015: SQL + Python + Stats + ML → get a job 2020: SQL + Python + Stats + ML + A/B Testing + Dashboards → get a job 2026: SQL + Python + Stats + ML + A/B Testing + Dashboards * Data Engineering * System Design * LLMs * AI Agents * MLOps * Cloud (AWS/GCP/Azure) * Data Pipelines * Streaming (Kafka/Spark) * Experimentation Platforms * Business Understanding * Communication Skills * Domain Expertise * “Ownership mindset” * “Startup hustle” * 5 YOE → Entry-level role Somewhere along the way… “entry-level” stopped meaning entry. If you’re feeling overwhelmed, you’re not alone. The bar didn’t just rise… it multiplied.
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