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As of 2025, the most valuable data science skills include proficiency in Python and SQL, as they're foundational for data manipulation and analysis. Expertise in machine learning frameworks (like scikit-learn, TensorFlow, or PyTorch) is essential. Strong statistical knowledge, data visualization (e.g., with Power BI, Tableau, or matplotlib), and experience with big data tools (Spark, Hadoop) are highly valuable. Understanding cloud platforms (AWS, GCP, Azure) and MLOps practices is increasingly important.

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