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competency required: Business problems involving integrated data sources — analyze independently using business intelligence software to develop actionable solution recommendations.
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competency required: Computer programs and automated workflows — test, maintain, and monitor on a scheduled basis, adapting procedures when standard approaches prove insufficient.
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competency required: Moderately complex datasets from multiple systems — join, transform, and model using SQL and scripted environments to support departmental decision-making.
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competency required: Project timelines and analytical deliverables — manage using project management software, coordinating tasks with cross-functional stakeholders independently.
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competency required: Analytical findings and methodology — document in written technical reports that meet organizational standards for clarity and reproducibility.
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competency required: Statistical and machine learning models — build and validate in familiar problem contexts, adjusting hyperparameters based on performance metrics.
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competency required: Data storage and cloud infrastructure configurations — maintain and troubleshoot using storage networking and cloud-based management software with limited supervision.
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  description: Developing mastery level
competency required: Emerging tools and analytical techniques — evaluate through active learning and apply selectively to improve existing workflows within established team practices.
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