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Data Scientist
2 months ago
Key Responsibilities
- Assist with stakeholder education on quantitative capabilities, helping them to understand strengths and weaknesses of different approaches and what problems are suitable and unsuitable for data science
- Identify what data is already available and determine what mission-oriented questions we can answer using that data.
- Extract insights from bulk semi-structured data using data analysis techniques.
- Consult with internal and external stakeholders on the development, prioritization and implementation of process improvement and impact evaluations tasks.
- Develop and implement practical strategies for measuring performance of models and processes, to include development of performance measures, design of actionable methods for collecting and analyzing performance metrics, and implementation of capture and analysis strategies with refinement as needed.
- Analyze both quantitative and qualitative information to provide customers with comprehensive insights into organizational strengths and opportunities for growth.
- Prepare engaging presentations of analysis through data visualization and analytic narratives
- Brief senior-level customers on research plans, activities, findings and recommendations.
Skills, Knowledge and Expertise
- A Bachelor’s degree is required for this position.
- Minimum of 5 years' experience in a consulting role in the IC.
- Master’s degree in business, social science, or behavioral science preferred but not required for this position.
- U.S. Citizenship
- Active TS/SCI clearance with Polygraph
- Proven ability to analyze data and translate analysis into meaningful insights
- Comfortable with standard ETL and data cleansing processes in pandas or similar
- Proficiency in one or more programming languages, preferably including Python
- Demonstrated ability to manipulate large data sets into user-friendly formats for stakeholder use
- Tenacity to find/hunt down data sources and build contacts across the sponsor organization,
- General understanding of statistics, vector mathematics, and probability
- Experience developing presentations and providing briefings to non-technical audiences
- Excellent oral and written communication skills, as well as data visualization techniques
- Experience designing and implementing organizational or programmatic performance measurement strategies
- Ability to analyze information and identify second-order implications to processes
- Experience in qualitative research and program evaluation activities
- Experience with change management
- Experience with Amazon Web Services, Cloudera Data Warehouse, Microsoft Azure, or similar
- Familiarity with Apache Spark, MapReduce, Dask or similar parallel compute technologies
- General familiarity with one or more of: natural language processing, transformer architectures, machine vision (object detection, facial recognition), one-shot learning, reinforcement
- Solid background in statistics and/or mathematics (particularly linear algebra and calculus), preferably including sampling and bias measurement and mitigation.
- Experience developing and deploying capabilities on an airgapped network
- Previous experience with other career fields within the sponsor's purview and/or a non-Western language is a significant bonus.
- Prolonged periods of sitting at a desk and working on a computer.
- Routine video conference and/or in-person meetings.
- Ability to attend planned meetings within the Washington Metro Area region.
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