Job Summary Are you a statistician who wants to see your Bayesian models protect national security? GA-Intelligence is seeking a Statistics PhD to develop tracking algorithms that process data from ...
Job Summary Are you a statistician who wants to see your Bayesian models protect national security? GA-Intelligence is seeking a Statistics PhD to develop tracking algorithms that process data from ...
Select and defend appropriate statistical approaches for sparse, noisy, or rare-event data, applying Bayesian and frequentist methods and leveraging machine learning techniques where appropriate
Select and defend appropriate statistical approaches for sparse, noisy, or rare-event data, applying Bayesian and frequentist methods and leveraging machine learning techniques where appropriate
Select and defend appropriate statistical approaches for sparse, noisy, or rare-event data, applying Bayesian and frequentist methods and leveraging machine learning techniques where appropriate
Select and defend appropriate statistical approaches for sparse, noisy, or rare-event data, applying Bayesian and frequentist methods and leveraging machine learning techniques where appropriate
... Bayesian), Markov-Chain modelling, TensorFlow, Linear Algebra, R, SAS, NLP.
... Bayesian), Markov-Chain modelling, TensorFlow, Linear Algebra, R, SAS, NLP.
... Bayesian), Markov-Chain modelling, TensorFlow, Linear Algebra, R, SAS, NLP.
... Bayesian), Markov-Chain modelling, TensorFlow, Linear Algebra, R, SAS, NLP.
... Bayesian), Markov-Chain modelling, TensorFlow, Linear Algebra, R, SAS, NLP.
... Bayesian), Markov-Chain modelling, TensorFlow, Linear Algebra, R, SAS, NLP.
Associate Principal, Indirect Treatment Comparison (ITC), Evidence Synthesis
Richmond, VA · Remote
$125K - $350K/yr
Significant and demonstrated experience independently leading projects that included Bayesian NMAs and/or other ITCs * Substantial experience independently leading projects that included meta ...
Associate Principal, Indirect Treatment Comparison (ITC), Evidence Synthesis
Richmond, VA · Remote
$125K - $350K/yr
Significant and demonstrated experience independently leading projects that included Bayesian NMAs and/or other ITCs * Substantial experience independently leading projects that included meta ...
Associate Principal, Indirect Treatment Comparison (ITC), Evidence Synthesis
Falls Church, VA · Remote
$125K - $350K/yr
Significant and demonstrated experience independently leading projects that included Bayesian NMAs and/or other ITCs * Substantial experience independently leading projects that included meta ...
Associate Principal, Indirect Treatment Comparison (ITC), Evidence Synthesis
Falls Church, VA · Remote
$125K - $350K/yr
Significant and demonstrated experience independently leading projects that included Bayesian NMAs and/or other ITCs * Substantial experience independently leading projects that included meta ...
Estimation techniques including Bayesian and non-Bayesian estimators, performance measures such as bias and mean-square error and bounds on estimator performance such as the Cramer-Rao lower bound.
Estimation techniques including Bayesian and non-Bayesian estimators, performance measures such as bias and mean-square error and bounds on estimator performance such as the Cramer-Rao lower bound.
Signal Processing Research Scientist
$133K - $164K/yr
Estimation techniques including Bayesian and non-Bayesian estimators, performance measures such as bias and mean-square error and bounds on estimator performance such as the Cramer-Rao lower bound.
Signal Processing Research Scientist
$133K - $164K/yr
Estimation techniques including Bayesian and non-Bayesian estimators, performance measures such as bias and mean-square error and bounds on estimator performance such as the Cramer-Rao lower bound.
Associate Principal, Indirect Treatment Comparison (ITC), Evidence Synthesis
Richmond, VA · Remote
$125K - $350K/yr
Significant and demonstrated experience independently leading projects that included Bayesian NMAs and/or other ITCs * Substantial experience independently leading projects that included meta ...
Associate Principal, Indirect Treatment Comparison (ITC), Evidence Synthesis
Richmond, VA · Remote
$125K - $350K/yr
Significant and demonstrated experience independently leading projects that included Bayesian NMAs and/or other ITCs * Substantial experience independently leading projects that included meta ...
Associate Principal, Indirect Treatment Comparison (ITC), Evidence Synthesis
Chesapeake, VA · Remote
$125K - $350K/yr
Significant and demonstrated experience independently leading projects that included Bayesian NMAs and/or other ITCs * Substantial experience independently leading projects that included meta ...
Associate Principal, Indirect Treatment Comparison (ITC), Evidence Synthesis
Chesapeake, VA · Remote
$125K - $350K/yr
Significant and demonstrated experience independently leading projects that included Bayesian NMAs and/or other ITCs * Substantial experience independently leading projects that included meta ...
Associate Principal, Indirect Treatment Comparison (ITC), Evidence Synthesis
Falls Church, VA · Remote
$125K - $350K/yr
Significant and demonstrated experience independently leading projects that included Bayesian NMAs and/or other ITCs * Substantial experience independently leading projects that included meta ...
Associate Principal, Indirect Treatment Comparison (ITC), Evidence Synthesis
Falls Church, VA · Remote
$125K - $350K/yr
Significant and demonstrated experience independently leading projects that included Bayesian NMAs and/or other ITCs * Substantial experience independently leading projects that included meta ...
Associate Principal, Indirect Treatment Comparison (ITC), Evidence Synthesis
Chesapeake, VA · Remote
$125K - $350K/yr
Significant and demonstrated experience independently leading projects that included Bayesian NMAs and/or other ITCs * Substantial experience independently leading projects that included meta ...
Associate Principal, Indirect Treatment Comparison (ITC), Evidence Synthesis
Chesapeake, VA · Remote
$125K - $350K/yr
Significant and demonstrated experience independently leading projects that included Bayesian NMAs and/or other ITCs * Substantial experience independently leading projects that included meta ...
Estimation techniques including Bayesian and non-Bayesian estimators, performance measures such as bias and mean-square error and bounds on estimator performance such as the Cramer-Rao lower bound.
Estimation techniques including Bayesian and non-Bayesian estimators, performance measures such as bias and mean-square error and bounds on estimator performance such as the Cramer-Rao lower bound.
Research Statistician - Tracking and Estimation Theory with Security Clearance
Charlottesville, VA · On-site
Are you a statistician who wants to see your Bayesian models protect national security? GA-Intelligence is seeking a Statistics PhD to develop tracking algorithms that process data from heterogeneous ...
Research Statistician - Tracking and Estimation Theory with Security Clearance
Charlottesville, VA · On-site
Are you a statistician who wants to see your Bayesian models protect national security? GA-Intelligence is seeking a Statistics PhD to develop tracking algorithms that process data from heterogeneous ...
Design, integrate, and maintain Bayesian Belief Network (BBN) processes that utilize automation tools or scripts to drive predictive, activity-based automated collection. Conduct customer elicitation ...
Design, integrate, and maintain Bayesian Belief Network (BBN) processes that utilize automation tools or scripts to drive predictive, activity-based automated collection. Conduct customer elicitation ...
Design, integrate, and maintain Bayesian Belief Network (BBN) processes that utilize automation tools or scripts to drive predictive, activity-based automated collection. Conduct customer elicitation ...
Design, integrate, and maintain Bayesian Belief Network (BBN) processes that utilize automation tools or scripts to drive predictive, activity-based automated collection. Conduct customer elicitation ...
NLP Developer
Herndon, VA · On-site
... Bayesian probability, supervised and unsupervised learning, descriptive data analysis, and deep learning. • Experience with NLP techniques such as entity extraction, dependency parsing, coreference ...
NLP Developer
Herndon, VA · On-site
... Bayesian probability, supervised and unsupervised learning, descriptive data analysis, and deep learning. • Experience with NLP techniques such as entity extraction, dependency parsing, coreference ...
Statistics Graduate Level Tutor
Blacksburg, VA · Remote
$18 - $40/hr
Deep knowledge of mathematical statistics, maximum likelihood estimation, sufficient statistics, hypothesis testing theory, Bayesian inference, regression analysis, multivariate methods, experimental ...
Statistics Graduate Level Tutor
Blacksburg, VA · Remote
$18 - $40/hr
Deep knowledge of mathematical statistics, maximum likelihood estimation, sufficient statistics, hypothesis testing theory, Bayesian inference, regression analysis, multivariate methods, experimental ...
Bayesian information
See Virginia salary details
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The median wage is $155.9K / yr.
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4% of jobs
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What is a Bayesian?
A Bayesian job typically involves applying Bayesian statistics, probabilistic modeling, and inference techniques to analyze data and make decisions under uncertainty. Professionals in this field use Bayes' theorem to update beliefs based on new evidence, often working in areas like machine learning, finance, healthcare, and research. Common roles include Bayesian statisticians, data scientists, and researchers who build probabilistic models to improve predictions and decision-making.
What are the typical projects or challenges faced in a Bayesian role?
In a Bayesian role, you’ll often work on projects involving probabilistic modeling, uncertainty quantification, and predictive analytics for real-world decision-making. Common challenges include structuring prior distributions, ensuring computational efficiency for complex models, and clearly explaining Bayesian results to non-technical stakeholders. You might collaborate closely with data engineers, domain experts, and business analysts to refine models and translate findings into actionable recommendations. This role offers the opportunity to tackle diverse analytical problems across industries like healthcare, finance, or tech, supporting ongoing professional growth and learning.
What are the key skills and qualifications needed to thrive in a Bayesian role, and why are they important?
To thrive as a Bayesian (typically a Bayesian Data Scientist or Statistician), you need a strong background in probability theory, statistical modeling, and mathematics, often with an advanced degree in statistics, data science, or a related quantitative field. Experience with programming languages such as Python or R, Bayesian analysis libraries (e.g., Stan, PyMC), and familiarity with statistical software are commonly required. Analytical thinking, collaborative teamwork, and the ability to communicate complex results clearly are valuable soft skills in this role. These abilities are essential for designing robust models, interpreting data accurately, and delivering actionable insights to interdisciplinary teams.
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Research Statistician - Tracking and Estimation Theory
Charlottesville, VA • On-site
9.0
Based on 39 frontline employees who took The Breakroom Quiz
10th of 72 rated aerospace companies
Great coworkers
People enjoy working here
Good employer
Recommended by students
Paid breaks
Full-time
Re-posted 3 days ago
Job description
Are you a statistician who wants to see your Bayesian models protect national security?
GA-Intelligence is seeking a Statistics PhD to develop tracking algorithms that process data from heterogeneous sensors, fuse tracks across domains, and enable time-critical intelligence decisions. You'll apply statistical inference, state-space modeling, and Monte Carlo methods to multi-target tracking challenges that combine mathematical rigor with operational constraints.
Your work will span algorithm research, operational analysis, and production deployment-from deriving novel filters to validating performance on classified sensor data to partnering with engineers who implement your algorithms at scale.
DUTIES AND RESPONSIBILITIES:
Algorithm Research and Development:
- Guide the development of state-of-the-art tracking algorithms from existing tracking literature, ensuring technical correctness.
- Develop statistical approaches to data association in multi-target, multi-sensor environments
- Derive probabilistic models for target behavior and sensor measurement processes
- Prototype algorithms in Python, MATLAB, or R and validate performance through Monte Carlo simulation
- Apply modern statistical and computational methods to emerging tracking challenges
Operational Impact:
- Collaborate with intelligence analysts to understand tracking requirements and operational constraints
- Analyze tracking performance on real-world sensor data from classified systems
- Quantify and communicate uncertainty, assumptions, and limitations to support operational decision-making
- Translate operational gaps into tractable statistical problems
- Partner with software engineers to transition algorithms from prototype to production
Research Leadership:
- Publish internal research on tracking advances and algorithmic innovations
- Present findings to technical staff, program managers, and government decision-makers, as well as external conferences
- Contribute to proposal development and help shape future research directions
- Mentor junior team members and future hires
- Stay current with tracking research literature and evaluate applicability to operational problems
Job Qualifications
- Typically requires a bachelor's degree, master's degree or PhD in data science, applied mathematics, statistics, computer science, or related technical/quantitative discipline from an accredited institution and progressive data science experience as follows; five or more years of experience with a bachelor's degree, three or more years of experience with a master's degree, or one or more years with a PhD. May substitute equivalent experience in lieu of education.
- Strong preference for PhD in Statistics, Biostatistics, or closely related quantitative field
- Dissertation research in Bayesian inference, state-space modeling, sequential estimation, or time series analysis
- Strong foundations in statistical inference, probability theory, statistical modeling, and Bayesian methods
- Deep understanding of state-space models, Kalman filtering, and sequential Monte Carlo methods
- Expertise in stochastic processes and time series analysis
- Proficiency in Python, MATLAB, R, or similar scientific computing languages
- Experience implementing statistical algorithms and conducting simulation studies
- Strong analytical and problem-solving abilities
- Ability to communicate complex statistical concepts clearly to technical and non-technical audiences
- Curiosity about operational applications and mission context
- Collaborative mindset-works well with software engineers, intelligence analysts, and researchers
- Ability to obtain and maintain a DoD security clearance is required.
Preferred Qualifications:
Domain Experience:
- Familiarity with tracking, navigation, or multi-target systems
- Experience with sensor fusion or data association problems
- Knowledge of Extended Kalman Filters, Unscented Kalman Filters, particle filters, or IMM filters
- Understanding of coordinate transformations and reference frames
Research Background:
- Contributed to peer-reviewed publications, technical reports, or conference presentations
- Experience with probabilistic programming frameworks
- Dissertation work involving real-world sensor data or applied problems
- Prior internships or collaborations with defense, aerospace, or robotics organizations
- Experience writing technical proposals for government research projects
- Experience leading technical projects or mentoring junior researchers
Technical Breadth:
- Programming experience in one or more languages such as Python, C++, Java
- High-performance computing or numerical optimization
- Version control (Git) and collaborative development practices
- Exposure to real-time systems or computational constraints
Why Join GA-Intelligence
Operational Impact: Your tracking algorithms will run in production systems supporting intelligence analysts and military personnel. Your work directly contributes to national security missions.
Technical Challenge: Multi-target tracking in adversarial environments with heterogeneous sensors is an unsolved research problem. You'll tackle cutting-edge algorithmic challenges that combine statistical rigor with operational constraints.
Collaborative Environment: Work alongside tracking mathematicians, software engineers, intelligence analysts, and mission experts. We value diverse perspectives and believe the best solutions emerge from multidisciplinary collaboration. Our team is committed to advancing the state-of-the-art in tracking while maintaining a culture of innovation, integrity, and teamwork.
Research Opportunities: Continue publishing research, present at conferences, and contribute to the tracking research community while delivering operational capabilities.
Charlottesville Location:
- Blue Ridge Mountains and Shenandoah National Park (30 minutes)
- University town culture with intellectual community (University of Virginia)
- Short average commute (no DC Beltway traffic)
Career Growth:
- Build and lead tracking algorithm research team over time
- Technical leadership opportunities
- Shape strategic direction of tracking capabilities
About General Atomics
Sourced by ZipRecruiter
General Atomics (GA), and its affiliated companies, is one of the world's leading resources for high-technology systems development ranging from the nuclear fuel cycle to remotely piloted aircraft, airborne sensors, and advanced electric, electronic, wireless and laser technologies.
Industry
Space research administration
Company size
10,000+ Employees
Headquarters location
San Diego, CA, US
Year founded
1955
Website
What General Atomics employees say
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Benefits
Hours and flexibility
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