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Probabilistic Programming Bayesian Jobs in Arizona

Northrop Grumman Space Systems is seeking Systems Engineer - Level 2 to join our team located in ... Bayesian statistical methods highly desired Experience performing Probabilistic Risk Assessments ...

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Probabilistic Programming Bayesian information

What is probabilistic programming in the context of Bayesian statistics?

Probabilistic programming in the context of Bayesian statistics refers to writing computer programs that use probability distributions and Bayesian inference to model uncertainty and learn from data. These programs allow users to define complex probabilistic models using code, making it easier to specify, fit, and analyze Bayesian models. Probabilistic programming languages, such as Stan, PyMC, or Edward, provide tools to automate inference, enabling practitioners to focus on modeling rather than mathematical derivations. This approach is widely used in fields like machine learning, data science, and scientific research to handle uncertainty and make predictions.

What are the key skills and qualifications needed to thrive as a probabilistic programming Bayesian specialist?

To thrive as a Probabilistic Programming Bayesian specialist, you need a strong background in statistics, probability theory, and Bayesian inference, often supported by a degree in mathematics, statistics, computer science, or a related field. Expertise with probabilistic programming languages (such as Stan, PyMC, or TensorFlow Probability) and familiarity with statistical modeling software are also essential. Analytical thinking, problem-solving, and effective communication skills help translate complex models into actionable insights and collaborate with interdisciplinary teams. These skills and qualities are crucial for developing robust, interpretable models that inform decision-making in research and industry applications.

What are the typical challenges faced by professionals working in probabilistic programming with a Bayesian focus, and how can they be addressed?

Professionals working in Probabilistic Programming with a Bayesian focus often encounter challenges related to model complexity, computational efficiency, and communicating results to non-technical stakeholders. Building accurate Bayesian models requires careful selection of priors and an understanding of underlying data distributions, which can be demanding without robust domain expertise. Additionally, computational demands can be high, especially for large datasets or complex hierarchical models, making efficient sampling and approximation methods essential. Collaborating closely with domain experts and leveraging modern probabilistic programming frameworks can help address these challenges and ensure practical, interpretable results.

What is the difference between Probabilistic Programming Bayesian vs Data Scientist?

AspectProbabilistic Programming BayesianData Scientist
Required credentialsBackground in statistics, probability, programmingStatistics, computer science, or related degree
Work environmentResearch, modeling, algorithm developmentData analysis, visualization, business insights
Industry usageAI, machine learning, research projectsBusiness, finance, tech, healthcare

Probabilistic Programming Bayesian focuses on developing models using Bayesian methods and probabilistic programming languages, often in research or AI development. Data Scientists analyze data to extract insights, build predictive models, and support decision-making. While both roles require statistical knowledge, Bayesian programmers specialize in probabilistic modeling, whereas Data Scientists apply a broader set of data analysis techniques.

What job categories do people searching Probabilistic Programming Bayesian jobs in Arizona look for?

The top searched job categories for Probabilistic Programming Bayesian jobs in Arizona are:

What cities in Arizona are hiring for Probabilistic Programming Bayesian jobs?

Cities in Arizona with the most Probabilistic Programming Bayesian job openings:

Systems Engineer - Level 3

Chandler, AZ • On-site


Northrop Grumman Corporation
Space Research Administration • 10K+ employees

8.3

Company rating: 8.3 out of 10

Based on 368 frontline employees who took The Breakroom Quiz

66th of 545 rated manufacturers

People enjoy working here

Good employer

Recommended by students


$98K - $147K/yr

Full-time

Medical, Life, PTO

Re-posted 25 days ago


Job description

RELOCATION ASSISTANCE: Relocation assistance may be availableCLEARANCE REQUIRED FOR START: YesCLEARANCE TYPE: SecretTRAVEL: Yes, 10% of the TimeDescriptionAt Northrop Grumman, our employees have incredible opportunities to work on revolutionary systems that impact people's lives around the world today, and for generations to come. Our pioneering and inventive spirit has enabled us to be at the forefront of many technological advancements in our nation's history - from the first flight across the Atlantic Ocean, to stealth bombers, to landing on the moon. We look for people who have bold new ideas, courage and a pioneering spirit to join forces to invent the future, and have fun along the way. Our culture thrives on intellectual curiosity, cognitive diversity and bringing your whole self to work - and we have an insatiable drive to do what others think is impossible. Our employees are not only part of history, they're making history.

Northrop Grumman Space Systems is seeking Systems Engineer - Level 3 to support the Systems Engineering Integration and Test (SEIT) Reliability Engineering (RAM&T) Team.

Responsibilities:

  • Develop, coordinate and conduct technical reliability analyses and evaluations for hardware using MIL-HDBK-217F or equivalent and software reliability analysis using IEEE STD 1633-2016 or equivalent as guides using Windchill Risk & Reliability or Reliasoft package (Lambda Predict, BlockSim) software

  • Develop coordinate and conduct Failure Modes Effects and Criticality Analysis (Functional, Interfaces, and Part-Level) using MIL-STD-1629 for hardware as a guide at the launch vehicle system

  • Develop coordinate and conduct Fault Tree Analysis (FTA) for hardware systems using Windchill Risk & Reliability software

  • Support evaluation of launch vehicle systems and associated Built in Test (BIT) hardware / software to maximize failure mode test coverage and minimize potential for BIT false alarm

  • Evaluate and score hardware/software nonconformance reports to identify failures and use the data to calculate acceptance screening and corrective action effectiveness values and perform/support demonstrated reliability assessments.

  • Coordinate with various engineering organizations to assign and plan the methods and detailed activities to demonstrate required product reliability performance.

  • Analyze customer requirements and manage cost/schedule to develop reliability engineering programs to achieve company, customer and government agency reliability objectives.

Basic Qualifications:

  • Bachelor's degree in Engineering, Mathematics, or Statistics with 5 years of experience, 3 years with a Masters, 1 years with a PhD.

  • Ability to discuss technical terms with design engineers of several disciplines to understand function to correlate the function to reliability terms.

  • 2-8 years of experience, including experience performing reliability and FMEA / FMECA /FTA analyses.

  • Self-driven to complete studies independently and be able to present the results to a wide variety of audiences.

  • Computer skills including use if MS Excel, Word and Power point.

  • Must have a U.S. Government DoD Secret security clearance prior to start

  • This position requires the applicant to be a U.S. citizen.

Preferred Qualifications:

  • Thorough knowledge of statistics with functional knowledge of Bayesian statistical methods highly desired.

  • Experience performing Probabilistic Risk Assessments (PRA) a plus.

  • Experience using Reliability and Statistical Software (Windchill Risk & Reliability, Reliasoft BlockSim, Reliasof Lambda Predict, MATLAB/Python, etc.) a plus.

  • Knowledge of launch vehicle systems, devices and control theory a major plus.

Curious about all the exciting developments with the Northrop Grumman Space Sector? Click the link below:

https://www.northropgrumman.com/space

Working at Northrop Grumman is more than just a paycheck. We offer a comprehensive Total Rewards and benefits package designed to help you thrive at work and in life. For more information on our Total Rewards package, please visit our Total Rewards site.

Primary Level Salary Range: $98,400.00 - $147,600.00The above salary range represents a general guideline; however, Northrop Grumman considers a number of factors when determining base salary offers such as the scope and responsibilities of the position and the candidate's experience, education, skills and current market conditions.Depending on the position, employees may be eligible for overtime, shift differential, and a discretionary bonus in addition to base pay. Annual bonuses are designed to reward individual contributions as well as allow employees to share in company results. Employees in Vice President or Director positions may be eligible for Long Term Incentives. In addition, Northrop Grumman provides a variety of benefits including health insurance coverage, life and disability insurance, savings plan, Company paid holidays and paid time off (PTO) for vacation and/or personal business.The application period for the job is estimated to be 20 days from the job posting date. However, this timeline may be shortened or extended depending on business needs and the availability of qualified candidates.Northrop Grumman is an Equal Opportunity Employer, making decisions without regard to race, color, religion, creed, sex, sexual orientation, gender identity, marital status, national origin, age, veteran status, disability, or any other protected class. For our complete EEO and pay transparency statement, please visit http://www.northropgrumman.com/EEO. U.S. Citizenship is required for all positions with a government clearance and certain other restricted positions.

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About Northrop Grumman

Sourced by ZipRecruiter

At Northrop Grumman, our employees have incredible opportunities to work on revolutionary systems that impact people's lives around the world today, and for generations to come. Our pioneering and inventive spirit has enabled us to be at the forefront of many technological advancements in our nation's history - from the first flight across the Atlantic Ocean, to stealth bombers, to landing on the moon. We look for people who have bold new ideas, courage and a pioneering spirit to join forces to invent the future, and have fun along the way. Our culture thrives on intellectual curiosity, cognitive diversity and bringing your whole self to work - and we have an insatiable drive to do what others think is impossible.

Industry

Space research administration

Company size

10,000+ Employees

Headquarters location

Falls Church, VA, US

Year founded

1939


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