Job opening: PHYSICAL SCIENTIST
Salary: $139 395 - 191 900 per year
Published at: Nov 12 2024
Employment Type: Full-time
This is a public notice flyer to notify interested applicants of anticipated vacancies. Applications will NOT be accepted through this flyer. Interested applicants should review the "How to Apply" section of this flyer for more information on how to be considered. This flyer will be used as positions become available. There may or may not be actual vacancies filled from this flyer.
Duties
Generate synthetic data, such as random sampling, data augmentation, compositing, generative adversarial networks, large language models, procedural-generation, and simulation-based techniques.
Plan sensor related areas in synthetic data generation, advanced active and passive electro-optic/infrared sensors, sensor suite technologies, sensor fusion techniques under adverse battlefield environments.
Establish requirements for data generation and curation technical objectives and characteristics.
Design experiments to harness the benefits of mixing different data generation techniques.
Devise and evaluate concepts for design approaches: criteria, parameters, characteristics and interrelationships between synthetic data and real data.
Conduct experiments with tasks and algorithm dependent statistical properties/distributions of real data into the synthetic data.
Develop training data quality control/ quality check processes, as well as developing training data metrics.
Develop standards and test plans to assure accuracy, reliability, traceability, and robustness of synthetic training data solutions.
Conduct experiments, investigations, and testing to produce new data, mathematical models, or methods to test concepts, formulate design criteria, and measure and predict natural and social phenomena and performance.
Design and develop prototypes, technology demonstrators, and engineering models including the direction of the fabrication as required.
Technically coordinate and/or manage the development of synthetic data being executed for in-house efforts or under contract.
Implement and advise on data management and data generation techniques for a variety of sensor technologies to detect, recognize, identify, locate, and track operationally relevant military targets.
Support technology transition through final development and initial fielding.
Develop and prepare professional papers for publication that have a major impact on advancing synthetic data generation; accepted as definitive of important areas of it; or are otherwise recognized as highly innovative and creative.
Provide clear and concise technical communications, from a user perspective to a programmatic perspective, for a wide range of audiences (e.g., customers, organization leadership, peers, etc.).
Utilize data from experiments for use in model training, testing, and validation improving the robustness and generalization of machine learning algorithm.
Requirements
- Appointment may be subject to a suitability or fitness determination, as determined by a completed background investigation.
- This position requires a Secret security clearance/access.
- Travel for duty up to 5%.
- Extended probationary period for the Engineers and Scientists Occupational Family is three years. unless the appointee has previously met the requirements as described in 5 CFR Part 315.
- Foundational Career Level Certification or Contracting Professional Certification must be met within 3 years.
- Advanced Career Level Certification must be met within 4 years.
- Practitioner Career Level Certification must be met within 5 years.
- This is an Army Acquisition, Logistics and Technology Workforce position. Selectee must meet position requirements for Engineering Technical Management (ETM) within 60 months as of entrance on duty.
- Selectee must obtain the highest Career Category Level of certification in the assigned Career Category/Functional Area.
Qualifications
This position is being filled under the Direct Hire Authority (DHA) Bachelors Degrees for Scientific and Engineering Positions (STRLs) authorized by 85 FR 78829 dtd 12/07/2020.
Who May Apply: US Citizens
In order to qualify, you must meet the education and experience requirements described below. Experience refers to paid and unpaid experience, including volunteer work done through National Service programs (e.g., Peace Corps, AmeriCorps) and other organizations (e.g., professional; philanthropic; religious; spiritual; community; student; social). You will receive credit for all qualifying experience, including volunteer experience. Your resume must clearly describe your relevant experience; if qualifying based on education, your transcripts will be required as part of your application. Additional information about transcripts is in this document.
In addition to meeting the basic education requirement listed below, you must have one year of specialized experience equivalent to the next lower grade or band is required. It is defined as one year of specialized experience equivalent to the DB-03 pay band (GS-13 level and DB/DE-03) in the Federal Service. Includes experience in 1) Designing and executing scientific experiments to quantify the effectiveness of mixing synthetic data with real data for diverse capability and technical domains and across many different environmental conditions, 2) Performing complex analyses to provide practical solutions when using synthetic data, in the context of data-driven applications for data-starved and data-rich scenarios, 3) Solving complex training data related challenges such as data scarcity, data augmentation, algorithm dependent and diversified training datasets, training data development for new domains, and experimental and testing designs to meet customer needs, 4) Demonstrating marked technical leadership and technical competence when applying synthetic data across many diverse capability and technical domains in order to gauge the extent to which the perimeters of the state-of-the-art can be obtained.
Basic Requirement for Physical Scientist 1301:
A. Degree: Bachelor's degree (or higher degree) in physical science, engineering, or mathematics that included 24 semester hours in physical science and/or related engineering science such as mechanics, dynamics, properties of materials, and electronics.
OR
B. Combination of Education and Experience: Courses equivalent to one of the majors, as shown in A above, that included at least 24 semester hours in physical science and/or related engineering science, plus appropriate experience or additional education.
Transcripts are required to meet the Basic Education for the applicable series.
Some federal jobs allow you to substitute your education for the required experience in order to qualify. For this job, you must meet the qualification requirement using experience alone--no substitution of education for experience is permitted.
Education
FOREIGN EDUCATION: If you are using education completed in foreign colleges or universities to meet the qualification requirements, you must show the education credentials have been evaluated by a private organization that specializes in interpretation of foreign education programs and such education has been deemed equivalent to that gained in an accredited U.S. education program; or full credit has been given for the courses at a U.S. accredited college or university. For further information, visit:
https://sites.ed.gov/international/recognition-of-foreign-qualifications.
Contacts
- Address FN-W4G8AA US ARMY COMBAT CAPABILITIES DEV CMD
DO NOT MAIL
Aberdeen Proving Ground, MD 21005
US
- Name: Army Applicant Help Desk
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