Sr Scientist
STC
Description
- Employment Category: Full-Time/Regular
- Location: NCWCP College Park MD
- Travel : Some travel may be required both locally and domestically by car or plane.
- Education: PhD or MS in Atmospheric Science Remote Sensing or a related field with a strong focus on GNSS radio occultation data processing.
- Security Clearance: None
- Citizenship: U.S.
- Salary: Depending on Experience
Job Description
STC supports NOAA NESDISs Center for Satellite Applications and Research (STAR) by providing scientific engineering and programmatic expertise across satellite algorithm development calibration/validation data product generation and technology transition. Our team helps NOAA accelerate the delivery of high-quality environmental data products from current and next-generation satellite systems to users worldwide.
STC is seeking a highly analytical Remote Sensing Data Scientist to support the following support activities for Atmospheric Sciences & Technology Applications (ASTA 2.0) Team to:
- Drive the validation and operationalization of next-generation satellite atmospheric retrievals. This role centers on the GXS T/q Level-2 validation program utilizing Global Navigation Satellite System Radio Occultation (GNSS-RO) measurements as a critical reference dataset.
- Lead the rigorous assessment of both physical and AI/ML inversion algorithms. By adhering to a strict multi-year evaluation schedule and utilizing MTG-IRS as a pre-launch proxy this scientist will ensure that all final algorithm selections meet the strict latency accuracy and format requirements for numerical weather prediction and operational deployment.
- Validation Schedule Execution: Execute formal remote sensing algorithm (NUCAPS MIIDAPS-AI) evaluation cycles including Round 1 retrievals
- Operational Delivery: Prepare baseline code Algorithm Theoretical Basis Documents (ATBD) and evaluation reports. Finalize and deliver the ultimate OCS-compliant operational package in 1-2 years.
- Project Implementation: Collect one year of NESDIS STAR Retrieval Algorithms (NUCAPS MIIDAPS-AI) data and RO data. Check the quality of the RO data and quantify all retrievals using independent datasets. Utilize RO and all available datasets to guide the selection of the best inversion algorithms for GXS by employing MTG/IRS as a proxy.
- Retrieval Accuracy Assessment: Calculate algorithm bias RMSE and vertical structure against independent reference data including radiosondes dropsondes surface observations and reanalysis models.
- Robustness & Yield Evaluation: Analyze error variance convergence/failure modes and retrieval performance across variable conditions such as clouds land/ocean boundaries inversions and aerosol/dust events. Monitor the usable single-FOV retrieval fraction and spatial/temporal representativeness.
- Latency & Efficiency Scoring: Benchmark competing retrieval candidates on wall-clock speed memory/compute demand data-flow latency and near-real-time feasibility.
- NWS / DA Utility Verification: Ensure all variables atmospheric levels metadata and formats fully support operational forecasters and numerical weather prediction (NWP) assimilation requirements.
Benefits:
- Paid Time Off Starting at 80 hrs/yr 11 Federal holidays and 40 hrs/yr Sick Leave
- 401K with up to 4% employer matching contribution
- Comprehensive Medical Dental Vision Insurance Short Term/Long Term Disability
- Flexible spending account
- Health savings account
- Tuition reimbursement
- Domain Expertise: Deep understanding of the physical principles of GNSS Radio Occultation and hyperspectral infrared sounders (e.g. CrIS MTG-IRS).
- Algorithm Familiarity: Experience evaluating physical baseline retrieval methods (such as those utilizing SARTA or PCRTM) and AI/ML approaches (including U-NET or Transformers).
- Programming Skills: Proficiency in Python (NumPy SciPy xarray) and/or Fortran/C for processing large satellite datasets and building automated scoring scripts.
- Data Handling: Extensive experience working with Level-2 retrieval datasets common product formats and applying standardized quality control (QC) definitions.
- Evaluation Governance: Strong ability to operate within a strict governance framework utilizing frozen evaluation criteria test cases and version-controlled submissions. The ability to develop and maintain science applications in cloud-based operating environments is required in support of the NOAA-NESDIS 5-year plan to migrate to a cloud-based production and development environment.
- Cloud Computing: Experience operating data processing pipelines in cloud environments (AWS Google Cloud or Azure) to manage high-volume commercial and government satellite data.
- Algorithm Heritage: Familiarity with NUCAPS MIIDAPS-AI and retrieving atmospheric profiles under all-sky conditions using AI models trained on FV3GFS or ERA-5 data.
- Operational Transition Readiness: Proven track record of evaluating code structure dependencies and calibration sensitivity to assess a scientific algorithms readiness for long-term operational maintainability.
Required Experience:
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