Expert, Data Scientist
7 days ago
Requisition ID # 168281
Job Category: Accounting / Finance
Job Level: Individual Contributor
Business Unit: Operations - Other
Work Type: Hybrid
Job Location: Oakland
Position Summary
This position develops models to support aspects of the Vegetation Management Operational Analytics implementation and operations. This position designs, develops and executes scripts, programs, models, algorithms, and processes, using structured and unstructured data from disparate sources and sizes to develop and deploy models quantifying the probability of failure for vegetation in system territory. This individual collaborates with a multi-disciplinary project team of data scientists, data engineers, and subject matter experts on technical development phases: data engineering, analytics/modelling, and visualization/user interface. This individual interacts with technical and non-technical clients to resolve analysis and technical issues, working with teams, clients, and senior leadership throughout the development cycle practicing continuous improvement. This role aims to quantify vegetation risk and develop tools to enable risk-informed operational planning and decision making. This position is expected to drive down vegetation failures on the system to ensure the safety of our customers.
This position is hybrid. You will work from your remote office and your assigned location based on business needs. The headquarters location is flexible within the PG&E service territory.
PG&E is providing the salary range that the company in good faith believes it might pay for this position at the time of the job posting. This compensation range is specific to the locality of the job. The actual salary paid to an individual will be based on multiple factors, including, but not limited to, specific skills, education, licenses or certifications, experience, market value, geographic location, collective bargaining agreements, and internal equity. Although we estimate the successful candidate hired into this role will be placed towards the middle or entry point of the range, the decision will be made on a case-by-case basis related to these factors.
A reasonable salary range is:
Bay Area Minimum: $140,000
Bay Area Mid-Point: $189,000
Bay Area Maximum: $238,000
&/OR
CA Minimum: $133,000
CA Mid-Point: $180,000
CA Maximum: $226,000
This job is also eligible to participate in PG&E's discretionary incentive compensation programs.
Job Responsibilities
- Shares and collaborates with other PG&E data science professionals.
- Works closely with domain experts to develop relevant domain knowledge in vegetation and electric assets, as well as knowledge of related datasets in climatology and meteorology.
- Maintains and enhances data pipelines within the Palantir Foundry platform.
- Works with business partners to advance business processes, based on analytical findings.
- Applies machine learning and first principles modeling methods to develop robust and reliable analytical models, including visualizations, within the Palantir Foundry & AWS SageMaker platforms.
- Documents data sources, methodology, and model evaluation metrics.
- Serves as the technical lead for development of high complexity models.
- Assesses business implications associated with modeling assumptions, inputs, methodologies, technical implementation, analytic procedures and processes, and advanced data analysis.
- Works with sponsor departments and company subject matter experts to understand application and potential of modeling solutions that create value for end-users.
- Presents findings and makes recommendations to senior management.
- Works with all levels of leadership across functions to influence decisions.
- Works independently on highly complex issues. Applying advanced knowledge and problem-solving skills to wide-ranging issues. Integrates industry knowledge related to data into everyday business practices and decision making.
Qualifications
Minimum:
- Bachelor's degree in computer science, engineering, applied sciences, mathematics, statistics, econometrics or similar quantitatively focused subject areas or job-related experience
- 8+ years of relevant experience in data science or advanced analytics, OR master's degree and job-related experience, 6 years, OR Doctorate Degree and job-related experience, 3 years
Desired:
- Graduate degree in computer science, engineering, applied sciences, mathematics, statistics, econometrics or similar quantitatively focused subject areas or job-related experience
- Relevant industry (vegetation, forestry) experience, 3 years
- Experience collaborating on a data science team and conducting peer reviews of code and modeling work
- Knowledge of a variety of machine learning techniques (clustering, decision tree learning, artificial neural networks, etc.) and their real-world advantages/drawbacks
- Experience with the following programming languages: PySpark, Python, and SQL
- Experience with Palantir Foundry, AWS SageMaker, and GitHub
- Ability to synthesize complex information into clear insights and translate those insights into decisions and actions
- Ability to clearly communicate complex technical details and insights to colleagues and stakeholders
- Familiarity with Agile product management
- Detail-oriented and meticulous about documentation
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