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🧪Data Scientist

Data Scientist, Senior (Oakland, CA, US, 94612)

Pacific Gas And Electric Company · Oakland, CA, US, 94612
// classified as
Data Scientist (Modeling, experiments, research.)
posted
1d ago
location
Oakland, CA, US, 94612
languages
python
tools
aws, azure
> stack
pythonawsazure
> description
<p>Requisition ID # 171817 </p> <p><p>Job Category: Accounting / Finance </p> <p>Job Level: Individual Contributor</p> <p>Business Unit: Information Technology</p> <p>Work Type: Hybrid</p> <p>Job Location: Oakland</p> <p> <p> <p> <p><p><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><strong>Department Overview</strong></span></p> <p><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">The Data Science &amp; Artificial Intelligence Department consists of a “Delivery” team that develop data science and machine learning solutions.</span></p> <p><br><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">As a Delivery team, this Department uses industry leading data science and change management practices to drive PG&amp;E’s transition to the sustainable grid of the future. The Department works cross-functionally across the company to enable data driven decisions applying analytics, as well as improvements to relevant business processes. Deployed to some of PG&amp;E’s highest priority arenas, the Department does not specialize in a traditional utility domain, such as asset management or program administration, but instead specializes in extracting useful insights from disparate datasets and facilitating actions informed by these insights.</span></p> <p><br><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><strong>Position Summary</strong></span></p> <p><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">PG&amp;E is looking for a senior Data Scientist with experience in Computer Vision delivering data science products end-to-end. In this role, the successful candidates will be uniquely positioned at the forefront of utility industry analytics, having the opportunity to advance PG&amp;E’s triple bottom line of People, Planet, and Prosperity. This team works on a wide variety of difficult problems, offering great variety in the work, and constant opportunity to explore and learn. Current and past engagements include:</span></p> <ul style="list-style-type:disc"> <li style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">Developing computer vision models that improve, accelerate, and automate grid asset inspections processes</span></li> <li style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">Predicting electric Transmission &amp; Distribution equipment failure before it occurs, allowing for proactive maintenance</span></li> <li style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">Forming the analytical framework behind PG&amp;E’s Transmission Public Safety Power Shutoff</span></li> </ul> <p><br><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">PG&amp;E is providing the full salary/pay range for this position.  The actual amount paid to an individual will be based on multiple factors, including, but not limited to, internal equity,<strong> </strong>specific skills, education, licenses or certifications, experience, market value, and geographic location.  <strong>The range to reasonably expect will be around the minimum and the midpoint $126,000 - $163,000.  The final decision will be made on a case-by-case basis related to the factors above. </strong>This job is also eligible to participate in PG&amp;E’s discretionary incentive compensation programs. </span></p> <p> </p> <p><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">Bay Area Min: $ 126,000</span></p> <p><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">Bay Area Max: $ 200,000</span></p> <p> </p> <p><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">This position is hybrid, working from your remote office and the Oakland General Office (OGO) based on business needs.</span></p> <p><br><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><strong>What You'll Do</strong></span></p> <ul style="list-style-type:disc" type="disc"> <li style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">Develop, calibrate, validate, and maintain scalable computer vision ML algorithms to extract intelligence from image-based data.</span></li> <li style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">Iterate and incorporate new ML algorithms to continuously improve product performance under a variety of conditions.</span></li> <li style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">Identify optimal analytical methods and solutions for algorithm development.</span></li> <li style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">Provide insight and recommendations for the architecture design based on information obtained from machine learning algorithms, advanced mathematical models, and business expertise.</span></li> <li style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">Create data pipelines to add structure to the resultant data extracted from images, and work to integrate the data into other algorithms and visualization tools and platforms.</span></li> <li style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">Provide technical expertise in building an analytics-driven product pipeline.</span></li> <li style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">Assess needs and recommend experiments and projects, suggest new algorithmic development, and drive tactical decisions about approaches and data requirements.</span></li> <li style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">Collaborate with end-user and product owners to understand computer vision needs.</span></li> <li style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">Design and implement methodologies for testing and accuracy assessment.</span></li> <li style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">Provide production support for computer vision components.</span></li> <li style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">Further the goals and positive, professional image of the Division through effective dealings with customers, stakeholders and other MEPPI divisions.</span></li> </ul> <p><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><strong><br>Qualifications</strong></span><br><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">Minimum:</span></p> <ul style="list-style-type:disc" type="disc"> <li style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">Bachelor’s degree in data science, Machine Learning, Computer Science, Physics, Econometrics or Economics, Engineering, Mathematics, Applied Sciences, Statistics, or equivalent field</span></li> <li style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">4 years of experience in computer vision, machine learning, and/or image processing</span></li> </ul> <p><br><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">Desired:</span></p> <ul style="list-style-type:disc" type="disc"> <li style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">Master’s degree in data science, Machine Learning, Computer Science, Physics, Econometrics or Economics, Engineering, Mathematics, Applied Sciences, Statistics, or equivalent field</span></li> <li style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">Advanced software engineering skills and experience with Python programming</span></li> <li style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">knowledge of deep learning, including semantic segmentation and object detection</span></li> <li style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">Ability to learn, adapt and utilize new technology related to the Power-I Substation Monitoring Platform</span></li> <li style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">Advanced interpersonal, communications and presentation skills</span></li> <li style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">Advanced analytical and problem-solving skills</span></li> <li style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">Advanced computer skills with emphasis on Microsoft Office products to prepare reports, analysis and schedules</span></li> <li style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">Experience with handling large datasets and cloud computing platforms (e.g. AWS, Azure, GCP, or other enterprise level analytics platforms</span></li> <li style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">Experience turning business needs into technical requirements, and structuring developments, analysis and validation plans to meet requirements</span></li> <li style="font-family:arial, helvetica, sans-serif;font-size:12.0pt"><span style="font-family:arial, helvetica, sans-serif;font-size:12.0pt">Relevant industry experience (electric or gas utility, EV charging infrastructure, Vehicle-Grid integration, distributed energy resources, analytics consulting, etc.)</span></li> </ul>