Software Engineer, Metrics Frameworks
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Tech stack
Job description
As a Software Engineer on the Metrics Frameworks team, you will lead the development of tooling to monitor and improve our pipelines' data quality. These pipelines support road event monitoring, data mining and training, and simulation metrics. We are seeking an experienced software/data engineer to build telemetry, data quality inspection tooling, dashboards, and alerting that establish guardrails on data quality (e.g., delay, accuracy, completeness). Your work will increase confidence in our data and downstream metrics for internal customers. These metrics will support and accelerate feature design, prioritization, and development, as well as evaluate the impact of newly released features.
About the Organization: The Metrics Frameworks team falls within the Simulation, Evaluation, and Data organization, which is dedicated to advancing the development of autonomous vehicles through cutting-edge simulation technologies. The Metrics Frameworks team focuses on creating, maintaining, and evolving the analytics framework that supports GM's goal of safe, high-performing, and scalable driverless technology. The team delivers robust and scalable tools that facilitate data-driven decision-making throughout the AV feature development lifecycle. We collaborate closely with Simulation Evaluation, Embodied AI, and System and Test Engineering teams, enhancing productivity across the organization by developing automation tools and shared libraries. We are accountable for the performance, reliability, and scalability OKRs of the analytics framework. This includes, but is not limited to: developing customized analytics workflows; improving operational telemetry and dashboards to track relevant KPIs for prioritization; and identifying, designing, and implementing solutions to achieve key results.
What You'll Do
- Lead the design, implementation, and roadmapdevelopmentfor tooling thatmonitorsdata quality from various sources (simulation, road, etc.) and empowers users to debug dataissues and build quantitative analysis pipelines.
- Acceleratetheteam's effectivenessby designing and implementing scalable automation tools forinspecting data ingestion,processing,inspection,debugging, and performance monitoring.
- Build andoptimizedata processing pipelines to handle large volumes of testing data, enablinglow-latencyinsights for AV testing performance.
- Collaborate with other frameworks and data infra teams to build and deploy toolsthatimprovedeveloper productivity and data reliability.
- Work closely with autonomous vehicle engineering teams to enable rapid iteration, model feedback, and metrics-driven decision-making.
- Maintain a high technical bar for code quality and system designthrough architecturalandcodereviews.
Requirements
- Experience with writing Python in a production environment (unit testing, code review, algorithmperformanceand tradeoffs, etc.)
- Experience withOLAP databases andSQL related technologies (e.g.,Big Query,Databricks,DuckDB,etc)
- Experience withdata orchestration and transformation tools likeAirflow, DBT,etc
- Experience developing scalable softwareand datasolutions used by many developersand stakeholdersand capable ofprocessingpetabytes of data
- Experience with time-series data analysis and online performance monitoring tools
- Experience developing automation scripts (Python and Bash scripts)
- BS inComputer Science,Computer Engineering,Electrical Engineering, Mechanical Engineering, or Aerospace Engineering
- 5+ years of industry experience
- Strong organizational and communication skills
What Will Give You A Competitive Edge
- Familiarity with ROS, Python bindings for C++, and plotting/visualization libraries
- Experience working in the Autonomous Vehicle or Robotics industry
- Experience with full-stack languages and frameworks, such as Nest.js, React, Django, etc.
- Knowledge of machine learning frameworks and their application in testing automationand metrics generation.
- Experience building high performance framework / infrastructure and performance optimization in C++ Experience working within amonorepoand using Bazel
Benefits & conditions
- The salary range for this role is $123,200 and $189,100. The actual base salary a successful candidate will be offered within this range will vary based on factors relevant to the position.
- Bonus Potential: An incentivepayprogram offers payouts based on company performance, job level, and individual performance., * GM offers a variety of health and wellbeing benefit programs.Benefit options include medical, dental, vision, Health Savings Account, Flexible Spending Accounts, retirement savings plan, sickness and accident benefits, life insurance, paid vacation & holidays, tuitionassistanceprograms, employeeassistanceprogram, GM vehicle discounts and more.
About GM
Our vision is a world with Zero Crashes, Zero Emissions and Zero Congestion and we embrace the responsibility to lead the change that will make our world better, safer and more equitable for all.
Why Join Us
We believe we all must make a choice every day - individually and collectively - to drive meaningful change through our words, our deeds and our culture. Every day, we want every employee to feel they belong to one General Motors team.