refresh

트렌딩 기업

트렌딩

채용

JobsAptiv

Data Close Loop Leader

Aptiv

Data Close Loop Leader

Aptiv

Shanghai, China

·

On-site

·

Full-time

·

5d ago

Help shape the future of mobility.

Imagine a world with zero vehicle accidents, zero vehicle emissions, and wireless vehicle connectivity all around us. Every day, we move closer to making that world a reality. Aptiv’s passionate team of engineers and developers creates advanced safety systems, high-performance electrification solutions and data connectivity solutions so that automakers can bring advanced capabilities to more people around the globe. This is how we enable sustainable mobility and help to prevent accidents caused by human error.

Want to join us?

Your Role

1.设计并开发高可用、可扩展的数据闭环平台,覆盖数据采集、传输、存储、标注、挖掘、仿真回灌等环节

2.构建场景库管理系统,支持基于规则/机器学习的 Corner Case自动挖掘(如 cut-in、鬼探头、低附着路面)

3.开发仿真回灌(Reinjection Simulation)工具链,支持将实车数据在台架等仿真环境中复现

4.实现自动化测试流水线,将闭环数据自动触发仿真测试,并生成评估报告(如指标对比、回归分析)

5.与算法团队合作,建立数据-模型-性能的反馈机制,量化数据对模型精度的提升效果

6.优化数据存储与计算成本,设计高效的数据版本管理与元数据索引策略

7.支持 HIL/SIL 测试中的数据注入需求,确保仿真与实车行为一致性

Your Background

1.计算机科学、软件工程、车辆工程、自动化或相关专业本科及以上学历

  1. 3 年以上自动驾驶/ADAS 相关开发经验,有完整数据闭环系统落地经验

3.精通 Python,熟悉 C++/Java/Go 至少一种

4.熟悉常用数据处理框架(如 Pandas, Spark, Dask)和数据库(如 PostgreSQL, MongoDB, InfluxDB)

5.熟悉自动驾驶数据格式(如 ROS bag, Apollo Record, BAG, MDF4)及传感器数据解析(Camera, Radar, LiDAR, GNSS/IMU)

6.了解仿真平台(如 Car Maker)及场景描述标准(OpenSCENARIO, OpenDRIVE)

7.具备 Linux 环境开发能力,熟悉 Docker、Git、CI/CD 流程

8.良好的沟通能力和跨团队协作意识

优先考虑:

有IPG Car Maker开发和使用经验熟悉火山/阿里/腾讯云平台K8S开发和部署经验

Why join us?

  • You can grow at Aptiv. Aptiv provides an inclusive work environment where all individuals can grow and develop, regardless of gender, ethnicity or beliefs.
  • You can have an impact. Safety is a core Aptiv value; we want a safer world for us and our children, one with: Zero fatalities, Zero injuries, Zero accidents.
  • You have support. We ensure you have the resources and support you need to take care of your family and your physical and mental health with a competitive health insurance package.

Apply today, and together let’s change tomorrow!

  • Privacy Notice
  • Active Candidates: https://www.aptiv.com/privacy-notice-active-candidates

Aptiv is an equal employment opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, national origin, sex, gender identity, sexual orientation, disability status, protected veteran status or any other characteristic protected by law.

Total Views

0

Apply Clicks

0

Mock Applicants

0

Scraps

0

About Aptiv

Aptiv

A global technology company that develops safer, greener, and more connected solutions, which enable the future of mobility.

10,001+

Employees

Dublin

Headquarters

Reviews

3.8

5 reviews

Work Life Balance

2.5

Compensation

2.8

Culture

3.2

Career

3.0

Management

2.3

Pros

Cutting-edge automotive technology and innovation

Interesting projects with real impact

Great team members and colleagues

Cons

Poor work-life balance during projects

Job instability and mass layoffs

Bad management and leadership

Salary Ranges

295 data points

L2

L3

L4

L5

L6

L2 · Data Scientist L2

0 reports

$68,250

total / year

Base

$27,300

Stock

$34,125

Bonus

$6,825

$47,775

$88,725

Interview Experience

4 interviews

Difficulty

3.8

/ 5

Duration

14-28 weeks

Experience

Positive 0%

Neutral 0%

Negative 100%

Interview Process

1

Application Review

2

Resume Review

3

Recruiter Screen

4

Phone Interview

5

Final Interview

6

Offer Decision

Common Questions

Behavioral/STAR

Past Experience

Culture Fit

Industry Knowledge

Leadership Scenarios