Data Scientist III

01 TDW (US), Inc.; Salt Lake City (UT); On-site; USD 120,000 - 160,000; Full time

Job summary

01 TDW (US), Inc. is seeking a senior data scientist to design, implement, and improve models for detection, identification, classification, and regression in inline-inspection systems.

You will prototype new methodologies, collaborate across disciplines, and deploy software in production environments. Ideal candidates have a strong background in statistics or related fields, extensive Python experience, and a track record with ML models for detection/classification, signal processing, and data

Qualifications

• Bachelor’s degree or equivalent industry experience in a quantitative field.
• 5-10 years experience with object-oriented programming, test driven development, and software development life cycle.
• 0-3 years experience with MS Visual Studio development environment.
• 0-3 years experience with C++.
• 5-10 years experience with Python.
• 5-10 years experience with Regression Analysis.
• 5-10 years experience with Signal Processing.
• 5-10 years experience with Machine Learning Models for detection/classification.

Responsibilities

• Meet with stakeholders to define solutions.
• Collaborate heavily with other Data Scientists, Software, Mechanical, Electrical, Operations, and other departments to create solutions to Inline-Inspection problems.
• Design, build and deploy software in a production environment.
• Direct and collaborate on problems of varying complexity with support from other engineers.
• Development of models/software from: research, concept, design, unit testing, code reviews, to life cycle support.
• Propose and implement performance optimizations and scaling strategies.
• Review existing models and propose improvements.
• Requires annotation, cleaning, and technical support for any related data utilized while developing software/models.
• Estimate development durations and meet deadlines.
• Plan and track projects using Agile methodology and designated project software.
• Represent TDW at industry events.

Skills

Python

Machine Learning

C++

Data Visualization

Neural Networks

PyTorch

TensorFlow

Scikit-learn

Software Development

Signal Processing

Education

Bachelor’s degree in Statistics, Physics, Applied Mathematics, Data Science, Computer Science or related field

Tools

MS Visual Studio

Job description

At TDW we put people first - that means working everyday to ensure the pipelines that run through our communities are operating safely and reliably. What sets us apart is our expertise, experience and commitment. Each day we dedicate ourselves to treating each other, our customers and our community with care and respect.

Responsible for the models used in detection, identification, classification, and regression of pipeline features. Prototypes new methodologies and improves on old ones to ensure TDW remains a trusted pipeline services provider. Responsible for the design/development, modification, and implementation of models for detection, identification, classification, and regression.

Key Responsibilities

Primary duties may include, but are not limited to:

• Meet with stakeholders to define solutions
• Collaborate heavily with other Data Scientists, Software, Mechanical, Electrical, Operations, and other departments to creates solutions to Inline-Inspection problems
• Design, build and deploy software in a production environment
• Direct and collaborate on problems of varying complexity with support from other engineers
• Development of models/software from: research, concept, design, unit testing, code reviews, to life cycle support
• Propose and implement performance optimizations and scaling strategies
• Review existing models and propose improvements
• Requires annotation, cleaning, and technical support for any related data utilized while developing software/models
• Estimate development durations and meet deadlines
• Plan and track projects using Agile methodology and designated project software
• Represent TDW at industry events

Experience

Bachelor's degree in Statistics, Physics, Applied Mathematics, Data Science, Computer Science or related field or equivalent industry experience

• 5-10 years experience with object-oriented programming, test driven development, and software development life cycle
• 0-3 years experience with MS Visual Studio development environment
• 0-3 years experience with C++
• 5-10 years experience with Python
• 5-10 years experience with Regression Analysis
• 5-10 years experience with Signal Processing
• 5-10 years experience with Machine Learning Models for detection/classification

Knowledge, Skills, and Abilities

• Good Customer Service Skills
• Excellent verbal and written communication skills
• Experience with Python, specifically PyTorch, Tensorflow, Boost, Neural Networks, and/or Scikit-learn
• Firm grasp of data visualization of signal/sensor (non-tabular) data
• Filtering/Signal Processing as well as simulation of signal data is preferred
• Understanding of In-Line Inspection Technologies, such as EMAT or Ultrasonic is preferred

For more than 100 years, we've partnered in the oil and gas industry to deliver innovative solutions that maximize uptime, improve throughput, avoid shutdown and minimize risk. We are experienced at accepting new challenges and responding in a way that meets goals while protecting people, assets and the planet.

“Throughout the world today, TDW people are known for their dedication to customer service, to quality, to technical competence, to cooperating with each other, and above all, honesty and fair dealing with everyone.” - T. D. Williamson Jr.