Data Scientist III

TD Williamson; Salt Lake City (UT); On-site; USD 110,000 - 150,000; Full time

Job summary

TDW is seeking a data scientist to design and deploy models for detection, identification, and regression of pipeline features. You will collaborate with software, mechanical, electrical, and operations teams to create reliable Inline-Inspection solutions in production environments.

The role requires strong Python and ML experience, plus knowledge of signal processing and data visualization. You will engage in Agile project planning and participate in industry events representing TDW.

Qualifications

• Bachelor's degree in a quantitative field or equivalent industry experience.
• 5–10 years of experience in object-oriented programming and SDLC.
• 0–3 years experience with MS Visual Studio.
• 0–3 years experience with C++.
• 5–10 years experience with Python and ML techniques.
• Experience with signal processing and regression analyses.

Responsibilities

• Meet with stakeholders to define solutions.
• Collaborate with Data Science, Software, Mechanical, Electrical, Operations to create Inline-Inspection solutions.
• Design, build, and deploy software in production.
• Lead model/software development from research to lifecycle support.
• Propose performance optimizations and scaling strategies.
• Review models and implement improvements.
• Annotate, clean, and support data used for development.
• Estimate development durations and meet deadlines.
• Plan and track projects using Agile methods.

Skills

Python

Machine Learning

Data Science

C++

Statistics

Communication

Education

Bachelor's degree in Statistics/Physics/Applied Mathematics/Data Science/CS or related field

Tools

PyTorch

TensorFlow

Scikit-learn

Boost

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