Overview : As a Data Scientist at Archrock, you will play a crucial role in driving efficiency, reliability, and optimization within our fleet operations through the application of advanced machine learning techniques and data-driven insights.
Essential Duties:
- Machine Learning Development: You will be responsible for executing machine learning projects aimed at optimizing fleet runtime, enhancing reliability, predicting and preventing failures, and planning maintenance activities efficiently.
- Data Analysis and Insight Generation: Utilizing large datasets from various sources, you will analyze data to identify patterns, trends, and opportunities for operational improvements within our gas compressor fleet.
- IT Infrastructure Maintenance and Optimization: You will contribute to the design, maintenance, and optimization of IT infrastructure systems that support the machine learning capabilities, ensuring seamless and efficient data processing.
- Continuous Improvement: A proactive approach to continuous improvement will be essential, as you actively seek opportunities to enhance existing processes, models, and algorithms for better performance and results.
- Personal Development: You will be expected to stay abreast of the latest developments in data science, machine learning, and relevant technologies. Seeking out personal development opportunities and acquiring new skills will be encouraged to maintain a cutting-edge approach.
Non-Essential Duties: Performs other duties as assigned.
All employees shall be in compliance with the Archrock Health Safety and Environmental Policy and local, statutory and/or regulatory requirements at all times.
Minimum Education and Certification:
Bachelor’s or Master’s degree in Computer Science, Data Science, Statistics, or a related field.
Minimum Experience:
- Proven experience in executing machine learning projects and applying data science techniques to real-world challenges.
- Proficiency in programming languages such as Python, R, or similar, and experience with machine learning libraries (e.g., TensorFlow, Scikit-learn, etc.).
- Strong analytical skills with the ability to extract meaningful insights from complex datasets.
- Solid understanding of statistical analysis, predictive modeling, and data visualization.
- Experience in designing and optimizing IT infrastructure to support machine learning workflows, including SQL database schemas.
- Knowledge of gas compressor fleet operations, the oil and gas industry, or related fields will be advantageous.
- Excellent interpersonal skills including the ability to work as part of a team.
- Physical requirements - Must be able to wear personal protective equipment including the use of a respirator. Must be able to respond to visual and audible alarms.
10-15% travel may be required
Working Conditions: (Reasonable accommodations may be made to enable individuals with disabilities to perform the essential functions)
- Must be fit for duty for the job tasks being performed.
- Must meet the medical requirements necessary to wear PPE (includes respiratory protection medical requirements) as required by role.
- Frequently required to display good manual dexterity and to reach with hands and arms.
- Constantly required to talk and hear.
- Frequently required to sit while driving or using a PC.
- Frequently required to stand, walk, stoop, kneel, squat, and twist with good balance.
- Occasionally required to lift, move and carry up to 50 pounds and to push and pull up to 110 pounds.
- Occasionally required to carry at least 40 pounds with one hand for at least 10 feet.
- Occasionally required to crawl, climb in and around equipment, stairs and vertical ladders.
Vision abilities include close vision, distance vision, color vision, and the ability to adjust focus.
This job description is a summary of essential job functions. It is not intended as an employment contract, nor is it intended to describe all duties someone in this position may perform. All employees are expected to perform tasks, as assigned by supervisor, regardless of job title or routine job duties.
Archrock is a premier provider of natural gas compression services to customers in the energy industry throughout the U.S. and a leading supplier of aftermarket services to customers who own compression equipment. With approximately 1,000 employees, our unmatched expertise and team of highly qualified, certified technicians are backed by more than 70 years of industry experience.
Archrock is an Equal Opportunity Employer and gives consideration for employment to qualified applicants without regard to race, color, religion, age, sex, sexual orientation, gender identity, national origin, disability, or protected veteran status.
At Archrock, we value our people, over and above the generous compensation and benefits we offer. We strive to be good stewards of their careers. Career paths are well defined and room for growth is available to everyone. Employees have the flexibility and support to pursue different roles within the company. And in an operation that has locations across the United States they have the freedom to relocate if they desire.
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