Sr. Data Scientist
Holland, L.P. · University Park, IL · 2 mo ago
Information TechnologyFull-time
Responsibilities
- Work with stakeholders throughout the company and industry to identify opportunities for leveraging industry data to drive business solutions
- Extend company’s data with third party sources of information when needed
- Mine and analyze data from existing company databases as well as customer databases to drive optimization and improvement of product development, marketing techniques, and business strategies using state-of-the-art methods
- Assess the effectiveness and accuracy of new data sources and data gathering techniques
- Develop custom data models and algorithms to apply to data sets
- Develop machine and deep learning-based algorithms that eliminate or minimize manual data processing or reporting
- Develop various testing frameworks and test model quality
- Coordinate with different functional teams to implement models and monitor outcomes
- Develop processes and tools to monitor and analyze model performance and data accuracy
Requirements
Physical Requirements
- Ability to lift up to 25 lbs. with or without reasonable accommodation
- Ability to travel up to 30% of the time to customer offices, railroad track testing sites, and on TrackSTAR® testing vehicles
- Ability to walk on rough ground/railroad track, climb vehicle ladders, inclines, and work on vehicle systems in the field or shop
Environmental Conditions
- Ability to handle typical weather extremes when working in the field
- Willingness to wear PPE (hard hat, safety glasses, hearing protection, steel-toed boots) as required
- General office/home environment
Qualifications
- Master’s in Statistics, Mathematics, Computer Science, or another quantitative field preferred; STEM graduates considered depending on experience
- 10+ years of experience manipulating data sets and building statistical models
- Railroad industry experience is a plus
- Familiarity with the following software/tools:
- Coding knowledge and experience with multiple languages, primarily Python
- Knowledge and experience in statistical and data mining techniques: GLM/Regression, Random Forest, Boosting, Trees, text mining, social network analysis, etc.
- Experience querying databases and using statistical computer languages: R, Python, SQL, SAS, etc.
- Experience using web services: Redshift, S3, Spark, etc.
- Experience creating and using advanced machine learning algorithms and statistics: regression, simulation, scenario analysis, modeling, clustering, decision trees, neural networks, etc.
- Experience with distributed data/computing tools: Map/Reduce, Hadoop, Hive, Spark, MySQL, etc.
- Experience visualizing/presenting data for stakeholders using: Periscope, Business Objects, D3, ggplot, etc.
- Strong problem-solving skills with an emphasis on business solutions for our customer base
- Experience working with and creating data architectures
- Ability to communicate technical verbiage to a non-technical audience
- Excellent written and verbal communication skills for coordinating across teams
- A drive to learn and master new technologies and techniques
- Maintain a valid driver license and abide by our Corporate Fleet Policy
- Ability to successfully complete all pre-employment testing required by Holland L.P.
Wage Type: Salaried Exempt