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Data Scientist

Company Overview            
            
Shamrock Trading Corporation is the parent company for a family of brands in transportation services, finance and technology. Headquartered in Overland Park, KS, Shamrock is frequently recognized among the “Best Places to Work” in Kansas City and Chicago and was most recently recognized as one of America’s top 100 “Most Loved Workplaces” by Newsweek. We also have offices in Atlanta, Chicago, Dallas, Ft. Lauderdale, Houston, Laredo, Nashville, Philadelphia and Phoenix.              
           
With an average annual revenue growth of 25% over several decades, Shamrock’s success is attributed to three key factors: hiring the best people, cultivating long-term relationships with our customers and continually evolving in the marketplace.        
 
Responsibilities 
  
Shamrock Trading Corporation is looking for a Data Scientist to join our Data Science and Machine Learning team. This role will collaborate with other organizational units to identify and refine project opportunities that align with strategic business objectives. The Data Scientist needs to be driven to identify descriptive, predictive, and prescriptive insights with our data to enable our stakeholders, identify risk, and impact the bottom line by driving efficiency. 
  
  • Mine and analyze large data sets from proprietary databases for use in reporting, modeling, and ad hoc analysis
  • Communicate findings utilizing data visualization tools
  • Develop products using various machine learning techniques (supervised, unsupervised, and reinforcement learning methods)
  • Coordinate with Machine Learning team to transfer ad hoc analysis and custom models into production deployments and platform integrations
  • Partner with Data Analysts and Machine Learning team to integrate initiatives with our reporting and application data
  • Statistically evaluate and enhance existing deployments to improve performance
  • Manage work independently through prioritized tickets in our enterprise project management tool (Jira)
  • Other duties as assigned
 
Qualifications
  
  • Bachelor's or advanced degree in Statistics, Computer Science, Analytics, Applied Mathematics, Software Engineering, Data Science, or equivalent work experience
  • Experience with development and testing of dynamic pricing models that optimize price points based on multiple factors (i.e. demand fluctuations, user behavior, transaction history, competitive pricing, and external market conditions)
  • Experience with market segmentation and forecasting demand
  • Knowledge of modern data science and product/web analytics tools, techniques, and best practices (Databricks, AWS, etc.)
  • Experience in Data Science or related field
  • Experience with relational databases (SQL Server, Redshift, Postgres, MySQL, etc.). NoSQL experience a plus
  • Experience using statistical programming languages (Python, R, etc.)
  • Experience visualizing/presenting data for stakeholders (Power BI, Tableau, etc.)
  • Advanced quantitative/statistical analysis skills to solve business problems and provide insight using data
  • Understanding of statistical concepts (regression, classification, nearest neighbors, distributions, optimization, statistical tests and proper usage, etc.) and their applications
  • Strong problem solving and written/verbal communication skills
  • A drive to learn and master new technologies and techniques
  • Experience leveraging an IDE (VS Code, PyCharm, Spyder, etc.) and code version control with GitHub
 
Benefits Package                       
                     
At Shamrock we hire bright, ambitious people and give them the tools they need to be successful. By investing in training and development, we hope to become a long-term career for employees, where there are always opportunities for advancement. Shamrock also offers a premier set of benefits for employees and their families:      
  • Medical: Fully paid healthcare, dental and vision premiums for employees and eligible dependents  
  • Work-Life Balance: Competitive PTO, paid leave policies and eligibility for work from home opportunities after an introductory period  
  • Financial: Generous company 401(k) contributions and employee stock ownership after one year  
  • Wellness: Onsite gym, jogging trail, and discounted membership to nearby fitness center 
#LI-NB1 #LI-Onsite 
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CEO of Shamrock Trading Corporation
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Bill Ryan
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What You Should Know About Data Scientist, Shamrock Trading Corporation

Shamrock Trading Corporation is excited to welcome a talented Data Scientist to our dynamic Data Science and Machine Learning team! In this role, you’ll have the unique opportunity to collaborate across teams, seeking out project opportunities that align with our strategic objectives. Your passion for mining and analyzing large datasets will allow you to extract valuable insights that drive efficiency and reduce risk. We can’t wait to see how you’ll leverage machine learning techniques, from supervised modeling to reinforcement learning strategies, to develop innovative products that make a real impact. You’ll not only be working with modern data science tools and techniques but also communicating your findings using engaging data visualization tools. With our commitment to your success, we ensure a supportive environment where you can continuously learn and master new technologies. Plus, our benefits package is truly top-notch, with fully paid healthcare, excellent work-life balance, and career advancement opportunities. If you are a motivated Data Scientist looking to make a difference in a thriving company, Shamrock Trading Corporation is the place for you!

Frequently Asked Questions (FAQs) for Data Scientist Role at Shamrock Trading Corporation
What does a Data Scientist at Shamrock Trading Corporation do?

A Data Scientist at Shamrock Trading Corporation plays a crucial role in analyzing large datasets and developing machine learning models. They work on refining project opportunities that align with the company's business objectives, using their analytical skills to derive insights that drive decision-making and efficiencies across departments.

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What qualifications do I need to apply for the Data Scientist position at Shamrock Trading Corporation?

To apply for the Data Scientist role at Shamrock Trading Corporation, candidates should hold a Bachelor's or advanced degree in a relevant field such as Statistics, Computer Science, or Data Science. Additionally, experience with statistical programming languages like Python or R, as well as strong analytical and problem-solving skills, are essential.

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What machine learning techniques should I be familiar with when applying for the Data Scientist role at Shamrock Trading Corporation?

For the Data Scientist position at Shamrock Trading Corporation, familiarity with supervised and unsupervised machine learning techniques, as well as reinforcement learning methods, is highly beneficial. Applicants should be prepared to apply these techniques to develop products that meet the company’s goals.

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What kind of benefits can I expect as a Data Scientist at Shamrock Trading Corporation?

As a Data Scientist at Shamrock Trading Corporation, you will enjoy a premier benefits package, including fully paid healthcare, generous PTO, 401(k) contributions, employee stock ownership plans, and access to wellness programs like an onsite gym and jogging trail.

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How does Shamrock Trading Corporation support career development for Data Scientists?

Shamrock Trading Corporation is committed to the career development of its employees, including Data Scientists. The company offers training opportunities and encourages continuous learning to help you grow your skills and advance in your career path.

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What tools and programming languages are used by Data Scientists at Shamrock Trading Corporation?

Data Scientists at Shamrock Trading Corporation typically use tools and programming languages such as Python, R, SQL, Databricks, and modern data visualization tools like Power BI or Tableau to analyze data and present findings.

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What kind of projects can a Data Scientist expect to work on at Shamrock Trading Corporation?

A Data Scientist at Shamrock Trading Corporation will work on a variety of exciting projects, including developing pricing models, conducting market segmentation, and forecasting demand, all aimed at enhancing the company’s operational efficiencies and profitability.

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Common Interview Questions for Data Scientist
Can you explain your experience with machine learning techniques applicable to the Data Scientist position?

When answering this question, it's vital to provide specific examples of machine learning projects you've worked on. Discuss the techniques you utilized, such as regression or clustering, and how they contributed to the project's success or decision-making process. Highlight any challenges you encountered and how you overcame them to demonstrate your problem-solving skills.

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How do you handle missing or incomplete data in your analysis?

Emphasize your systematic approach to handling missing data. Discuss techniques you’ve used, like imputation methods or data cleaning processes, and explain why you chose them. Including examples will demonstrate your analytical capabilities and understanding of data integrity.

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Describe a challenging data project you've worked on. What was your approach?

Share a specific project that posed challenges, detailing what made it difficult. Focus on your thought process, what strategies you employed to break down the challenge, and how you collaborated with team members or stakeholders. Illustrate how your analytical skills led to positive outcomes.

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What experience do you have with data visualization, and why is it important?

When discussing your data visualization experience, mention specific tools you have used, such as Tableau or Power BI. Explain the significance of visualization in transforming complex data into understandable insights and how you tailor your presentations to different audiences to enhance understanding.

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How do you stay current with the latest trends and tools in data science?

Discuss the methods you use to keep your skills sharp and current, such as attending workshops, participating in online courses, or engaging with data science communities. Demonstrate a proactive approach to learning and adapting to the rapidly evolving field of data science.

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Can you give an example of how data analysis you conducted impacted business decisions?

Provide a compelling example where your data analysis led to significant business outcomes. Describe the data you worked with, the insights you derived, and how those insights prompted actionable decisions, thereby demonstrating the value you brought to your previous organization.

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What programming languages are you most comfortable with, and how have you used them?

State your proficiency with languages like Python or R, providing examples of how you've utilized them in data science projects. Highlight specific libraries (e.g., Pandas, NumPy, Scikit-learn) and how they aided your analysis or modeling efforts.

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How would you approach a new data project in this role?

Outline your methodology for starting a new data project, from understanding project requirements to gathering and cleaning data, performing analysis, and finally communicating results. Emphasize the importance of collaboration with stakeholders to ensure alignment with business objectives.

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What role do you think communication plays in the role of a Data Scientist?

Highlight the critical nature of communication in the Data Scientist role, explaining how translating complex data findings into business language is essential for stakeholders to make informed decisions. Discuss your strategies for effective communication in both verbal and visual formats.

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What are your thoughts on the impact of automation in data science?

Discuss how you perceive automation as a powerful tool that allows Data Scientists to focus more on strategic projects by automating repetitive tasks. Share your experiences with automation technologies and how they enhance the efficiency and accuracy of data analysis.

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Full-time, on-site
DATE POSTED
November 28, 2024

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