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Senior Manager, Data Science

Senior Manager, Data Science
Company:

Bain & Company


Details of the offer

WHO YOULL WORK WITH Our Advanced Analytics Group is a team of experts in data science, engineering, marketing science, operations research and primary research. You will work alongside Bain’s consulting teams to provide high quality results for our clients, some of the most successful and pioneering businesses in the world. WHAT YOULL DO You should have previous experience working on globally distributed teams. We do not expect you to always know the answer, but you should be able to communicate with your fellow Bain data scientists across the globe. Primary responsibilities gathering requirements, sourcing data, managing client relationships, and communicating results. Provide data science expertise to Bain case teams and clients worldwide. You will work together with case teams to drive results by assessing needs and developing data science methods, products and capabilities. Develop analytical solutions that bring critical insights to a variety of different problems such as targeting customers and segmenting markets, product design, marketing optimization, demand forecasting and brand valuation, profit and price analyses, fraud detection. Collaborate closely with and influence business consulting staff and leaders as part of multi-disciplinary teams to assess opportunities and develop data driven solutions for Bain clients across a variety of sectors. Research and develop novel machine learning and statistical techniques to solve complex business problems. ABOUT YOU 8 years’ industry experience (or 5 years with a post-graduate degree in a quantitative discipline such as applied mathematics, computer science, statistics etc.) in a data science, advanced analytics or machine learning team. Proven leadership and people management experience. 2 years developing the careers of 4 or more direct reports. A Bachelor’s Degree in Computer Science, Mathematical or Statistical sciences or related quantitative disciplines is required. Proficiency in one of the following programming languages: R, Python, Java, Julia. Proficiency in applied machine learning, optimization, statistical and probabilistic modeling techniques in relevant problem areas such as forecasting, text mining/NLP techniques, clustering, personalization and recommendation engines. Strong theoretical understanding of statistical techniques, machine learning algorithms and their mathematical underpinnings Strong capabilities in SQL and experience working with databases and distributed data (MySQL, PostGreSQL, SQL Server, RedShift, SparkSQL, Hive, Pig) Experience with the Python Data stack and machine learning frameworks (e.g. Numpy, Pandas, Dask, scikit-learn, mlr, caret, H2O, TensorFlow, PyTorch, Caffe,MLlib) is required. Demonstrable experience in exploratory data analysis (Jupyter, D3, Tableau, RStudio), distributed data frameworks (Hadoop, Spark, Hive, Presto etc.), code review and version control tools, batch and streaming data pipeline orchestration (Airflow, Azkaban, Luigi, Kafka), containerization (Docker, Kubernetes etc.) and deployment (Jenkins) is required. Strong interpersonal and communication skills and ability to communicate with cross-functional stakeholders Examples of relevant domain expertise: predictive modeling, customer journey modeling, computational advertising, demand forecasting, recommender systems, cohort analysis and insights generation, graph/text mining Ability to interpret and explain model predictions and insights to varied audiences Ability to thrive in an unstructured environment, working autonomously on a strong team to find opportunity and deliver business impact Some travel required


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Job Function:

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Senior Manager, Data Science
Company:

Bain & Company


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