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Senior Manager, Data Science

Bain & Company

This is a Full-time position in Los Angeles, CA posted December 7, 2021.

What Makes Us A Great Place To Work 

We are proud to be consistently recognized as one of the worlds best places to work, a champion of diversity and a model of social responsibility.

We are currently ranked the #1 consulting firm on Glassdoor’s Best Places to Work list, and we have maintained a spot in the top four on Glassdoors list for the last 12 years.

We believe that diversity, inclusion and collaboration is key to building extraordinary teams.

We hire people with exceptional talents, abilities and potential, then create an environment where you can become the best version of yourself and thrive both professionally and personally.

We are publicly recognized by external parties such as Fortune, Vault, Mogul, Working Mother, Glassdoor and the Human Rights Campaign for being a great place to work for diversity and inclusion, women, LGBTQ and parents.

Who Youll Work With : Advanced Analytics Group

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. 

This is an opportunity to be a part of Bain’s expanding data science capability area.

This position will be part of the Advanced Analytics Group (Bain’s team of data science, decision science and primary research experts).

Responsibilities will include working closely with Bain’s consulting teams to develop high quality analytics solutions for our clients, some of the most successful and pioneering businesses in the world.

This will include helping formulate and driving our evolving strategy on how to best support our clients on large data/heavily analytic initiatives.

What Youll Do

Work with consulting teams and clients to understand business problems, translate them into data science projects and appropriately prioritize and execute.

  • Help to increase consulting staff’s knowledge of Advanced Analytics and Data Science.
  • Provide training, documentation and other assistance to Bain’s consulting staff to support and expand the use of data science analytics.
  • Develop and/or implement tools for data acquisition, extraction, transformation, management, and manipulation of large and complex data sets.
  • Develop, prototype, test, and deploy machine learning solutions on wide ranging types of data sets, ranging from a few data points to billions
  • Train relevant AAG team members to support big data/data science initiatives.
  • Develop relationships with external data and analytics vendors and interact with as needed.
  • Keep abreast of new and current statistical methodologies, machine learning and technologolies.

About You

  • 5+ years’ experience in predictive modeling, machine learning, statistical modeling, large scale data acquisition, transformation, and cleaning, both structured and unstructured data
  • A master’s degree or Ph.D.

    in a quantitative discipline such as Computer Science, Engineering, Artificial Intelligence, Applied Mathematics, Econometrics, Statistics, Physics or related field

  • Track record of leading and collaborating on strategic initiatives.
  • Strong team and business communication skills – can walk through approach with technical clients or explain tricky concepts to non-technical people
  • Ability to collaborate with people at all levels and with multi-office/region teams.
  • Must thrive in a fast paced yet sometimes ambiguous environment and be able to work independently.
  • Strategy consulting experience a plus
  • Proficiency with data wrangling, visualization and modeling in either R or Python is required, familiarity with other analytical software such as SAS is a plus
  • Examples of relevant modeling techniques include gradient boosting, support vector machine, topic modeling, word embedding, transformers, CNN, LSTM, time-series analysis, multi-arm bandit, GAN
  • Examples of domain expertise in which we are interested is: customer churn analysis, pricing optimization, time series forecasting, computer vision, recommender systems, market basket analysis, segmentation, graph analytics, natural language processing and text analytics
  • Experience with data science cloud compute platforms is a must
    – distributed computing, GPU, cloud platforms and Big Data (e.g.

    GCP, AWS, MS Azure, Hadoop, Spark, databricks)

  • Experience with Git and modern software development lifecycle is required
  • Experience with containerization such as Docker
  • Agile way of working
  • Experience in multiple machine learning frameworks and tools (e.g.

    scikit-learn, mlr, caret, H2O, TensorFlow, MXNet, PyTorch, CNTK, MLlib) is required

  • Travel required

About Us

Bain & Company is a global consultancy that helps the world’s most ambitious change makers define the future.

Across 63 offices in 38 countries, we work alongside our clients as one team with a shared ambition to achieve extraordinary results, outperform the competition, and redefine industries.

We complement our tailored, integrated expertise with a vibrant ecosystem of digital innovators to deliver better, faster, and more enduring outcomes.

Our 10-year commitment to invest more than $1 billion in pro bono services brings our talent, expertise, and insight to organizations tackling today’s urgent challenges in education, racial equity, social justice, economic development, and the environment.

We earned a gold rating from EcoVadis, the leading platform for environmental, social, and ethical performance ratings for global supply chains, putting us in the top 2% of all companies.

Since our founding in 1973, we have measured our success by the success of our clients, and we proudly maintain the highest level of client advocacy in the industry

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