Senior Data Scientist - QuantumBlack - Growth, Marketing & Sales
Company: McKinsey Social Initiative Inc
Location: San Francisco
Posted on: March 19, 2023
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Job Description:
As a Senior Data Scientist at QuantumBlack, you will be based in
one of our offices in North America, and work in close
collaboration with the Growth, Marketing & Sales practice, other
data scientists, data engineers, machine learning engineers,
designers, and project managers on interdisciplinary projects. You
will use math, statistics, and machine learning to derive structure
and knowledge from raw data across various industry sectors, with
an emphasis on Growth, Marketing & Sales. The Growth, Marketing &
Sales practice strives to help clients in both consumer and
business-to-business environments on a wide variety of marketing
and sales topics. Our clients benefit from our experience in core
areas of marketing such as branding, customer insights, marketing
ROI, digital marketing, CLM, pricing, and sales and channel
management. Our practice offers an exceptional opportunity to work
at the intersection of marketing, sales, and consulting. Focusing
on issues like redefining marketing and sales operations and
commercial transformation, our people help clients build
capabilities and transform how companies go to market - moving them
to customer-centric organizations. Who you are You are a highly
collaborative individual who is capable of laying aside your own
agenda, listening to and learning from colleagues, challenging
thoughtfully and prioritizing impact. You search for ways to
improve things and work collaboratively with colleagues. You
believe in iterative change, experimenting with new approaches,
learning and improving to move forward quickly. You will work in
multi-disciplinary environments harnessing data to provide
real-world impact for organizations globally. You will influence
many of the recommendations our clients need to positively change
their businesses and enhance performance. Role responsibilities *
You will work on complex and extremely varied data sets from some
of the world's largest organizations to create new strategies
across a wide platform of projects from customer life-cycle
management, MROI, pricing and promotions, marketing mix modeling to
analytic transformation
* You will develop data science products and solutions for clients
as well as for our data science team
* You will write highly optimized code to advance our internal Data
Science Toolbox
* You will work in a multi-disciplinary environment with
specialists in machine learning, engineering, and design
* You will add real-world impact to your academic expertise, as you
are encouraged to write 'black' papers and present at meetings and
conferences should you wish
* You will attend conferences such as NIPS and ICML as one global
team as well as data science retrospectives, where you will have
the opportunity to share and learn from your co-workers
* You will work with one of the largest and most advanced data
science teams, support the lead data scientists to develop data
science product You'll learn: * How successful projections of
real-world problems across a variety of industries are completed
through referencing past deliveries of end-to-end machine learning
pipelines
* How to build products alongside the Core Engineering team and
evolve the engineering process to scale with data, handling complex
problems and advanced client situations
* How to focus on modeling by working alongside the Data
Engineering team, which focuses on the wrangling, clean-up, and
transformation of data
* Our best practices in software development and productionize
machine learning by working with our Machine Learning Engineering
teams which optimize code for model development and scale it
* How to work with our UX and Visual Design teams to interpret your
complex models into stunning and user-focused visualizations
* How to use new technologies and problem-solving skills in a
multicultural and creative environment You will work on the
frameworks and libraries that our teams of data scientists and data
engineers use to progress from data to impact. You will guide
global companies through data science solutions to transform their
businesses and enhance performance across industries including
healthcare, automotive, energy, and elite sport. Working with
QuantumBlack, you will: * Have Real-World Impact- No project is
ever the same; we work across multiple sectors, providing unique
learning and development opportunities internationally.
* Fuse Tech & Leadership- We work with the latest technologies and
methodologies and offer first-class learning programs at all
levels.
* Engage in Multidisciplinary Teamwork- Our teams include data
scientists, engineers, project managers, UX and visual designers
who work collaboratively to enhance performance.
* Be Part of an Innovative Work Culture- Creativity, insight, and
passion come from being balanced. We cultivate a modern work
environment through an emphasis on wellness, insightful talks and
training sessions.
* Strive for Diversity- With colleagues from over 40 nationalities,
we recognize the benefits of working with people from all walks of
life. Our projects range from helping pharmaceutical companies
bring lifesaving drugs to market quicker to optimizing a Formula1
car's performance. At QuantumBlack you have the best of both
worlds; all the benefits of being part of one of the leading
management consultancies globally and the autonomy to thrive in a
fast-growth tech culture: * Healthcare Efficiency- We helped a
healthcare provider improve their clinical trial practices by
identifying congestion in diagnostic testing as a key indicator of
admissions breaches.
* Environmental Impact- We designed and built the first data-driven
application for a state-of-the-art center of excellence in urban
innovation by collecting real-time data from environmental sensors
across London and deploying proprietary analytics to find
unexpected patterns in air pollution.
* Product Development- We worked with the CEO of an elite
automotive organization to reduce the 18-month car development
timeframe by improving processes, designs, and team structures.
Visit our Careers siteto watch our video and read about our
interview processes and benefits. * MSc or Ph.D. in computer
science, machine learning, applied statistics or mathematics
* 5+ years of professional experience driving sales excellence and
using analytics to advance commercial outcomes
* Experience in statistical modeling and machine learning
techniques
* Programming experience in at least two of the following
languages: R, Python, Scala, SQL
* Experience in applying data science methods to broad marketing &
sales business problems
* Experience in applying advanced analytical and statistical
methods in the commercial world
* Good presentation and communication skills with the ability to
explain complex analytical concepts to people from other fields
Keywords: McKinsey Social Initiative Inc, San Francisco , Senior Data Scientist - QuantumBlack - Growth, Marketing & Sales, Other , San Francisco, California
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