Senior Data Scientist
Company: Sanofi
Location: Bridgewater
Posted on: March 17, 2023
Job Description:
Sanofi (NYSE: SNY) is a leading global integrated healthcare
company that discovers, develops, and distributes therapeutic
solutions to improve the lives of everyone. The company works to
prevent and treat the diseases of today, as well as those we may
face tomorrow. With over 100,000 dedicated professionals in more
than 100 countries, Sanofi is devoted to advancing healthcare
around the world. Sanofi operates across multiple therapeutic areas
including General Medicines, Specialty Care, Vaccines and Consumer
Healthcare.
Equal opportunity employer. Sanofi is an equal opportunity employer
that embraces diversity to foster positive, innovative thinking
that will benefit people worldwide. Sanofi is also committed to
employing qualified individuals with disabilities and, where
warranted, will provide reasonable accommodation to applicants, as
well as its employees.
Consumer healthcare (CHC) business unit. The role will regard
Sanofi' Consumer Healthcare. Becoming a standalone division,
Consumer Healthcare's purpose is to serve healthier, fuller lives
by offering moments of relief to our Patients & Consumers in our
key platforms, including Allergy, Physical & Mental Wellness, Pain,
Digestive Health. CHC does business in 133 countries; 4000
professionals work in marketing, sales and services teams. Learn
more at .
Consumer Healthcare is becoming a standalone division within Sanofi
in order to become a faster moving, consumer and customer centric
business as part of project CHLOE (Consumer HealthCare Lead
Optimize Empower). This business and IT transformation will entail
a standalone ERP, Financial, Systems, Regulatory and People.
Global Digital Team. The team is charged with accelerating the
shift to precision marketing and to e-commerce sales, scaling
best-in-class data driven decision making tools, capturing new
opportunities in the digital health space and uphauling disjointed
commercial systems. T his team leverages both dedicated expertise
internally at Sanofi, and delivery and deployment partners. It
builds products, runs service / outsourcing contracts, and develops
centers of excellence in technology and digital.
IShift. IShift is the new generation of SAP S4/ HANA, with one
common framework across Sanofi BUs and geographies replacing
JDEdwards in the US, OEP and unity in all other geographies.
POSITION OVERVIEW
This position reports to the Head of Advanced Analytics in the CHC
business unit in Sanofi
- A cornerstone of CHC transformation in the coming years, the
Senior Data Scientist will play a key role for shaping the core
data capabilities that drive critical use cases within CHC
organization.
- We are looking for an energetic, focused, and skilled senior
data scientist with strong data and information management,
business analytics and communication skills to help improve the
business process of CHC's global functions, IA and Supply Chain
area.
- In this role, you will drive critical business impacts. You
will play a key role to drive end-to-end solutions from
understanding the business requirements of CHC, exploring a large
amount of historical data, build ML predictive forecasting models,
building prototypes and exploring conceptually new solutions
collaborating with Sanofi's Data Science team and partners.
- You will collaborate closely with research scientists,
engineering peers as well as business stakeholders. You will be at
the heart of a growing and exciting focus area for CHC
business.
- The candidate must be able to work independently and
collaboratively You will work with a diverse team of business
analysts, data scientists, technical engineers, data architects,
and project managers to deliver outcomes aligned with our business
need.
KEY RESPONSIBILITIES
The Senior Data Scientist will be responsible for:
- Build Machine Learning and AI models to generate business
value.
- Identify the business need and deep diving into forecasting
issues using SQL and scripting languages like R, Python, and
internal dashboards to drive short term fixes and long-term
improvements.
- Lead modeling efforts from conceptualization to implementation,
keeping all relevant partners informed.
- Building reusable tools to streamline the modeling pipeline and
sharing knowledge
- Researching & implementing state of the art and traditional
modeling techniques including tree-based models, Deep Learning,
linear models, unsupervised methods, embeddings, representations,
and clustering.
- Turn all technical outcome to a simple storyline to explain the
solution to the CHC business leads.
- Supervising daily execution and delivery from start to
completion involving deadlines, achievement, and processes;
engaging vital and appropriate resources across product lines and
shared services per solution blueprint and align IT capacity with
top business priorities.
- Act as a subject matter expert in the design and recommendation
of analytical methodologies and approaches
- Able to interact with business teams and stakeholders.
- Proven experience in Machine leaning and Statistical learning
oriented to forecasting.
- Ready to do maintenance, debug, refactoring, unit-testing,
integration testing, packaging and documentation of large-scale
python projects.
- GitOps and MLOps skills oriented to CICD.
- Be able to Customize Databricks Clusters and Jobs in order to
perform Big Data tasks using spark.
- Be able to do maintenance of the smtp email delivering
service.
QUALIFICATIONS
7 years or more experience in Senior Data Scientist Role.
- Experience working in FMCG
- Experience using scripting languages such as Python or R, and
common libraries such as scikit-learn, pandas, xgboost, etc.
- Experience applying & implementing solutions with the following
data science concepts and domains: Classification, Regression, Deep
Learning, NLP, Feature Engineering
- 3+ years of hands-on experience working with large scale data
and advance analytics life cycle, including data discovery,
business intelligence, data quality management, metadata
management, and related disciplines.
- Hands-on experience with relational databases, data warehouses,
operational data stores, in-memory databases, SQL and noSQL
technologies and concepts.
- Problem-solving skills, creative thinking, and ability to
implement creative solutions that tackle business problems.
- Agile ways of working and large projects phased delivery Data &
Business intelligence domain and software experience is a plus:
- Experience of Interfacing heterogeneous systems and data
sources
- Experience in cloud computing platforms like AWS or Azure
- Experience in Re-clustering of data and Micro-Partitioning in
Snowflake
- Experience in data mining, forecasting, simulation, and/or
predictive modeling
- Working knowledge in Informatica IICS, Power BI and
Tableau
- Working knowledge of procuring data from ERPs (SAP, JDE,
etc.)
- Python dev: scripting and OOD experience, python unit testing,
linting, HTTP request, code packaging, Dockerizing
- Git: Github CICD governance (github pipelines, github actions
and github projects tools)
- AWS tools: S3 Buckets, Lambda functions, ECR, EC2, Secrets
Manager
- Databricks environment UI and DB APIs (databricks API, db
connect)
- ML & Forecasting: Facebook Prophet, DeepAR, Linear & non-linear
models, decision Trees, spark MLlib, scikit-learn
- Hyperparameter tunning & feature selection: spark UDFs and
Hyperopt
- Model Governance: Mlflow UI and API Education
- Bachelor's degree
- Six Sigma certification is preferred
- Fluent in English International program management skills
- Able to articulate and present findings and insights to senior
leadership
- Work with multicultural and multi-sourced teams
- Multi-country deployment, involving local stakeholders
- Cross functional leadership and influencing
- Lead people and timelines in a matrix organization in compliant
and professional manner
- Excellent presentation to executive teams, writing, power point
and organizational skills
- Contracting and contract managing software vendors and system
integrators
- Strategic development in a multi-dimensional and rapid changing
environment Digital Program Leadership
- Leading cross-functional teams to create Digital strategies and
roadmaps
- Design thinking and product development methods (blueprint,
iteration, fast pivot, etc.)
- Transformative digital and/or technology solutions track record
(design, develop, deliver)
- Relentless & creative problem-solving to deliver in a complex
governance environment
- Outstanding risk management and "get things done" mindset
- Fast learner in new industries and functions (e.g., legal,
finance) People leadership
- Outstanding relationship-building, effective in a matrixed,
culturally diverse organization.
- Influence skills at all levels of seniority, including people
who do not work for him/her.
- Balance pushing for change and bringing people along; conflict
resolution mindset.
- Fast & high-quality written communications, business cases and
analyses (MS Office)
SKILLS & COMPETENCIES
FMCH / IT skills and competencies
- Job in FMCG & MDM (advanced)
- Lean & Agile practices (advanced)
- User Experience (intermediate) . click apply for full job
details
Keywords: Sanofi, Trenton , Senior Data Scientist, Accounting, Auditing , Bridgewater, New Jersey
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