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Data Scientist

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Description

Job Description


Major Duties & Responsibilities

• Work with business stakeholders and cross-functional SMEs to deeply understand business context and

key business questions

• Create Proof of concepts (POCs) / Minimum Viable Products (MVPs), then guide them through production

deployment and operationalization of projects

• Influence machine learning strategy for Digital programs and projects

• Make solution recommendations that appropriately balance speed to market and analytical soundness

• Explore design options to assess efficiency and impact, develop approaches to improve robustness and

rigor

• Develop analytical / modelling solutions using a variety of commercial and open-source tools (e.g., Python,

R, TensorFlow)

• Formulate model-based solutions by combining machine learning algorithms with other techniques such as

simulations.

• Design, adapt, and visualize solutions based on evolving requirements and communicate them through

presentations, scenarios, and stories.

• Create algorithms to extract information from large, multiparametric data sets.

• Deploy algorithms to production to identify actionable insights from large databases.

• Compare results from various methodologies and recommend optimal techniques.

• Design, adapt, and visualize solutions based on evolving requirements and communicate them through

presentations, scenarios, and stories.

• Develop and embed automated processes for predictive model validation, deployment, and implementation

• Work on multiple pillars of AI including cognitive engineering, conversational bots, and data science

• Ensure that solutions exhibit high levels of performance, security, scalability, maintainability, repeatability,

appropriate reusability, and reliability upon deployment

• Provide guidance and leadership to more junior data scientists, managing processes and flow of work,

vetting designs, and mentoring team members to realize their full potential

• Lead discussions at peer review and use interpersonal skills to positively influence decision making

• Provide thought leadership and subject matter expertise in machine learning techniques, tools, and

concepts; make impactful contributions to internal discussions on emerging practices

• Facilitate cross-geography sharing of new ideas, learnings, and best-practices


Required Qualifications


• Bachelor of Science or Bachelor of Engineering at a minimum.

• 7 years of work experience as a Data Scientist

• A combination of business focus, strong analytical and problem-solving skills, and programming knowledge

to be able to quickly cycle hypothesis through the discovery phase of a project

• Advanced skills with statistical/programming software (e.g., R, Python) and data querying languages (e.g.,

SQL, Hadoop/Hive, Scala)

• Good hands-on skills in both feature engineering and hyperparameter optimization

• Experience producing high-quality code, tests, documentation

• Experience with Microsoft Azure or AWS data management tools such as Azure Data factory, data lake,

Azure ML, Synapse, Databricks

• Understanding of descriptive and exploratory statistics, predictive modelling, evaluation metrics, decision

trees, machine learning algorithms, optimization & forecasting techniques, and / or deep learning

methodologies

• Proficiency in statistical concepts and ML algorithms

• Good knowledge of Agile principles and process

• Ability to lead, manage, build, and deliver customer business results through data scientists or professional

services team

• Ability to share ideas in a compelling manner, to clearly summarize and communicate data analysis

assumptions and results

• Self-motivated and a proactive problem solver who can work independently and in teams


Preferred Qualifications

• Experience working in one or multiple supply chain functions (e.g., procurement, planning, manufacturing,

quality, logistics) is strongly preferred

• Experience in applying AI/ML within a CPG or Healthcare business environment is strongly preferred

• Exposure to Pyomo, Mosel, truck load optimization, multi-echelon inventory optimization (MEIO)

• Experience in NLP, Vision, and/or AR / VR

• Experience in creating CI/CD pipelines for deployment using Jenkins.

• Experience implementing MLOPs framework along with understanding of data security implementation on

ML models

• Hands on experience developing ML driven models

Position

ML/AI Engineers

Data Analysts

Data Scientist

Data Engineer

Research Assistant

Must have skills

Python - 2 years

Data Analysis - 3 years

Data Science - 5 years

Nice to have skills

SQL - 2 years

AWS - 3 years

Azure - 3 years

Hadoop - 2 years

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