Process Modeling Data Scientist
Company: Ingredion
Location: Bridgewater
Posted on: April 23, 2024
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Job Description:
Ingredion is hiring a Data Scientist who will be part of a
multidisciplinary team focused on establishing In Silico
experimentation capabilities and Artificial Intelligence
technologies for product innovation. The Data Scientist will use
expertise in statistics and programming to develop simulation
models that will aid in faster process and product design.This
position requires some background of process development, modeling
and process simulation in a manufacturing and/or R&D
environment.Core responsibilities:Apply Data Science/Machine
Learning approaches to establish relationships between material
properties, manufacturing processes and product performance.
Identify new product development or process improvement
opportunities based on the insights.Build Natural Language Process
(NLP)
driven solutions from identifying business problems, collecting
training dataset, analyzing data, modeling, to validating and
delivering NLP modelsCollect unstructured and structured data from
multiple sources and apply ETL (Extract, Transform and Load)
techniques to develop propriety databases and build knowledge
mapsCollaborate with IT and Engineering functions on development of
process simulation models (Digital Twins) for selected
manufacturing processesDesign, develop, and lead complex projects
using analytics techniques.Translate conceptual ideas and research
questions into data-driven analyses to allow informed
decision-making and solution development.Communicate outcomes
clearly and with effective data visualizations to team members and
stakeholders of varying technical experience or familiarity with
analytical methodsIdeate and analyze large amounts of data to
identify opportunities to advance Digital Transformation Strategy
within the Innovation Group and propose new Digital
PlatformsMaintain a continuous education of cutting-edge
statistical techniques and programming languagesThis position is
well-suited for you if you:Have a passion and curiosity to work in
research and development environmentCan adapt to shifting
priorities appropriately and help others operate with
flexibility.Demonstrate a high degree of energy, self-motivation,
personal commitment, and ownership.Offer new ideas, think "outside
the box" and have an ability to explore multiple possibilities for
tackling challenges to come up with best solutions.Learn
continuously and stay up-to-date with current science
trends.Qualified candidates will have: PhD with 0-2 years, Masters
with 3-5+, or Bachelors with 5-10 years of relevant work experience
in process modeling in a manufacturing and/or R&D environment.
Degree in Engineering, Statistics, Applied Mathematics or Data
Science preferred Track record of applying AI approaches in product
formulation and/or process modelingRequired experience with
programming languages (e.g. R, Python, MATLAB.) and experience in
NLP model development is a plus.Familiarity with ETL data
engineering techniques using PySpark within Databricks/Snowflake
preferred.Prior experience with implementing & training Deep
Learning models (Pytorch, TensorFlow)Prior experience with training
models on cloud infrastructure on GPU/TPU would be
desirable.Experience with Agile Scrum methodology
preferred.Demonstrated ability to manage projects independently and
lead multifunctional teams and deliver end-to-end solutionsCritical
analytical thinking, problem-solving capabilities, and proven
records of creative ideation and development of successful
solutionsStrong communication skills, both written and oral.
Demonstrated ability to write comprehensive technical reports and
deliver technical presentationsExcellent planning and
organizational skillsAbility to interact constructively with
colleagues from a wide variety of roles within the companyIngredion
provides accommodations to job applicants with disabilities
throughout the hiring process. If a job applicant requires an
accommodation during the application process or through the
selection process, we will work with the applicant to meet the job
applicant's accommodation needs. #LI-JG1We are an equal opportunity
employer and value diversity at our company. Ingredion seeks to
provide a work environment that is free from harassment and
discrimination. We will not tolerate any form of discrimination
based on race, color, religion, age, gender, gender identity,
gender expression, national origin, ancestry, handicap or
disability-mental or physical-marital status, sexual orientation,
veteran status, disability resulting from military service, or any
other classification protected by law ("protected
classifications"). We are committed to establishing and maintaining
a work environment where everyone is treated with dignity and
respect.Relocation Available: No
Keywords: Ingredion, East Brunswick , Process Modeling Data Scientist, Other , Bridgewater, New Jersey
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