Telematics Data Scientist X3
Company: Allstate Insurance Company
Location: Chicago, IL
Posted on: June 26, 2018
Job Description:
Position: Telematics Data Scientist X3 (Chicago, Illinois) This posting covers multiple openings for the position
described. Duties: Build predictive models and develop new machine
learning techniques. Develop statistical modeling and/or machine learning
techniques on telematics data that would handle a wide range of problems
ranging from (but not limited to) probabilistic inference on phone
trajectories, data fusion between noisy sensors, and classification of driving
behavior. Work on data analysis and predictive modeling of sensor data
collected from vehicles and mobile phones (E.g. GPS, accelerometer, gyroscope,
etc.). Identify KPI’s generated from telematics sensor data. Manage
data and data r requests to improve the accuracy of our data and decisions made
from data a analysis. Collaborate with the team to improve the effectiveness
of b business decisions through the use of data and machine
learning/predictive m modeling. Communicate findings to team and leadership to ensure
models are w well understood and incorporated into business processes, and
work with l leadership to understand priorities and product needs and
translates those i into data and modeling products. Work on end to end life cycle
from problem d definition, data acquisition, exploratory data analysis, model
building, d deploying, supporting, monitoring to revising models in a
production s setting. Lead and participate in peer reviews, code reviews and
other d department activities. Requirements: Doctorate (Ph.D.) degree in statistics,
mathematics, computer science, economics or related field (willing to accept foreign
education equivalent) plus one (1) year of experience using statistical
modeling and/or machine learning techniques to process or build models on
telematics or sensor data to drive a company’s business results or,
alternatively, a Master's degree and four (4) years of experience as noted above,
or alternatively, a Bachelor’s degree and six (6) years of
experience as noted above. Specific skills/other requirements (quantitative
experience requirements not applicable to this section) – must have:
Demonstrated expertise with hands on software engineering, specifically
statistical modelling or machine learning or artificial intelligence
experience; Demonstrated expertise coding and developing prototypes in
Matlab, R, Python, C++, and SQL; Demonstrated expertise managing and
manipulating large labeled and unlabeled complex datasets having billions of
data points and coming from varied sources, using technologies such
as PySpark, Hadoop, Hive, and SQL; Demonstrated expertise in sensor data
processing techniques (e.g. Savitzky – Golay filters, Kalman filters,
and dimensionality reduction techniques); Demonstrated expertise in
providing insights, building models from telematics and geo-spatial data
(e.g. accelerometer data, gyroscope data, Gravitometer data, GPS data,
and geo-spatial shape files); and Demonstrated expertise working
through end to end life cycle from problem definition, data
acquisition, exploratory data analysis, model building, deploying,
supporting, and monitoring to revising models in a production
setting. Apply online at https://jobsearch.allstate.com/ and
reference position number: 107759. spatial shape files); and Demonstrated expertise working through
end to end life cycle from problem definition, data acquisition,
exploratory data analysis, model building, deploying, supporting, and monitoring
to revising models in a production setting. Apply online at https://jobsearch.allstate.com/ and reference position number:
107759.
Keywords: Allstate Insurance Company, Berwyn , Telematics Data Scientist X3, Other , Chicago, IL, Illinois
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