Data Scientist
4 months ago
Join an exciting team of data scientists and engineers at the forefront of using data to drive decisions at every level of our organization. The insurance industry is undergoing a transformation and you get to be in the driver’s seat of this data-driven, technology revolution.
You will work on impactful projects focusing on detecting fraudulent activities and machine learning-based fraud engine to find new and innovative ways to impact our customers.
As a data scientist, you will be part of the Fraud Data Science team with exposure to different business partners and direct influence on future products and innovative solutions. You will take part in the end-to-end SDLC process from ideation to production support to model monitoring. You will be developing and deploying data pipeline, machine-learning and statistical models for practical applications that impacts millions of customers. The team has already developed algorithms used in production systems and you will be part of the team that expands the scope of these algorithms. This is your chance to join the InsureTech revolution
What you'll do
Develop, test, and deploy code
Maintain an existing code database
Transformation of complex data sets into meaningful conclusions & recommendations
Develop innovative solutions for pattern recognition using machine learning and statistical approaches
Communicate actionable recommendations based on insights/model results
Driving co-ordination/delivery accountability of project and BAU delivery based on timelines & direction
Driving conformance/Alignment to IT/Enterprise Architecture standards (where applicable)
Design and deploy the models to real-time APIs
What you'll bring
As a data-scientist, you will need the following skills and experience to succeed in the role:
An educational background in computer-science or engineering, math, statistics, physics or related field. A minimum of MSc is required and Phd preferred.
2+ years of experience in end-to-end model development life cycle and working with large datasets. This can include experience from any industry or academia (post-doc experience).
2+ programming experience in Python with good grasp of software engineering standard methodologies such as code-reusability, modularity, use of repos, etc.
Proficiency with SQL and Git (2+ years)
Experience with PostgreSQL, Teradata, Hadoop and AWS is an asset.
2+ years of experience productionalizing models, model monitoring and MLOps
1+ years of expertise in building and configuring production-ready machine learning systems
Conceptual understanding in a data-driven software engineering environment and how to leverage data to make business decisions.
A track record in building and maintaining high quality, robust and maintainable code.
Familiarity with CI/CD is a bonus
Understanding of Data Warehouse concepts, ETL strategies and best practices.
An appetite for problem solving with a creative and resourceful approach to finding the right solution for the job.
Prior fraud and insurance experience is a bonus
Experience in consuming and building APIs is a bonus
A high level of comfort using Git
Strong communication and collaboration skills
What sets you apart
A growth mindset with versatile skills and able to work through problems from first-principles.
A portfolio of projects that demonstrate your ability to draw inferences from data. This includes participation within the broader data science community including Kaggle competitions or any personal projects with open data.
A can-do teammate who is willing to roll-up the sleeves and do whatever is needed to move projects forward. That means at times you will wear different hats and be a project manager, developer, modeler and chief communicator of solutions.
Amazing people skills and able to translate and communicate complex algorithms to non-technical individuals. Someone who understands that it is not enough to just have a phenomenal algorithm but meaningful to build an agreement for the solution from different partners.
The best problems in the industry are yet to be articulated. We need someone who is creative, self-motivated and can lead projects independently.
Additional Information
Aviva Canada is committed to providing accommodations for people with disabilities during all phases of the hiring process including the application process. If you require an accommodation because of a disability, we will work with you to meet your needs. Applicants need to make their needs known in advance. If you are selected for an interview and require an accommodation, you are encouraged to advise the Talent Acquisition Partner who will consult with you to determine an appropriate accommodation.
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