Data Scientist

Overview

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The Data Scientist will extract and analyze large datasets from a range of heterogeneous business applications, most importantly the electronic medical record EMR. Using statistical, artificial intelligence and machine learning tools and algorithms, the data scientist will discover and offer insights into the data. They will design, develop, build and validate predictive, machine learning and AI models based on requirements and communicate the results in an understandable manner, and once approved by the business, the algorithms and models will be deployed into the production.

Responsibilities

• Collaborate with the business stakeholders to document the business requirements, anticipated benefits, and success criteria for analytics initiatives
• Collaborate with subject matter experts to define the use case and to prepare an exhaustive set of potential features for analysis
• Perform feature engineering for optimization and dimensionality reduction
• Perform advanced descriptive and diagnostic analytics (Exploratory Data Analysis)
• Perform Data Profiling
• Extract, process, clean, and validate quality datasets
• Assist data engineers in implementing data pipelines
• Conduct Experiment Design
• Identify multiple predictive, machine learning and AI algorithms that potentially fit the business case
• Write general, reusable code for repeatable analysis
• Evaluate and tune the models using various performance and error measures, hyper-parameter tuning and cross validation techniques
• Select the final model based on performance
• Document and present the model findings to the business by explaining the model assumptions and validation methodologies
• Deploy the model by integrating it with the EMR or other business applications / systems
• Monitor the model for data and concept drift and retrain or tune the model as required
• Build visual interfaces with “what-if” functionality for business user interaction

Role Level Accountabilities

Organization-wide Competency Assessment Requirements

All employees will embrace the CCAD mission, vision and values and be responsible for adhering to the core values of the institution, including : Patient’s First, Collaboration, Mutual Respect, Quality, Patient Safety, Integrity, Cultural Sensitivity and Compassion. All employees are also expected to meet the standards of performance outlined in the Organization-Wide Competencies listed below as applied to the position.

Education

Bachelors in a relevant field such as Statistics, Computer Science, Data Science, Mathematics, Physics; Masters in a relevant field such as Statistics, Computer Science, Data Science, Mathematics, Physics

Experience

5+ years 3+ years

Job Specific Skills and Abilities

Seniority level

Employment type

Job function

Industries

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