Data Scientists perform some or all of the following duties:

• Apply machine-learning, deep-learning, and AI techniques
• Run large-scale experiments on complex datasets
• Build regression, clustering, simulation, and neural-network models
• Extract and prepare data using programming languages
• Implement new statistical or mathematical methodologies
• Visualize data for rapid business decision-making
• Design and deploy AI models
• Clean and organize structured and unstructured data
• Coordinate research and analytics initiatives

These are the typical employment requirements and benefits associated with this occupation in Canada:

• A bachelor's degree in statistics, mathematics, computer science, engineering, or a related field is usually required.
• A master's degree or PhD in data science, machine learning, or other quantitative disciplines is often preferred.
• Strong programming skills in Python, R, SQL, or similar languages are typically required.
• Experience in statistical modelling and machine learning is usually expected.
• Many employers offer health benefits, pension contributions, paid leave, training support, and professional development opportunities.