MSH_Analytics Engineer
Job#: 3038396
Job Description:
Job Title: Data Engineer / Analytics Engineer (Semantic Layer & Data Products)
Contract
Hybrid-Mississauga
Overview
This role focuses on designing, building, and maintaining business-ready data products within a Medallion Architecture, specifically the Gold and Semantic layers. The position is responsible for transforming curated data into analytics-ready models, defining KPIs and business logic, and delivering trusted datasets to support reporting and decision-making.
Key Responsibilities
- Build and maintain business-ready data products and semantic models that translate curated enterprise data into structured, analytics-ready formats
- Design, develop, and manage semantic layer datasets (e.g., models, views, tabular models) aligned with business logic, KPIs, and reporting standards
- Perform data transformations, aggregations, and modeling within the Gold/Presentation layer while ensuring data integrity and compliance
- Write and optimize complex SQL queries to support analytics, reporting, and performance optimization
- Collaborate with enterprise data and governance teams to align technical data structures with business requirements
- Identify and resolve data quality, performance, and model alignment issues across datasets
- Resolve discrepancies between business definitions, KPIs, and data models to ensure consistency with enterprise standards
- Document data models, semantic layers, and analytics solutions, including business definitions, mappings, and technical specifications
- Contribute to data contracts, contextual data layers, and business ontologies by:
- Defining data meaning, lineage, and ownership
- Aligning datasets to standardized business domains and entities
- Supporting the development of reusable and consistent data products across teams
- Collaborate with cross-functional teams to deliver scalable, governed data solutions
- Ensure adherence to data governance, security, and regulatory standards through validation and documentation
Qualifications
- Strong proficiency in SQL for data transformation, aggregation, and analysis
- Experience with business intelligence tools (e.g., Power BI) and semantic modeling
- Solid understanding of data modeling concepts (e.g., star schema, dimensional modeling)
- Experience working with curated datasets in Gold/Presentation layers
- Familiarity with data governance, data quality, and metadata management principles
- Ability to translate business requirements into data models, KPIs, and analytics solutions
- Experience with modern cloud data platforms (e.g., Snowflake, Azure, Databricks)
- Familiarity with version control and collaborative development practices (e.g., Git, GitHub)
- Experience with CI/CD workflows and development best practices
- Exposure to performance optimization in semantic models and reporting layers
- Strong analytical, problem-solving, and stakeholder engagement skills
- Effective communication across technical and business audiences
Experience
- Bachelor’s degree or equivalent experience
- 3–5+ years in analytics, business intelligence, or data-related roles
- Experience delivering data products, dashboards, and semantic models in a business environment
- Proven ability to work cross-functionally within a governed enterprise data environment
- Experience in healthcare or other regulated industries is considered an asset
Everforth Apex is a world-class IT services company that serves thousands of clients across the globe. When you join Everforth Apex, you become part of a team that values innovation, collaboration, and continuous learning. We offer quality career resources, training, certifications, development opportunities, and a comprehensive benefits package. Our commitment to excellence is reflected in many awards, including ClearlyRateds Best of Staffing® in Talent Satisfaction in the United States and Great Place to Work® in the United Kingdom and Mexico.
Everforth Apex Benefits Overview: In terms of professional development, Everforth Apex hosts an on-demand training program, provides access to certification prep and a library of technical and leadership courses/books/seminars once you have 6+ months of tenure, and certification discounts and other perks to associations that include CompTIA and IIBA.