DUTIES AND RESPONSIBILITES:
• Responsible for elicitation, analysis, and documentation of business requirements.
• Research and exploration of user requirements, costs, and benefits in support of documentation required for the demand management process.
• Responsible for analyzing the business needs to identify new processes and process improvements that will meet those needs.
• Documents current business processes and models to define requirements and/or gaps.
• Analyze detailed system factors including input/output requirements, information and paper flow, hardware, and software needs.
• Analyze “soft" system factors including roles, responsibilities, policy, culture, etc.
• Evaluate the impact of potential software and process changes on the organization.
• Develop and facilitate groups as necessary in pursuit of eliciting and defining requirements.
• Assist in the creation of the business case documentation.
• Understanding of architectural consistency and usability standards.
• Defines and develops user test cases and validates test results during testing.
• Executes unit and functional test cases.
• May conduct system demonstrations and training sessions, as well as participate in design/review of training content.
• Plays a third level support role by helping to troubleshoot and resolve issues with production systems.
• Participates in associate meetings and communicates any concerns to management.

QUALIFICATIONS AND REQUIREMENTS:
• Bachelor’s degree in computer science, Information Systems, Business, or another related field or equivalent work experience.
• Proven experience leading data migration requirements from legacy systems into a new ERP (Sage X3) environment
• Strong hands-on expertise in requirements elicitation, documentation, and management, with emphasis on data mapping, transformation rules, and validation
• Deep understanding of data structures, data quality, and migration best practices, with the ability to identify gaps and risks early
• Self-driven and accountable professional with strong stakeholder management and communication skills, able to drive outcomes with minimal oversight
• Working knowledge of Confluence and JIRA.
• Experience in any of the following business areas is desired: Sales operations, order entry, accounting, finance, procurement, warehouse operations, order management, and order fulfillment.
• Minimum of 3-5 years’ business analysis or systems analysis experience is preferred.
• Bonus: Sage X3 experience (ERP).

Associate is expected to operate at a proficient level across the following areas of technical knowledge and skill:
• Ability to organize and prioritize work.
• Detail oriented, proactive, creative, and efficient
• Intermediate level abilities in Excel, Outlook, PowerPoint, Visio, and Word
• Familiarity with application integration methods to include understanding of data mapping process.
• Ability to effectively work both independently and collaboratively in a team environment
• Ability to work on simultaneous and complex projects, with domain expertise in at least one business area.
• Expertise in ERP solution selection and implementation is a plus
• Ability to communicate effectively to both technical and non-technical audiences in written and non-written format
• Ability to work with all levels of associates
• Ability to work with minimal supervision in a very dynamic environment
• Ability to learn new systems and tools
• Knowledge of software development life cycle methodologies, processes, and procedures.
• Active listener
• Effective in a variety of formal/informal presentation settings: one-on-one, small, and large groups.

Job Title: AI/ML Architect

Location: Montreal, QC

Duration: 12 Months

Responsibilities:

Acting as an expert consultant in the architecture of data & AI solutions, as well as tools (framework) for transformation, data ingestion and industrialization of AI models (MLflow, MLOps);
Orient the design of solutions around best development practices and use cases of movement, ingestion, transformation, warehousing, denormalization, indexing, aggregation, point search, etc.;
Design the software architecture of new analytical and AI tools;
Evaluate in a structured manner technological components or libraries available on the market and integrate them into our existing tooling;
Participate in the architecture and construction of large-scale business analytics solutions;
Actively contribute to the development of the "Infrastructure as Code" culture and automation.

Requirements and qualifications

Demonstrate strong knowledge of software architecture, design patterns and best development practices in an analytical context;
Demonstrate significant experience in creating reusable and robust artifacts (libraries or other);
Demonstrate significant experience in structured and unstructured data modeling;
Demonstrate significant experience in machine learning and agentic artificial intelligence;
Demonstrate in-depth expertise in the Python language;
Have solid knowledge of the Databricks platform, its various capabilities and API, as well as Azure Cloud computing;
Having the ability to interact closely with several teams, to understand their needs and to respond to them with tools and support;
Mastering the specific characteristics associated with large-scale systems, high volumes of data (big data) and real-time transit (streaming);
Being able to propose solutions in a context of evolving existing solutions and projects with tight deadlines.

Required technologies/tools: Mlflow, Databricks, Collibra, Terraform, Azure DevOps, CI/CD Pipeline, Github, Copilot.

AI/ML Architect

Key skills

About this role