Pros
Enjoyed hands-on technical work such as:
- Data modeling and diagram creation
- Dashboard development
- SQL development and querying
- Improving data systems and supporting internal tools
Work had clear impact when properly scoped (improving testing, safety, and quality processes)
Broad exposure to multiple domains, including data, integration, and legacy systems
Strong learning experience due to the variety and complexity of systems involved
Cons
The scope of the North America role was not realistic for a single data analyst
- Functioned as the sole analyst supporting multiple acquired companies with complex, inconsistent systems
Responsibilities extended well beyond a typical data analyst role
- Included elements of data engineering, systems integration, database administration, IT support, and project management without corresponding staffing or structure
Significant understaffing in the North American organization
- Workload and expectations were consistently misaligned with available resources, leading to unsustainable demands on individuals
High levels of technical debt across systems
- Reliance on short-term fixes rather than long-term, maintainable architecture
- Resulted in ongoing inefficiencies and rework
Misalignment between headquarters and North American operations
- Expectations and operational reality appeared disconnected, with structural issues often reflected as individual performance pressure