Conduct data profiling to identify quality issues and migration risks. * Define field-level mappings from source schemas to target structures. * Establish transformation rules, defaulting strategies ...
Conduct data profiling to identify quality issues and migration risks. * Define field-level mappings from source schemas to target structures. * Establish transformation rules, defaulting strategies ...
Perform data profiling, data mapping, and data quality assessments across multiple source systems. * Develop complex SQL queries and data models to support reporting, reconciliation, and analytical ...
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Perform data profiling, data mapping, and data quality assessments across multiple source systems. * Develop complex SQL queries and data models to support reporting, reconciliation, and analytical ...
Data Analyst (Financial Planning and Analysis) - Canada
Toronto, ON · On-site
$75 - $95/hr
Perform data profiling, data mapping, and data quality assessments across multiple source systems. * Develop complex SQL queries and data models to support reporting, reconciliation, and analytical ...
Data Analyst (Financial Planning and Analysis) - Canada
Toronto, ON · On-site
$75 - $95/hr
Perform data profiling, data mapping, and data quality assessments across multiple source systems. * Develop complex SQL queries and data models to support reporting, reconciliation, and analytical ...
Perform data profiling, data mapping, and data quality assessments across multiple source systems. * Develop complex SQL queries and data models to support reporting, reconciliation, and analytical ...
Perform data profiling, data mapping, and data quality assessments across multiple source systems. * Develop complex SQL queries and data models to support reporting, reconciliation, and analytical ...
Data Quality Engineer
Toronto, ON · On-site
Perform data profiling and anomaly detection on large datasets. * Work with business stakeholders to define data quality rules and KPIs. * Implement automated data validation checks across pipelines.
Data Quality Engineer
Toronto, ON · On-site
Perform data profiling and anomaly detection on large datasets. * Work with business stakeholders to define data quality rules and KPIs. * Implement automated data validation checks across pipelines.
Data Engineer II
Toronto, ON · On-site
CA$81K - CA$115K/yr
Provide a broad range of data engineering functions including data modeling, data quality, data profiling, data acquisition and ingestion, extract transform load (ETL), metadata enrichment and ...
Data Engineer II
Toronto, ON · On-site
CA$81K - CA$115K/yr
Provide a broad range of data engineering functions including data modeling, data quality, data profiling, data acquisition and ingestion, extract transform load (ETL), metadata enrichment and ...
Senior Data Software Engineer
Toronto, ON · On-site +1
Design and develop data quality, data profiling and data classification solutions * Lead technical design discussions and drive architectural decisions for data management solutions * You will ...
Senior Data Software Engineer
Toronto, ON · On-site +1
Design and develop data quality, data profiling and data classification solutions * Lead technical design discussions and drive architectural decisions for data management solutions * You will ...
IT Data Specialist
Toronto, ON · On-site
CA$96K - CA$136K/yr
Perform data profiling using TD tooling and ad hoc system query languages to validate data analysis * Provide support to the development and testing teams to resolve data issues * Support the user ...
IT Data Specialist
Toronto, ON · On-site
CA$96K - CA$136K/yr
Perform data profiling using TD tooling and ad hoc system query languages to validate data analysis * Provide support to the development and testing teams to resolve data issues * Support the user ...
Data Governance Specialist
Toronto, ON · On-site
Working knowledge of SQL for data profiling and analysis. * Ability to interpret data models, dashboards, and query logic. * Familiarity with databases and data platforms (e.g., Snowflake, Oracle) is ...
Data Governance Specialist
Toronto, ON · On-site
Working knowledge of SQL for data profiling and analysis. * Ability to interpret data models, dashboards, and query logic. * Familiarity with databases and data platforms (e.g., Snowflake, Oracle) is ...
Consultant, Data Scientist
Toronto, ON · On-site
Perform data profiling and exploration to ensure the integrity of data. * Productionalize data models with feedback loop to automate the refinement process for deployed models over time. * ...
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Consultant, Data Scientist
Toronto, ON · On-site
Perform data profiling and exploration to ensure the integrity of data. * Productionalize data models with feedback loop to automate the refinement process for deployed models over time. * ...
Data Steward
Toronto, ON · On-site
Provide data profiling information, lineage context, and business definitions that help end users assess whether data is fit for their reporting, analytics, and decision-making needs. * Investigate ...
New
Data Steward
Toronto, ON · On-site
Provide data profiling information, lineage context, and business definitions that help end users assess whether data is fit for their reporting, analytics, and decision-making needs. * Investigate ...
New
Perform data profiling and exploration to ensure the integrity of data. * Productionalize data models with feedback loop to automate the refinement process for deployed models over time. * ...
Quick apply
Perform data profiling and exploration to ensure the integrity of data. * Productionalize data models with feedback loop to automate the refinement process for deployed models over time. * ...
Data Analyst
CA$55K - CA$95K/yr
Strong data profiling, mapping, and reconciliation skills. * Excellent analytical and problem-solving abilities in ambiguous environments. * Strong communication skills to work with both technical ...
Data Analyst
CA$55K - CA$95K/yr
Strong data profiling, mapping, and reconciliation skills. * Excellent analytical and problem-solving abilities in ambiguous environments. * Strong communication skills to work with both technical ...
Business Data Analyst (Contract)
Toronto, ON · Hybrid
CA$71K - CA$100K/yr
Ensure data quality through data profiling, validation, and analysis of data from multiple sources and platforms. * Develop and maintain knowledge of enterprise data assets, upstream data sources ...
Business Data Analyst (Contract)
Toronto, ON · Hybrid
CA$71K - CA$100K/yr
Ensure data quality through data profiling, validation, and analysis of data from multiple sources and platforms. * Develop and maintain knowledge of enterprise data assets, upstream data sources ...
Executes data profiling, data quality assessment, issue root cause analysis, investigation and remediation. * Conducts various data testing: Quality Assurance Testing (QAT), Business Acceptance ...
New
Executes data profiling, data quality assessment, issue root cause analysis, investigation and remediation. * Conducts various data testing: Quality Assurance Testing (QAT), Business Acceptance ...
New
Manager, Data Engineer
Toronto, ON · On-site
Applies iterative development practices across all phases of data solution delivery, including data profiling, ingestion, transformation, modeling, cleansing, conforming, enrichment, and aggregation ...
Manager, Data Engineer
Toronto, ON · On-site
Applies iterative development practices across all phases of data solution delivery, including data profiling, ingestion, transformation, modeling, cleansing, conforming, enrichment, and aggregation ...
Data Designer II
CA$76K - CA$115K/yr
Perform data profiling using TD tooling and ad hoc system query languages to validate data prototyping solutions * Provide support throughout data lifecycle to resolve data issues and support user ...
Data Designer II
CA$76K - CA$115K/yr
Perform data profiling using TD tooling and ad hoc system query languages to validate data prototyping solutions * Provide support throughout data lifecycle to resolve data issues and support user ...
Domain Data Architect
Toronto, ON · Hybrid
GenAI experience is an asset, including use of AI to accelerate data profiling, model documentation, or impact analysis Workplace: Hybrid role with 3 days per week in Toronto office is preferred ...
Domain Data Architect
Toronto, ON · Hybrid
GenAI experience is an asset, including use of AI to accelerate data profiling, model documentation, or impact analysis Workplace: Hybrid role with 3 days per week in Toronto office is preferred ...
Perform data analysis, profiling, reconciliation, validation, and root-cause investigations across investment and accounting data domains, while collaborating with engineers and architects to design ...
Perform data analysis, profiling, reconciliation, validation, and root-cause investigations across investment and accounting data domains, while collaborating with engineers and architects to design ...
Data Engineer
Toronto, ON · On-site
Perform data profiling, quality checks, and root-cause analysis to improve data reliability. * Provide support for production systems, ensuring stability, observability, and continuous improvement.
Data Engineer
Toronto, ON · On-site
Perform data profiling, quality checks, and root-cause analysis to improve data reliability. * Provide support for production systems, ensuring stability, observability, and continuous improvement.
Data Profiling information
What is the difference between Data Profiling vs Data Analyst?
| Aspect | Data Profiling | Data Analyst |
|---|---|---|
| Primary Focus | Analyzing data for quality, structure, and patterns | Interpreting data to generate insights and reports |
| Skills Required | Data analysis, SQL, data quality tools | Data analysis, visualization, statistical skills |
| Work Environment | Data warehouses, ETL processes, data governance | Business intelligence tools, dashboards, reporting platforms |
| Certifications | Data quality certifications, SQL certifications | Data analysis certifications, Tableau, Excel |
Data Profiling primarily involves examining data sets to assess quality and structure, often as a preliminary step in data management. Data Analysts focus on interpreting data to provide actionable insights and support decision-making. While both roles require analytical skills and familiarity with data tools, Data Profiling emphasizes data quality and structure, whereas Data Analysts concentrate on analysis and reporting.
What are the key skills and qualifications needed to thrive as a data profiling specialist, and why are they important?
What is data profiling?
What are some typical challenges faced in a data profiling role and how can they be addressed?
What does a data profiling do?

Full-time
Posted 6 days ago
Job description
GFT is seeking a Senior Data Migration Strategist to support a large-scale enterprise transformation initiative. The successful candidate will be responsible for defining migration strategies, performing data analysis and mapping activities, and supporting the successful migration of critical business data across complex environments.
Key Responsibilities Data Analysis & Mapping- Conduct data profiling to identify quality issues and migration risks.
- Define field-level mappings from source schemas to target structures.
- Establish transformation rules, defaulting strategies, and validation criteria.
- Perform segmentation analysis to support tranche planning and sequencing.
- Conduct pre-load analysis to identify data elements suitable for advance staging, reducing migration complexity.
- Define the overall migration strategy, including migration models (rolling-wave and tranche-based execution) and sequencing approaches.
- Confirm scope across data domains, including customer, account, and transaction data.
- Establish migration principles, success criteria, and delivery approaches.
- Align migration sequencing with product readiness and customer segment considerations.
- Conduct Value Driver Analysis to identify business priorities informing migration sequencing and prioritization.
- Confirm scope and requirements prior to detailed migration analysis activities.
- Minimum of 15 years of experience in data analysis, data migration, data management, or related fields.
- Proven experience defining and executing large-scale data migration strategies.
- Strong expertise in data profiling, data mapping, transformation rules, and data quality analysis.
- Experience working with customer, account, and transaction data.
- Strong analytical, problem-solving, and stakeholder management skills.
- Excellent verbal and written communication skills.
- Experience in banking, financial services, or other large enterprise environments.
- Experience with tranche-based or phased migration approaches.
- Experience supporting large-scale transformation initiatives