Data Transformation Job Trends in Yorkshire

Data Transformation
England > Yorkshire

The table below provides summary statistics and salary benchmarking for jobs advertised in Yorkshire requiring Data Transformation skills. It covers permanent job vacancies from the 6 months leading up to 13 October 2026, with comparisons to the same periods in the previous two years.

6 months to
13 Oct 2026
Same period 2025 Same period 2024
Rank 145 152 160
Rank change year-on-year +7 +8 +12
Permanent jobs citing Data Transformation 45 4 15
As % of all permanent jobs in Yorkshire 0.60% 0.12% 0.34%
As % of the Processes & Methodologies category 0.88% 0.14% 0.42%
Number of salaries quoted 38 4 6
10th Percentile £35,000 £48,875 -
25th Percentile £35,625 £52,813 £44,738
Median annual salary (50th Percentile) £45,000 £60,000 £49,274
Median % change year-on-year -25.00% +21.77% -14.31%
75th Percentile £73,140 £72,500 £53,811
90th Percentile £95,000 £81,500 -
England median annual salary £70,000 £70,000 £65,000
% change year-on-year - +7.69% -10.34%

All Process & Methodology Skills
Yorkshire

Data Transformation falls under the Processes and Methodologies category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring process or methodology skills in Yorkshire.

Permanent vacancies with a requirement for process or methodology skills 5,086 2,928 3,555
As % of all permanent jobs advertised in Yorkshire 67.52% 87.59% 79.96%
Number of salaries quoted 3,776 1,387 1,565
10th Percentile £30,000 £26,250 £30,000
25th Percentile £40,000 £31,250 £41,250
Median annual salary (50th Percentile) £52,000 £47,500 £52,500
Median % change year-on-year +9.47% -9.52% -
75th Percentile £70,000 £65,625 £68,750
90th Percentile £85,000 £80,000 £80,000
England median annual salary £60,000 £55,000 £60,000
% change year-on-year +9.09% -8.33% -1.32%

Data Transformation
Job Vacancy Trend in Yorkshire

Historical trend showing the proportion of permanent IT job postings citing Data Transformation relative to all permanent IT jobs advertised in Yorkshire.

Data Transformation job vacancy trend in Yorkshire

Data Transformation
Salary Trend in Yorkshire

Salary distribution trend for jobs in Yorkshire citing Data Transformation.

Salary distribution trend for jobs in Yorkshire citing Data Transformation

Data Transformation
Salary Histogram in Yorkshire

Salary distribution for jobs citing Data Transformation in Yorkshire over the 6 months to 13 October 2026.

Salary histogram for Data Transformation in Yorkshire

Data Transformation
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Transformation within the Yorkshire region over the 6 months to 13 October 2026. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Jobs
West Yorkshire -12 25 £47,000 -21.67% 9
South Yorkshire -22 15 £45,000 -32.08% 5
North Yorkshire - 2 £80,000 - 1
Data Transformation
England

Data Transformation
Co-Occurring Skills & Capabilities in Yorkshire by Category

The following tables expand on the one above by listing co-occurrences grouped by category. They cover the same employment type, locality and period, with up to 20 co-occurrences shown in each category:

Application Platforms
1 2 (4.44%) Apache
1 2 (4.44%) Apache Spark
Applications
1 5 (11.11%) Microsoft Excel
Business Applications
1 2 (4.44%) SAP MDG
1 2 (4.44%) SAP MDG-BP
1 2 (4.44%) SAP MDG-F
1 2 (4.44%) SAP S/4HANA
Cloud Services
1 14 (31.11%) Azure
2 9 (20.00%) AWS
2 9 (20.00%) Power Platform
3 8 (17.78%) Azure Data Factory
3 8 (17.78%) GCP
4 6 (13.33%) Azure Synapse Analytics
5 2 (4.44%) GitHub
5 2 (4.44%) GitHub Actions
5 2 (4.44%) Slack
5 2 (4.44%) Snowflake
6 1 (2.22%) Amazon EC2
6 1 (2.22%) AWS Lambda
6 1 (2.22%) Azure AI
6 1 (2.22%) Azure DevOps
6 1 (2.22%) Google Sheets
6 1 (2.22%) Serverless
Database & Business Intelligence
1 11 (24.44%) Data Warehouse
2 9 (20.00%) Power BI
3 6 (13.33%) Amazon Redshift
3 6 (13.33%) BigQuery
4 5 (11.11%) Semantic Layer
5 3 (6.67%) Tableau
6 2 (4.44%) Data Lake
6 2 (4.44%) Hadoop
6 2 (4.44%) Star Schema
7 1 (2.22%) BusinessObjects
7 1 (2.22%) Looker
7 1 (2.22%) Spark SQL
7 1 (2.22%) SQL Server
7 1 (2.22%) SQL Server Integration Services
Development Applications
1 2 (4.44%) Git
General
1 14 (31.11%) Analytical Skills
2 13 (28.89%) Social Skills
3 8 (17.78%) Finance
4 7 (15.56%) Public Sector
5 5 (11.11%) Manufacturing
5 5 (11.11%) Presentation Skills
6 2 (4.44%) Legal
6 2 (4.44%) Local Government
6 2 (4.44%) Retail
7 1 (2.22%) Inclusion and Diversity
Job Titles
1 25 (55.56%) Data Engineer
2 12 (26.67%) Lead
3 5 (11.11%) Data Governance Analyst
3 5 (11.11%) Data Governance Manager
3 5 (11.11%) Data Manager
3 5 (11.11%) Governance Manager
3 5 (11.11%) Lead Data Engineer
4 3 (6.67%) Analyst
4 3 (6.67%) Senior
5 2 (4.44%) Consultant
5 2 (4.44%) Data Analyst
5 2 (4.44%) Functional Consultant
5 2 (4.44%) Principal Data Engineer
5 2 (4.44%) Principal Engineer
5 2 (4.44%) SAP Consultant
5 2 (4.44%) SAP Functional Consultant
5 2 (4.44%) SAP MDG Consultant
5 2 (4.44%) Senior Test Engineer
5 2 (4.44%) Test Engineer
6 1 (2.22%) Product Analyst
Libraries, Frameworks & Software Standards
1 2 (4.44%) JSON
1 2 (4.44%) PySpark
1 2 (4.44%) pytest
2 1 (2.22%) .NET
2 1 (2.22%) Terraform
Miscellaneous
1 6 (13.33%) Analytical Mindset
2 5 (11.11%) Operational Technology
3 2 (4.44%) Blog
3 2 (4.44%) Greenfield Project
3 2 (4.44%) NHS
3 2 (4.44%) Public Cloud
4 1 (2.22%) Data Structures
4 1 (2.22%) Legacy Systems
4 1 (2.22%) Low-Code
4 1 (2.22%) Onboarding
Processes & Methodologies
1 20 (44.44%) ETL
2 19 (42.22%) Data Pipeline
3 16 (35.56%) Data Engineering
4 14 (31.11%) Analytics
4 14 (31.11%) Data Modelling
4 14 (31.11%) Decision-Making
4 14 (31.11%) Mentoring
5 12 (26.67%) Agile
5 12 (26.67%) Stakeholder Management
6 11 (24.44%) Technical Leadership
7 10 (22.22%) Business Intelligence
7 10 (22.22%) Data Governance
8 8 (17.78%) Problem-Solving
8 8 (17.78%) Software Engineering
9 7 (15.56%) CI/CD
10 6 (13.33%) Collaborative Engineering
10 6 (13.33%) Continuous Improvement
10 6 (13.33%) Lakehouse
10 6 (13.33%) Performance Tuning
10 6 (13.33%) Technical Architecture
Programming Languages
1 30 (66.67%) SQL
2 12 (26.67%) Python
3 7 (15.56%) Java
4 6 (13.33%) Scala
5 2 (4.44%) Data Analysis Expressions
6 1 (2.22%) C#
6 1 (2.22%) C++
6 1 (2.22%) JavaScript
Qualifications
1 2 (4.44%) SC Cleared
1 2 (4.44%) Security Cleared
Quality Assurance & Compliance
1 20 (44.44%) Data Quality
2 1 (2.22%) Accessibility
2 1 (2.22%) QA
System Software
1 2 (4.44%) Docker
Systems Management
1 1 (2.22%) Kubernetes
Vendors
1 9 (20.00%) Microsoft
2 8 (17.78%) Databricks
3 2 (4.44%) SAP
4 1 (2.22%) Alteryx
4 1 (2.22%) Foundry
4 1 (2.22%) Google
4 1 (2.22%) SaltStack