Period
to 18 September 2020

The following table provides summary statistics for permanent job vacancies advertised in the North West with a requirement for Data Transformation skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Transformation over the 6 months to 18 September 2020 with a comparison to the same period in the previous 2 years.

Data Transformation
England > North West
6 months to
18 Sep 2020
Same period 2019 Same period 2018
Rank 188 310 328
Rank change year-on-year +122 +18 +34
Permanent jobs citing Data Transformation 16 29 26
As % of all permanent jobs advertised in the North West 0.39% 0.28% 0.22%
As % of the Processes & Methodologies category 0.42% 0.29% 0.24%
Number of salaries quoted 18 28 22
Median annual salary £48,750 £60,000 £38,750
Median salary % change year-on-year -18.75% +54.84% -50.00%
10th Percentile £34,348 £35,000 £27,875
90th Percentile £57,500 £69,500 £47,500
England median annual salary £61,250 £55,000 £55,000
% change year-on-year +11.36% - +8.91%

Data Transformation is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in the North West with a requirement for process or methodology skills.

All Process and Methodology Skills
North West
Permanent vacancies with a requirement for process or methodology skills 3,787 9,905 10,941
As % of all permanent IT jobs advertised in the North West 92.48% 94.05% 91.50%
Number of salaries quoted 3,158 7,477 8,792
Median annual salary £50,000 £45,000 £45,000
Median salary % change year-on-year +11.11% - +5.88%
10th Percentile £32,500 £26,650 £26,250
90th Percentile £70,000 £69,706 £67,500
England median annual salary £57,500 £52,500 £50,000
% change year-on-year +9.52% +5.00% -

Data Transformation
Job Vacancy Trend in the North West

Job postings citing Data Transformation as a proportion of all IT jobs advertised in the North West.

Job vacancy trend for Data Transformation in the North West

Data Transformation
Salary Trend in the North West

3-month moving average salary quoted in jobs citing Data Transformation in the North West.

Salary trend for Data Transformation in the North West

Data Transformation
Salary Histogram in the North West

Salary distribution for jobs citing Data Transformation in the North West over the 6 months to 18 September 2020.

Salary histogram for Data Transformation in the North West

Data Transformation
Job Locations in the North West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Transformation within the North West region over the 6 months to 18 September 2020. 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
Job
Vacancies
Cheshire - 10 £47,500 -
Manchester +86 4 £55,000 -8.33% 5
Lancashire - 2 £28,000 - 2
Data Transformation
England

For the 6 months to 18 September 2020, IT jobs citing Data Transformation also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the North West region with a requirement for Data Transformation.

1 14 (87.50%) SQL
2 10 (62.50%) Data Warehouse
2 10 (62.50%) Analytics
3 9 (56.25%) Business Intelligence
3 9 (56.25%) Data Strategy
4 8 (50.00%) ETL
5 7 (43.75%) SQL Server
5 7 (43.75%) Data Management
5 7 (43.75%) SQL Server Reporting Services
5 7 (43.75%) SQL Server Integration Services
5 7 (43.75%) Power BI
5 7 (43.75%) Power Platform
6 6 (37.50%) Data Engineering
6 6 (37.50%) Microsoft
7 5 (31.25%) Project Management
7 5 (31.25%) Agile Software Development
7 5 (31.25%) Data Integration
7 5 (31.25%) Azure
7 5 (31.25%) Degree
7 5 (31.25%) Big Data
7 5 (31.25%) Process Improvement
7 5 (31.25%) Root Cause Analysis
7 5 (31.25%) Relational Database
7 5 (31.25%) DevOps
7 5 (31.25%) Data Munging
7 5 (31.25%) Data Structures
7 5 (31.25%) Jitterbit
7 5 (31.25%) Data Science
7 5 (31.25%) ETL Development
7 5 (31.25%) Workload Management

Data Transformation
Co-occurring IT Skills in the North West by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Cloud Services
1 7 (43.75%) Power Platform
2 5 (31.25%) Azure
3 2 (12.50%) Azure Data Factory
4 1 (6.25%) AWS
Communications & Networking
1 2 (12.50%) DNS
1 2 (12.50%) Firewall
Database & Business Intelligence
1 10 (62.50%) Data Warehouse
2 7 (43.75%) Power BI
2 7 (43.75%) SQL Server
2 7 (43.75%) SQL Server Integration Services
2 7 (43.75%) SQL Server Reporting Services
3 5 (31.25%) Big Data
3 5 (31.25%) Relational Database
4 4 (25.00%) SQL Server Analysis Services
5 3 (18.75%) Data Lake
6 2 (12.50%) Azure SQL Data Warehouse
6 2 (12.50%) Azure SQL Database
General
1 2 (12.50%) Finance
Job Titles
1 7 (43.75%) Data Engineer
2 3 (18.75%) Developer
3 2 (12.50%) Architect
3 2 (12.50%) Data Architect
3 2 (12.50%) Data Warehouse Developer
3 2 (12.50%) Integration Engineer
3 2 (12.50%) Systems Architect
4 1 (6.25%) Analyst
4 1 (6.25%) Data Analyst
4 1 (6.25%) Data Manager
4 1 (6.25%) Data Warehouse Manager
4 1 (6.25%) Graduate
4 1 (6.25%) Graduate Analyst
4 1 (6.25%) Graduate Data Analyst
4 1 (6.25%) Lead Architect
4 1 (6.25%) Lead Data Architect
4 1 (6.25%) Principal Architect
4 1 (6.25%) Principal Data Architect
4 1 (6.25%) Report Developer
4 1 (6.25%) Senior Developer
Miscellaneous
1 5 (31.25%) Data Structures
2 2 (12.50%) Management Information System
2 2 (12.50%) NHS
3 1 (6.25%) Analytical Skills
Processes & Methodologies
1 10 (62.50%) Analytics
2 9 (56.25%) Business Intelligence
2 9 (56.25%) Data Strategy
3 8 (50.00%) ETL
4 7 (43.75%) Data Management
5 6 (37.50%) Data Engineering
6 5 (31.25%) Agile Software Development
6 5 (31.25%) Data Integration
6 5 (31.25%) Data Munging
6 5 (31.25%) Data Science
6 5 (31.25%) DevOps
6 5 (31.25%) ETL Development
6 5 (31.25%) Process Improvement
6 5 (31.25%) Project Management
6 5 (31.25%) Root Cause Analysis
6 5 (31.25%) Workload Management
7 4 (25.00%) Data Modelling
8 3 (18.75%) Data Analytics
9 2 (12.50%) Business Continuity Planning
9 2 (12.50%) Information Governance
Programming Languages
1 14 (87.50%) SQL
2 2 (12.50%) Java
2 2 (12.50%) Python
2 2 (12.50%) T-SQL
Qualifications
1 5 (31.25%) Degree
Quality Assurance & Compliance
1 1 (6.25%) Data Quality
System Software
1 2 (12.50%) Terminal Services
Vendors
1 6 (37.50%) Microsoft
2 5 (31.25%) Jitterbit
3 2 (12.50%) Databricks
3 2 (12.50%) Informatica
3 2 (12.50%) MuleSoft
3 2 (12.50%) Oracle
3 2 (12.50%) SAP
3 2 (12.50%) Software AG
3 2 (12.50%) TIBCO
3 2 (12.50%) webMethods
4 1 (6.25%) Tableau