Period
to 21 October 2018

The following table provides summary statistics for permanent job vacancies advertised in Leeds 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 21 October 2018 with a comparison to the same period in the previous 2 years.

Data Transformation
6 months to
21 Oct 2018
Same period 2017 Same period 2016
Rank 170 210 235
Rank change year-on-year +40 +25 +38
Permanent jobs citing Data Transformation 19 10 9
As % of all permanent IT jobs advertised in Leeds 0.49% 0.21% 0.16%
As % of the Processes & Methodologies category 0.54% 0.22% 0.18%
Number of salaries quoted 7 9 5
Leeds median annual salary £46,500 £35,000 £37,500
Median salary % change year-on-year +32.86% -6.67% -6.25%
10th Percentile £42,250 £32,350 £36,250
90th Percentile £57,500 £40,000 £38,750
West Yorkshire median annual salary £46,500 £35,000 £37,500
% change year-on-year +32.86% -6.67% -51.30%

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 Leeds with a requirement for process or methodology skills.

All Process and Methodology Skills
Leeds
Permanent vacancies with a requirement for process or methodology skills 3,528 4,467 5,079
As % of all permanent IT jobs advertised in Leeds 91.28% 94.08% 92.95%
Number of salaries quoted 2,947 3,791 4,285
Leeds median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% -
10th Percentile £27,500 £27,500 £26,250
90th Percentile £65,000 £62,500 £62,500
West Yorkshire median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - +6.25%

Data Transformation
Job Vacancy Trend in Leeds

Job postings citing Data Transformation as a percentage of all IT jobs advertised in Leeds.

Job vacancy trend for Data Transformation in Leeds

Data Transformation
Salary Trend in Leeds

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Transformation in Leeds.

Salary trend for Data Transformation in Leeds

For the 6 months to 21 October 2018, 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 Leeds region with a requirement for Data Transformation.

1 18 (94.74%) SQL
2 16 (84.21%) Finance
2 16 (84.21%) Data Quality
3 14 (73.68%) Data Management
4 13 (68.42%) Data Modelling
5 11 (57.89%) Oracle
6 10 (52.63%) Trillium
6 10 (52.63%) RDBMS
6 10 (52.63%) IBM
6 10 (52.63%) PowerDesigner
6 10 (52.63%) ERwin
6 10 (52.63%) Oracle ODI
6 10 (52.63%) Oracle Database
6 10 (52.63%) Relational Database
6 10 (52.63%) Oracle GoldenGate
6 10 (52.63%) Data Governance
7 9 (47.37%) Logical Data Model
7 9 (47.37%) Physical Data Model
7 9 (47.37%) Quality Management
7 9 (47.37%) SAP Data Services
7 9 (47.37%) Data Integration
8 8 (42.11%) Data Cleansing
9 6 (31.58%) Data Warehouse
10 4 (21.05%) Python
10 4 (21.05%) ETL
10 4 (21.05%) BusinessObjects
10 4 (21.05%) Banking
10 4 (21.05%) Market Risk
10 4 (21.05%) MongoDB
10 4 (21.05%) Data Architecture

Data Transformation
Co-occurring IT Skills in Leeds 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:

Application Platforms
1 1 (5.26%) BizTalk Server
Cloud Services
1 2 (10.53%) Amazon AWS
1 2 (10.53%) Amazon Kinesis
1 2 (10.53%) Amazon SageMaker
Database & Business Intelligence
1 10 (52.63%) Oracle Database
1 10 (52.63%) Oracle ODI
1 10 (52.63%) RDBMS
1 10 (52.63%) Relational Database
2 9 (47.37%) SAP Data Services
3 6 (31.58%) Data Warehouse
4 4 (21.05%) BusinessObjects
4 4 (21.05%) MongoDB
5 2 (10.53%) Amazon Aurora
5 2 (10.53%) Amazon RDS
5 2 (10.53%) Amazon Redshift
5 2 (10.53%) Data Lake
5 2 (10.53%) Pentaho
5 2 (10.53%) Snowflake Schema
6 1 (5.26%) Oracle OWB
6 1 (5.26%) Redis
6 1 (5.26%) SQL Server
6 1 (5.26%) SQL Server Integration Services
Development Applications
1 10 (52.63%) ERwin
1 10 (52.63%) PowerDesigner
2 1 (5.26%) MSBuild
2 1 (5.26%) SpecFlow
General
1 16 (84.21%) Finance
2 4 (21.05%) Banking
Job Titles
1 9 (47.37%) Data Modeller
2 8 (42.11%) Analyst
3 7 (36.84%) Data Analyst
4 4 (21.05%) Data Manager
4 4 (21.05%) Data Warehouse Manager
5 3 (15.79%) Developer
6 2 (10.53%) Data Engineer
6 2 (10.53%) ETL Developer
6 2 (10.53%) Senior Data Engineer
7 1 (5.26%) Designer
7 1 (5.26%) Integration Developer
7 1 (5.26%) Solutions Analyst
7 1 (5.26%) Solutions Designer
Libraries, Frameworks & Software Standards
1 10 (52.63%) Oracle GoldenGate
2 2 (10.53%) Web Services
3 1 (5.26%) .NET
3 1 (5.26%) JSON
3 1 (5.26%) Middleware
3 1 (5.26%) REST
3 1 (5.26%) SOAP
3 1 (5.26%) WCF
3 1 (5.26%) XML
3 1 (5.26%) XSD
3 1 (5.26%) XSLT
Miscellaneous
1 4 (21.05%) Market Risk
Processes & Methodologies
1 14 (73.68%) Data Management
2 13 (68.42%) Data Modelling
3 10 (52.63%) Data Governance
4 9 (47.37%) Data Integration
4 9 (47.37%) Logical Data Model
4 9 (47.37%) Physical Data Model
4 9 (47.37%) Quality Management
5 8 (42.11%) Data Cleansing
6 4 (21.05%) Analytics
6 4 (21.05%) Data Analytics
6 4 (21.05%) Data Architecture
6 4 (21.05%) Data Strategy
6 4 (21.05%) ETL
7 2 (10.53%) Agile Software Development
7 2 (10.53%) Business Intelligence
7 2 (10.53%) Change Management
7 2 (10.53%) Data Migration
7 2 (10.53%) Data Security
7 2 (10.53%) Project Management
7 2 (10.53%) TOGAF
Programming Languages
1 18 (94.74%) SQL
2 4 (21.05%) Python
3 3 (15.79%) C#
4 2 (10.53%) Java
4 2 (10.53%) JavaScript
4 2 (10.53%) Ruby
4 2 (10.53%) Scala
4 2 (10.53%) T-SQL
5 1 (5.26%) PowerShell
Qualifications
1 2 (10.53%) AWS Certification
Quality Assurance & Compliance
1 16 (84.21%) Data Quality
2 2 (10.53%) GDPR
Vendors
1 11 (57.89%) Oracle
2 10 (52.63%) IBM
2 10 (52.63%) Trillium