The following table provides summary statistics for permanent job vacancies advertised in Birmingham 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 3 months to 24 June 2017 with a comparison to the same period in the previous 2 years.

Data Transformation
West Midlands / Birmingham
3 months to
24 Jun 2017
Same period 2016 Same period 2015
Rank 133 136 -
Rank change year-on-year +3 -  
Permanent jobs citing Data Transformation 3 8 0
As % of all permanent IT jobs advertised in Birmingham 0.16% 0.34% -
As % of the Processes & Methodologies category 0.17% 0.38% -
Number of salaries quoted 3 8 0
Median salary £42,500 £27,000 -
Median salary % change year-on-year +57.40% -  
UK excluding London median salary £47,500 £42,500 £42,500
% change year-on-year +11.76% -  

Data Transformation is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Birmingham with a requirement for process and methodology skills.

Process & Methodology Skills
Birmingham
Permanent job vacancies with a requirement for process and methodology skills 1724 2085 1740
As % of all permanent IT job vacancies advertised in Birmingham 89.10% 87.61% 86.18%
Number of salaries quoted 1407 1523 1417
Median salary £45,000 £45,000 £45,000
90% offered a salary of more than £30,000 £27,500 £30,000
10% offered a salary of more than £60,000 £67,500 £70,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Data Transformation
Job Vacancy Trend in Birmingham

The job posting trend of jobs advertised in Birmingham citing Data Transformation as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Data Transformation in Birmingham

Data Transformation
Salary Trend in Birmingham

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

Salary trend for Data Transformation in Birmingham

For the 6 months to 24 June 2017, IT jobs citing Data Transformation also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Birmingham region with a requirement for Data Transformation.

1 5 (100.00%) Business Intelligence
2 4 (80.00%) SQL
2 4 (80.00%) Data Modelling
2 4 (80.00%) QlikView
3 3 (60.00%) Continuous Improvement
3 3 (60.00%) Project Management
4 2 (40.00%) ITIL Certification
4 2 (40.00%) SDLC
4 2 (40.00%) Change Control
4 2 (40.00%) ITIL
4 2 (40.00%) SQL Server
5 1 (20.00%) OLAP
5 1 (20.00%) JUnit
5 1 (20.00%) MySQL
5 1 (20.00%) Oracle
5 1 (20.00%) Apache
5 1 (20.00%) Data Mining
5 1 (20.00%) ETL
5 1 (20.00%) MVC
5 1 (20.00%) Finance
5 1 (20.00%) Scrum
5 1 (20.00%) Agile Software Development
5 1 (20.00%) TDD
5 1 (20.00%) Lucene
5 1 (20.00%) Data Analysis
5 1 (20.00%) QA
5 1 (20.00%) Oracle OLAP
5 1 (20.00%) Apache ZooKeeper
5 1 (20.00%) Riak
5 1 (20.00%) Vertica

Data Transformation
Co-occurring IT Skills in Birmingham 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 (20.00%) Apache
1 1 (20.00%) Apache Pig
1 1 (20.00%) Apache Spark
1 1 (20.00%) Elasticsearch
Database & Business Intelligence
1 4 (80.00%) QlikView
2 2 (40.00%) SQL Server
3 1 (20.00%) Apache Cassandra
3 1 (20.00%) Apache Hive
3 1 (20.00%) Big Data
3 1 (20.00%) Data Mining
3 1 (20.00%) Flink
3 1 (20.00%) Hadoop
3 1 (20.00%) Impala
3 1 (20.00%) MongoDB
3 1 (20.00%) MySQL
3 1 (20.00%) OLAP
3 1 (20.00%) OLAP Cube
3 1 (20.00%) Oracle OLAP
3 1 (20.00%) Pentaho
3 1 (20.00%) Riak
Development Applications
1 1 (20.00%) JUnit
1 1 (20.00%) TestNG
General
1 1 (20.00%) Finance
Job Titles
1 4 (80.00%) Developer
1 4 (80.00%) QlikView Developer
2 1 (20.00%) Big Data Engineer
2 1 (20.00%) Data Engineer
Libraries, Frameworks & Software Standards
1 1 (20.00%) Lucene
1 1 (20.00%) Samza
Miscellaneous
1 1 (20.00%) Analytical Skills
1 1 (20.00%) Fintech
1 1 (20.00%) User Experience
Processes & Methodologies
1 5 (100.00%) Business Intelligence
2 4 (80.00%) Data Modelling
3 3 (60.00%) Continuous Improvement
3 3 (60.00%) Project Management
4 2 (40.00%) Change Control
4 2 (40.00%) ITIL
4 2 (40.00%) SDLC
5 1 (20.00%) Agile Software Development
5 1 (20.00%) BDD
5 1 (20.00%) Dashboard Development
5 1 (20.00%) Data Analysis
5 1 (20.00%) Data Visualisation
5 1 (20.00%) ETL
5 1 (20.00%) MVC
5 1 (20.00%) Scrum
5 1 (20.00%) TDD
5 1 (20.00%) Visualisation
Programming Languages
1 4 (80.00%) SQL
2 1 (20.00%) Java
2 1 (20.00%) Scala
Qualifications
1 2 (40.00%) ITIL Certification
Quality Assurance & Compliance
1 1 (20.00%) QA
System Software
1 1 (20.00%) Apache ZooKeeper
1 1 (20.00%) HDFS
Systems Management
1 1 (20.00%) Hadoop YARN
Vendors
1 1 (20.00%) Oracle
1 1 (20.00%) Tableau
1 1 (20.00%) Vertica