Period
to 20 October 2018

The following table provides summary statistics for permanent job vacancies advertised in the West Midlands 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 20 October 2018 with a comparison to the same period in the previous 2 years.

Data Transformation
England > West Midlands
6 months to
20 Oct 2018
Same period 2017 Same period 2016
Rank 273 300 343
Rank change year-on-year +27 +43 -44
Permanent jobs citing Data Transformation 21 25 6
As % of all permanent IT jobs advertised in the West Midlands 0.24% 0.25% 0.051%
As % of the Processes & Methodologies category 0.27% 0.28% 0.056%
Number of salaries quoted 13 21 6
West Midlands median annual salary £52,500 £34,000 £28,500
Median salary % change year-on-year +54.41% +19.30% -13.64%
10th Percentile £35,677 £31,250 £27,000
90th Percentile £61,750 £67,500 £43,750
England median annual salary £55,000 £50,500 £46,500
% change year-on-year +8.91% +8.60% -5.10%

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 West Midlands with a requirement for process or methodology skills.

All Process and Methodology Skills
West Midlands
Permanent vacancies with a requirement for process or methodology skills 7,754 9,038 10,656
As % of all permanent IT jobs advertised in the West Midlands 90.42% 91.48% 90.51%
Number of salaries quoted 5,937 7,390 8,330
West Midlands median annual salary £44,500 £40,000 £40,000
Median salary % change year-on-year +11.25% - -
10th Percentile £26,000 £25,500 £24,500
90th Percentile £67,500 £63,750 £65,000
England median annual salary £52,225 £50,000 £50,000
% change year-on-year +4.45% - +5.26%

Data Transformation
Job Vacancy Trend in the West Midlands

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

Job vacancy trend for Data Transformation in the West Midlands

Data Transformation
Salary Trend in the West Midlands

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

Salary trend for Data Transformation in the West Midlands

Data Transformation
Salary Histogram in the West Midlands

The salary distribution of IT jobs citing Data Transformation in the West Midlands over the 6 months to 20 October 2018.

Salary histogram for Data Transformation in the West Midlands

Data Transformation
Job Locations in the West Midlands

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Transformation within the West Midlands region over the 6 months to 20 October 2018. 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
Birmingham +14 16 £52,500 -0.94%
Worcestershire +6 3 £35,091 -12.27%
Wednesbury - 1 £45,000 - 1
Shropshire - 1 £42,500 -
Data Transformation
England

For the 6 months to 20 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 West Midlands region with a requirement for Data Transformation.

1 9 (42.86%) SQL Server
1 9 (42.86%) ETL
1 9 (42.86%) Visualisation
2 8 (38.10%) Python
3 7 (33.33%) Oracle
3 7 (33.33%) SQL Server Integration Services
3 7 (33.33%) Microsoft Azure
3 7 (33.33%) Hadoop
3 7 (33.33%) Data Visualisation
3 7 (33.33%) Talend
3 7 (33.33%) Analytics
3 7 (33.33%) Apache Spark
4 6 (28.57%) Apache
4 6 (28.57%) Microsoft
5 5 (23.81%) SharePoint
5 5 (23.81%) T-SQL
5 5 (23.81%) Visual Studio
5 5 (23.81%) Agile Software Development
5 5 (23.81%) R
5 5 (23.81%) Big Data
5 5 (23.81%) Jenkins
5 5 (23.81%) Cloudera
5 5 (23.81%) Kafka
5 5 (23.81%) Time Management
5 5 (23.81%) Git (software)
5 5 (23.81%) Continuous Integration
6 4 (19.05%) SQL Server 2008
6 4 (19.05%) SQL Server Reporting Services
6 4 (19.05%) Service Delivery
6 4 (19.05%) Web Services

Data Transformation
Co-occurring IT Skills in the West Midlands 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 7 (33.33%) Apache Spark
2 6 (28.57%) Apache
3 5 (23.81%) SharePoint
4 3 (14.29%) BizTalk Server
4 3 (14.29%) Oracle SOA Suite
5 2 (9.52%) DNN
Applications
1 2 (9.52%) Microsoft Excel
Business Applications
1 1 (4.76%) Magento
Cloud Services
1 7 (33.33%) Microsoft Azure
Communications & Networking
1 2 (9.52%) FTP
1 2 (9.52%) SAN
Database & Business Intelligence
1 9 (42.86%) SQL Server
2 7 (33.33%) Hadoop
2 7 (33.33%) SQL Server Integration Services
3 5 (23.81%) Big Data
4 4 (19.05%) SQL Server 2008
4 4 (19.05%) SQL Server Reporting Services
5 3 (14.29%) DTS
5 3 (14.29%) SQL Server Analysis Services
6 2 (9.52%) Data Warehouse
6 2 (9.52%) MySQL
7 1 (4.76%) Power BI
7 1 (4.76%) QlikView
7 1 (4.76%) SQL Server 2012
7 1 (4.76%) SQL Server 2014
Development Applications
1 5 (23.81%) Git (software)
1 5 (23.81%) Jenkins
1 5 (23.81%) Visual Studio
2 3 (14.29%) Team Foundation Server
3 2 (9.52%) SQL Server Management Studio (SSMS)
Job Titles
1 7 (33.33%) Data Engineer
1 7 (33.33%) Developer
2 5 (23.81%) Hadoop Engineer
3 4 (19.05%) Consultant
3 4 (19.05%) Principal Consultant
4 3 (14.29%) Business Intelligence Developer
4 3 (14.29%) Integration Developer
4 3 (14.29%) ServiceNow Developer
5 2 (9.52%) Business Developer
5 2 (9.52%) DBA
6 1 (4.76%) Administrator
6 1 (4.76%) LAMP Developer
6 1 (4.76%) Linux Administrator
6 1 (4.76%) Linux Systems Administrator
6 1 (4.76%) Senior Business Intelligence Developer
6 1 (4.76%) Senior Developer
6 1 (4.76%) Software Developer
6 1 (4.76%) Systems Administrator
Libraries, Frameworks & Software Standards
1 5 (23.81%) Kafka
2 4 (19.05%) .NET
2 4 (19.05%) Web Services
2 4 (19.05%) XML
3 3 (14.29%) JSON
3 3 (14.29%) LINQ
3 3 (14.29%) REST
3 3 (14.29%) SOAP
3 3 (14.29%) XSLT
4 2 (9.52%) Natural Language Processing
5 1 (4.76%) ASP.NET
5 1 (4.76%) LAMP
Miscellaneous
1 2 (9.52%) Algorithms
1 2 (9.52%) Analytical Skills
1 2 (9.52%) Clustering
1 2 (9.52%) Management Information System
1 2 (9.52%) NHS
1 2 (9.52%) Replication
Operating Systems
1 2 (9.52%) Linux
1 2 (9.52%) Windows
1 2 (9.52%) Windows Server
2 1 (4.76%) CentOS
2 1 (4.76%) Red Hat Enterprise Linux
2 1 (4.76%) Solaris
Processes & Methodologies
1 9 (42.86%) ETL
1 9 (42.86%) Visualisation
2 7 (33.33%) Analytics
2 7 (33.33%) Data Visualisation
3 5 (23.81%) Agile Software Development
3 5 (23.81%) Continuous Integration
3 5 (23.81%) Time Management
4 4 (19.05%) Data Modelling
4 4 (19.05%) Service Delivery
5 3 (14.29%) Business Intelligence
5 3 (14.29%) Commercial Awareness
5 3 (14.29%) ITIL
5 3 (14.29%) Service Management
5 3 (14.29%) SOA
6 2 (9.52%) Actionable Insight
6 2 (9.52%) Data Development
6 2 (9.52%) Database Mirroring
6 2 (9.52%) Decision-Making
6 2 (9.52%) Information Governance
6 2 (9.52%) Performance Tuning
Programming Languages
1 8 (38.10%) Python
2 5 (23.81%) R
2 5 (23.81%) T-SQL
3 4 (19.05%) C#
3 4 (19.05%) Java
3 4 (19.05%) VB.NET
4 3 (14.29%) SQL
5 2 (9.52%) Scala
5 2 (9.52%) VB
6 1 (4.76%) PHP
Qualifications
1 2 (9.52%) Degree
Quality Assurance & Compliance
1 2 (9.52%) Data Quality
1 2 (9.52%) GDPR
1 2 (9.52%) SLA
System Software
1 1 (4.76%) VMware Infrastructure
Vendors
1 7 (33.33%) Oracle
1 7 (33.33%) Talend
2 6 (28.57%) Microsoft
3 5 (23.81%) Cloudera
4 3 (14.29%) ServiceNow
4 3 (14.29%) Tableau
5 1 (4.76%) arcserve
5 1 (4.76%) Red Hat
5 1 (4.76%) VMware