The table below looks at the statistics for Data Transformation skills in IT jobs advertised for the England region. Included is a guide to the salaries offered in IT jobs that have cited Data Transformation over the 3 months to 27 May 2016 with a comparison to the same period over the previous 2 years.

3 months to
27 May 2016
Same period 2015 Same period 2014
Data Transformation
Rank 777 737 795
Rank change year-on-year
-40 +58
Permanent jobs citing Data Transformation 129 186 180
As % of all permanent IT jobs located in England 0.14% 0.19% 0.16%
As % of the Processes & Methodologies category 0.16% 0.22% 0.19%
Number of salaries quoted 93 152 164
Median salary £47,500 £49,000 £50,000
Median salary % change year-on-year
-3.06% -2.00%
90% offered a salary of more than £28,000 £30,000 £37,500
10% offered a salary of more than £65,000 £70,000 £60,500
UK excluding London median salary £45,000 £40,000 £47,500
% change year-on-year
+12.50% -15.78%
Data Transformation
UK

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the England region.

Processes & Methodologies Category
England
Permanent IT job ads with a match in the
Processes & Methodologies category
82088 85947 94274
As % of all permanent IT jobs located in England 87.92% 86.25% 85.39%
Number of salaries quoted 69243 70640 77351
Median salary £50,000 £50,000 £47,500
Median salary % change year-on-year
- +5.26%
90% offered a salary of more than £32,500 £32,000 £31,500
10% offered a salary of more than £77,500 £72,500 £75,000
UK excluding London median salary £45,000 £44,000 £42,500
% change year-on-year
+2.27% +3.52%

Data Transformation
Jobs Demand Trend in England

The demand trend of job ads across the England region citing Data Transformation as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Data Transformation Jobs Demand Trend in England

Data Transformation
Salary Trend in England

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

Data Transformation Salary Trend in England

Data Transformation
Salary Histogram in England

This chart provides a salary histogram for IT jobs citing Data Transformation across the England region over the 3 months to 27 May 2016.

Data Transformation Salary Histogram in England

Data Transformation
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Transformation within the England region over the 3 months to 27 May 2016. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location
(Click see detailed
statistics and trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +8 72 £50,000 -20.00% 8
South West +13 14 £48,750 -27.77% 8
South East -31 12 £42,500 - 5
East of England +17 10 £24,000 -45.14% 1
West Midlands -22 8 £27,000 +8.00% 1
North West +18 7 £37,500 +11.94% 1
Yorkshire +1 6 £57,500 +65.46% 3
Data Transformation
UK

Data Transformation
Top 30 Related IT Skills in England

For the 6 months to 27 May 2016, 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 England region with a requirement for Data Transformation.

1 186 (58.86%) SQL
2 154 (48.73%) ETL
3 130 (41.14%) SQL Server
4 119 (37.66%) Business Intelligence
5 116 (36.71%) Data Modelling
6 113 (35.76%) Finance
7 108 (34.18%) SQL Server Integration Services
8 96 (30.38%) Data Warehouse
9 84 (26.58%) Java
10 80 (25.32%) SQL Server Reporting Services
11 79 (25.00%) Microsoft
12 72 (22.78%) Analytics
13 71 (22.47%) Analytical Skills
14 62 (19.62%) Agile Software Development
15 57 (18.04%) .NET
15 57 (18.04%) Oracle
16 54 (17.09%) XML
17 53 (16.77%) Data Management
18 52 (16.46%) Big Data
19 50 (15.82%) Migration
20 49 (15.51%) SQL Server Analysis Services
20 49 (15.51%) Relational Database
21 48 (15.19%) MS Excel
22 45 (14.24%) Data Integration
23 43 (13.61%) Data Analysis
23 43 (13.61%) T-SQL
24 42 (13.29%) Performance Tuning
25 40 (12.66%) C#
26 38 (12.03%) Degree
26 38 (12.03%) SQL Server 2012

Data Transformation
Top Related IT Skills in England 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 20 (6.33%) Apache
2 13 (4.11%) Mule
2 13 (4.11%) WebSphere
3 12 (3.80%) Apache Spark
4 10 (3.16%) Confluence
5 7 (2.22%) SAS
6 4 (1.27%) Apache Pig
6 4 (1.27%) SharePoint
7 3 (0.95%) Tomcat
8 2 (0.63%) Apache Solr
8 2 (0.63%) Elasticsearch
9 1 (0.32%) GlassFish
9 1 (0.32%) Oracle Service Bus
Applications
1 48 (15.19%) MS Excel
2 20 (6.33%) MS Office
3 11 (3.48%) MS Visio
4 3 (0.95%) MS Project
5 2 (0.63%) MS PowerPoint
6 1 (0.32%) SPSS
Business Applications
1 7 (2.22%) SAP Oil and Gas
2 5 (1.58%) SAP HCM
3 4 (1.27%) SAP HR
3 4 (1.27%) SAP Payroll
4 1 (0.32%) Dynamics CRM
4 1 (0.32%) Oracle EBS
4 1 (0.32%) Oracle Retail
4 1 (0.32%) SAP CO
4 1 (0.32%) SAP FI
4 1 (0.32%) SAP FI/CO
4 1 (0.32%) SAP FI-AP
4 1 (0.32%) SAP MM
4 1 (0.32%) SAP SD
Cloud Services
1 23 (7.28%) Amazon AWS
2 18 (5.70%) SaaS
3 14 (4.43%) Amazon EC2
3 14 (4.43%) Google Cloud Platform
4 13 (4.11%) Amazon S3
5 12 (3.80%) PaaS
6 8 (2.53%) Microsoft Azure
7 3 (0.95%) Office 365
8 2 (0.63%) AWS Lambda
8 2 (0.63%) GitHub
9 1 (0.32%) Amazon Kinesis
9 1 (0.32%) Force.com
9 1 (0.32%) Heroku
Communications & Networking
1 7 (2.22%) SSH
2 2 (0.63%) HTTPS
2 2 (0.63%) Network Security
3 1 (0.32%) FTP
3 1 (0.32%) HTTP
3 1 (0.32%) Intranet
3 1 (0.32%) SAN
Database & Business Intelligence
1 130 (41.14%) SQL Server
2 108 (34.18%) SQL Server Integration Services
3 96 (30.38%) Data Warehouse
4 80 (25.32%) SQL Server Reporting Services
5 52 (16.46%) Big Data
6 49 (15.51%) Relational Database
6 49 (15.51%) SQL Server Analysis Services
7 38 (12.03%) SQL Server 2012
8 37 (11.71%) Hadoop
9 28 (8.86%) SQL Server 2008
10 26 (8.23%) NoSQL
11 24 (7.59%) Apache Hive
11 24 (7.59%) DB2
12 22 (6.96%) MySQL
13 20 (6.33%) HBase
14 19 (6.01%) Oracle Database
14 19 (6.01%) Sqoop
15 18 (5.70%) Oracle ODI
16 17 (5.38%) OLAP
17 16 (5.06%) OLTP
Development Applications
1 27 (8.54%) Git (software)
2 21 (6.65%) Maven
3 17 (5.38%) Jenkins
4 15 (4.75%) SQL Server Management Studio (SSMS)
5 14 (4.43%) Hudson
6 13 (4.11%) git-flow
7 10 (3.16%) JIRA
7 10 (3.16%) Team Foundation Server
7 10 (3.16%) Visual Studio
8 7 (2.22%) Zephyr
9 4 (1.27%) Atlassian Bamboo
9 4 (1.27%) Cucumber
10 3 (0.95%) LSMW
10 3 (0.95%) Vagrant
11 2 (0.63%) Visual Studio Team System
12 1 (0.32%) CruiseControl
12 1 (0.32%) Eclipse
12 1 (0.32%) Talend Open Studio
General
1 113 (35.76%) Finance
2 32 (10.13%) Banking
3 24 (7.59%) Telecoms
4 16 (5.06%) Marketing
5 11 (3.48%) Retail
6 9 (2.85%) Games
6 9 (2.85%) Law
6 9 (2.85%) Legal
7 8 (2.53%) Investment Banking
7 8 (2.53%) Manufacturing
7 8 (2.53%) Publishing
8 7 (2.22%) Back Office
8 7 (2.22%) Electronics
9 5 (1.58%) Billing
9 5 (1.58%) General Ledger
10 3 (0.95%) Pharmaceutical
11 1 (0.32%) Financial Institution
Job Titles
1 138 (43.67%) Developer
2 45 (14.24%) Analyst
3 37 (11.71%) Business Intelligence Developer
3 37 (11.71%) SQL Developer
4 30 (9.49%) Senior Developer
5 29 (9.18%) ETL Developer
6 26 (8.23%) SSIS Developer
7 25 (7.91%) Architect
8 24 (7.59%) Consultant
8 24 (7.59%) SSRS Developer
9 21 (6.65%) Java Developer
10 20 (6.33%) DBA
10 20 (6.33%) Solutions Architect
11 19 (6.01%) SQL DBA
12 17 (5.38%) Java Engineer
13 16 (5.06%) Business Analyst
14 15 (4.75%) Data Warehouse Developer
15 14 (4.43%) Software Developer
16 13 (4.11%) Oracle Developer
16 13 (4.11%) Software Engineer
Libraries, Frameworks & Software Standards
1 57 (18.04%) .NET
2 54 (17.09%) XML
3 37 (11.71%) Web Services
4 28 (8.86%) SOAP
5 23 (7.28%) ASP.NET
5 23 (7.28%) Middleware
6 21 (6.65%) EDI
7 20 (6.33%) JSON
8 17 (5.38%) REST
9 14 (4.43%) JMS
10 13 (4.11%) Apache Avro
10 13 (4.11%) Apache Camel
10 13 (4.11%) Apache Thrift
10 13 (4.11%) Oracle GoldenGate
10 13 (4.11%) Protocol Buffers
10 13 (4.11%) ZeroMQ
11 11 (3.48%) HTML
12 7 (2.22%) Gherkin
12 7 (2.22%) jQuery
13 6 (1.90%) .NET Framework
Miscellaneous
1 71 (22.47%) Analytical Skills
2 45 (14.24%) Data Integration
3 31 (9.81%) Visualisation
4 29 (9.18%) Replication
5 20 (6.33%) Fintech
6 15 (4.75%) Management Information System
7 14 (4.43%) Enterprise Software
8 13 (4.11%) Algorithms
9 11 (3.48%) Computer Science
9 11 (3.48%) Data Structures
10 10 (3.16%) Wiki
11 9 (2.85%) Equities
11 9 (2.85%) Online Games
12 6 (1.90%) Linked Data
12 6 (1.90%) Mathematics
12 6 (1.90%) Semantic Web
13 5 (1.58%) Data Conversion
13 5 (1.58%) Taxonomies
14 4 (1.27%) Ontologies
14 4 (1.27%) Statistics
Operating Systems
1 29 (9.18%) Linux
2 13 (4.11%) Unix
3 8 (2.53%) Windows
4 5 (1.58%) Windows Server
5 2 (0.63%) Windows Server 2012
6 1 (0.32%) Windows 10
6 1 (0.32%) Windows 7
Processes & Methodologies
1 154 (48.73%) ETL
2 119 (37.66%) Business Intelligence
3 116 (36.71%) Data Modelling
4 72 (22.78%) Analytics
5 62 (19.62%) Agile Software Development
6 53 (16.77%) Data Management
7 50 (15.82%) Migration
8 43 (13.61%) Data Analysis
9 42 (13.29%) Performance Tuning
10 34 (10.76%) Physical Data Model
10 34 (10.76%) SOA
11 33 (10.44%) Scrum
12 32 (10.13%) ETL Development
13 27 (8.54%) Software Engineering
14 24 (7.59%) CRM
14 24 (7.59%) Kimball Methodology
15 22 (6.96%) Data Analytics
16 21 (6.65%) Business Analysis
17 20 (6.33%) Open Source
17 20 (6.33%) Web Development
Programming Languages
1 186 (58.86%) SQL
2 84 (26.58%) Java
3 43 (13.61%) T-SQL
4 40 (12.66%) C#
5 36 (11.39%) Python
6 24 (7.59%) JavaScript
7 17 (5.38%) PL/SQL
8 10 (3.16%) R
9 7 (2.22%) PHP
9 7 (2.22%) VBA
10 6 (1.90%) Scala
10 6 (1.90%) SPARQL
10 6 (1.90%) VB
11 5 (1.58%) ABAP
11 5 (1.58%) C
11 5 (1.58%) PowerShell
11 5 (1.58%) Ruby
12 3 (0.95%) Perl
13 1 (0.32%) C++
13 1 (0.32%) VBScript
Qualifications
1 38 (12.03%) Degree
2 16 (5.06%) Microsoft Certification
3 15 (4.75%) MCITP
4 11 (3.48%) Security Cleared
5 7 (2.22%) ISEB
5 7 (2.22%) ISTQB
6 3 (0.95%) PhD
7 2 (0.63%) APMP
7 2 (0.63%) BPSS Clearance
7 2 (0.63%) CTC Cleared
7 2 (0.63%) DV Cleared
7 2 (0.63%) MBA
7 2 (0.63%) PMI Certification
7 2 (0.63%) SC Cleared
8 1 (0.32%) ITIL Foundation Certificate
Quality Assurance & Compliance
1 21 (6.65%) QA
2 19 (6.01%) Data Quality
3 4 (1.27%) COBIT
3 4 (1.27%) IAS 39
4 2 (0.63%) HL7
4 2 (0.63%) MiFID
5 1 (0.32%) ISO20022
System Software
1 16 (5.06%) Docker
1 16 (5.06%) HDFS
2 4 (1.27%) Active Directory
3 3 (0.95%) VirtualBox
4 2 (0.63%) VMware Infrastructure
5 1 (0.32%) Apache Flume
5 1 (0.32%) Apache ZooKeeper
5 1 (0.32%) Oracle RAC
5 1 (0.32%) vCloud
5 1 (0.32%) vSphere
5 1 (0.32%) Xen
Systems Management
1 6 (1.90%) Ambari
2 2 (0.63%) Oracle Enterprise Manager
3 1 (0.32%) CA Single Sign-On
3 1 (0.32%) Cobbler
3 1 (0.32%) Oozie
3 1 (0.32%) Opscode Chef
3 1 (0.32%) Puppet
3 1 (0.32%) Xymon
Vendors
1 79 (25.00%) Microsoft
2 57 (18.04%) Oracle
3 22 (6.96%) Siebel
4 17 (5.38%) SAP
5 16 (5.06%) WorldPay
6 15 (4.75%) Sybase
7 14 (4.43%) Google
8 13 (4.11%) Hortonworks
8 13 (4.11%) Tableau
8 13 (4.11%) webMethods
8 13 (4.11%) WSO2
9 12 (3.80%) Netezza
10 10 (3.16%) Informatica
11 8 (2.53%) Cognos
12 7 (2.22%) HP
12 7 (2.22%) iManage
12 7 (2.22%) Jaspersoft
13 6 (1.90%) Avaya
13 6 (1.90%) Genesys
13 6 (1.90%) ServiceNow
Manchester, Lancashire
Circle Recruitment
Salary: £35000 - £40000 per annum + benefits
Posted: 7 hours ago
London
Tech
Salary: From £50,000 to £65,000 per annum
Posted: 8 hours ago
Crawley, West Sussex
Comtecs
Salary: £42000 - £47000 Per Annum + on call + Bonus + Excellent Benefits
Posted: Yesterday
Crawley, West Sussex
Comtecs
Salary: £30000 - £40000 Per Annum + Bonus + Excellent Benefits
Posted: 2 days ago
London
Tiro Partners
Salary: £25000.00 - £30000 per annum
Posted: 4 days ago
Winchester
Spectrum IT
Salary: £30000 - £45000 per annum + Benefits + Training
Posted: 8 days ago
Oxfordshire
Opal Tree Solutions
Salary: Car/Bonus/Pension/Extras
Posted: 3 days ago
Central London / West End
Gamesys
Posted: Yesterday
Leeds, West Yorkshire
Searchability
Salary: £50000 - £55000 per annum
Posted: 2 days ago
Oxford
Edward Carter Solutions
Salary: £65,000 - £75,000 per year + Excellent benefits + Bonus
Posted: 3 days ago
Leeds, West Yorkshire
The Bridge Ltd
Salary: From £35,000 to £40,000 per annum
Posted: 2 days ago
Watford
Vivid Resourcing
Posted: 10 days ago
Gloucestershire
People Source Consulting
Salary: £35000 - £45000 per annum
Posted: 3 days ago
London
Churchill Frank International
Posted: 8 days ago
City, London
ANSON MCCADE
Salary: £75,000 - £85,000 + generous bonus and car allowance plus much more!
Posted: 3 days ago
Leeds
Searchability
Salary: £45000 - £53000 per annum
Posted: 7 days ago
Gloucestershire
People Source Consulting
Salary: £50000 - £65000 per annum + benefits
Posted: 15 days ago
Gloucestershire
People Source Consulting
Salary: £40000 - £42000 per annum
Posted: 17 days ago
Cheltenham, Gloucestershire
Anatwine
Salary: From £40,000 to £65,000 per annum
Posted: 22 days ago
South West
Cognizant
Posted: 23 days ago