The table below looks at the statistics for Data Transformation skills in IT jobs advertised across the UK. Included is a guide to the salaries offered in IT jobs that have cited Data Transformation over the 3 months to 28 May 2016 with a comparison to the same period over the previous 2 years.

3 months to
28 May 2016
Same period 2015 Same period 2014
Data Transformation
Rank 754 750 830
Rank change year-on-year
-4 +80
Permanent jobs citing Data Transformation 155 215 184
As % of all permanent IT jobs located in the UK 0.16% 0.20% 0.16%
As % of the Processes & Methodologies category 0.18% 0.23% 0.18%
Number of salaries quoted 117 166 167
Median salary £50,000 £47,500 £50,000
Median salary % change year-on-year
+5.26% -5.00%
90% offered a salary of more than £30,000 £30,000 £37,500
10% offered a salary of more than £67,500 £70,000 £60,500
UK excluding London median salary £45,000 £40,000 £47,500
% change year-on-year
+12.50% -15.78%

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

Processes & Methodologies Category
UK
Permanent IT job ads with a match in the
Processes & Methodologies category
87589 93360 100944
As % of all permanent IT jobs located in the UK 87.87% 86.37% 85.34%
Number of salaries quoted 73004 75835 82109
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 £31,500 £31,000
10% offered a salary of more than £75,000 £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

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

Data Transformation Jobs Demand Trend in the UK

Data Transformation
Salary Trend

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

Data Transformation Salary Trend in the UK

Data Transformation
Salary Histogram

This chart provides a salary histogram for IT jobs citing Data Transformation over the 3 months to 28 May 2016 within the UK.

Data Transformation Salary Histogram in the UK

Data Transformation
Top 30 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Transformation within the UK over the 3 months to 28 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
England -36 129 £47,500 -3.06% 26
London +20 72 £50,000 -20.00% 8
Wales +20 16 £50,000 +76.99%
South Wales +19 16 £50,000 +76.99%
Cardiff +10 16 £50,000 +76.99%
South West +21 14 £48,750 -27.77% 8
City of London +43 12 £55,000 +4.76% 1
South East -18 12 £42,500 - 5
East of England +28 10 £24,000 -45.14% 1
West Midlands -21 8 £27,000 +8.00% 1
Birmingham - 8 £27,000 -
North West +16 7 £37,500 +11.94% 1
Gloucestershire +6 7 £55,000 -18.51% 7
Bristol - 7 £42,500 -
Hampshire +22 6 £42,500 -2.29% 1
West Yorkshire +9 6 £57,500 +65.46% 2
Yorkshire +5 6 £57,500 +65.46% 2
Leeds +4 6 £57,500 +27.15% 2
Cambridgeshire -6 6 £28,250 -17.61%
Scotland -6 6 £70,000 +69.69% 1
Winchester - 6 £42,500 - 1
Manchester -7 5 £37,500 +11.94% 1
Edinburgh +4 4 £70,000 +55.55% 1
Cambridge +13 3 - -
Glasgow -16 3 £70,000 +100.00%
Hertfordshire +19 2 £37,500 - 1
Surrey +3 2 £45,000 +5.88%
Peterborough -5 2 £24,000 -7.99%
Crawley - 2 £44,750 - 2
West Sussex - 2 £44,750 - 2

Data Transformation
Top 30 Related IT Skills

For the 6 months to 28 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 with a requirement for Data Transformation.

1 211 (57.49%) SQL
2 160 (43.60%) ETL
3 140 (38.15%) Business Intelligence
4 137 (37.33%) SQL Server
5 135 (36.78%) Finance
6 122 (33.24%) SQL Server Integration Services
7 120 (32.70%) Data Modelling
8 111 (30.25%) Data Warehouse
9 90 (24.52%) Java
10 89 (24.25%) SQL Server Reporting Services
11 85 (23.16%) Microsoft
12 80 (21.80%) Analytics
13 77 (20.98%) Migration
14 76 (20.71%) Analytical Skills
15 75 (20.44%) Agile Software Development
16 71 (19.35%) Data Analysis
17 68 (18.53%) Oracle
18 59 (16.08%) .NET
19 58 (15.80%) XML
19 58 (15.80%) Big Data
20 54 (14.71%) MS Excel
20 54 (14.71%) Data Management
20 54 (14.71%) SQL Server Analysis Services
21 52 (14.17%) Relational Database
22 51 (13.90%) Degree
23 48 (13.08%) Data Integration
24 46 (12.53%) Banking
24 46 (12.53%) Performance Tuning
25 44 (11.99%) C#
26 43 (11.72%) T-SQL

Data Transformation
Top Related IT Skills 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 (5.45%) Apache
2 16 (4.36%) Apache Spark
3 13 (3.54%) Mule
3 13 (3.54%) WebSphere
4 11 (3.00%) SAS
5 10 (2.72%) Confluence
6 6 (1.63%) SharePoint
7 4 (1.09%) Apache Pig
8 3 (0.82%) Tomcat
9 2 (0.54%) Apache Solr
9 2 (0.54%) BizTalk Server
9 2 (0.54%) Elasticsearch
10 1 (0.27%) GlassFish
10 1 (0.27%) Oracle Service Bus
Applications
1 54 (14.71%) MS Excel
2 25 (6.81%) MS Office
3 11 (3.00%) MS Visio
4 3 (0.82%) MS Project
5 2 (0.54%) MS PowerPoint
6 1 (0.27%) SPSS
Business Applications
1 7 (1.91%) SAP Oil and Gas
2 5 (1.36%) SAP HCM
3 4 (1.09%) SAP HR
3 4 (1.09%) SAP Payroll
4 1 (0.27%) Dynamics CRM
4 1 (0.27%) Oracle EBS
4 1 (0.27%) Oracle Retail
4 1 (0.27%) SAP CO
4 1 (0.27%) SAP FI
4 1 (0.27%) SAP FI/CO
4 1 (0.27%) SAP FI-AP
4 1 (0.27%) SAP MM
4 1 (0.27%) SAP SD
Cloud Services
1 23 (6.27%) Amazon AWS
2 18 (4.90%) SaaS
3 14 (3.81%) Amazon EC2
3 14 (3.81%) Google Cloud Platform
4 13 (3.54%) Amazon S3
5 12 (3.27%) PaaS
6 8 (2.18%) Microsoft Azure
7 6 (1.63%) GitHub
8 3 (0.82%) Office 365
9 2 (0.54%) AWS Lambda
10 1 (0.27%) Amazon Kinesis
10 1 (0.27%) Force.com
10 1 (0.27%) Heroku
Communications & Networking
1 7 (1.91%) SSH
2 2 (0.54%) HTTPS
2 2 (0.54%) Internet
2 2 (0.54%) LDAP
2 2 (0.54%) Network Security
3 1 (0.27%) FTP
3 1 (0.27%) HTTP
3 1 (0.27%) Intranet
3 1 (0.27%) SAN
Database & Business Intelligence
1 137 (37.33%) SQL Server
2 122 (33.24%) SQL Server Integration Services
3 111 (30.25%) Data Warehouse
4 89 (24.25%) SQL Server Reporting Services
5 58 (15.80%) Big Data
6 54 (14.71%) SQL Server Analysis Services
7 52 (14.17%) Relational Database
8 41 (11.17%) Hadoop
9 38 (10.35%) SQL Server 2012
10 33 (8.99%) SQL Server 2008
11 30 (8.17%) NoSQL
12 24 (6.54%) Apache Hive
12 24 (6.54%) DB2
13 22 (5.99%) MySQL
14 20 (5.45%) Apache Cassandra
14 20 (5.45%) HBase
15 19 (5.18%) Oracle Database
15 19 (5.18%) QlikView
15 19 (5.18%) Sqoop
16 18 (4.90%) Oracle ODI
Development Applications
1 27 (7.36%) Git (software)
2 21 (5.72%) Jenkins
2 21 (5.72%) Maven
3 15 (4.09%) SQL Server Management Studio (SSMS)
4 14 (3.81%) Hudson
5 13 (3.54%) git-flow
6 10 (2.72%) JIRA
6 10 (2.72%) Team Foundation Server
6 10 (2.72%) Visual Studio
7 7 (1.91%) Zephyr
8 5 (1.36%) Talend Open Studio
9 4 (1.09%) Atlassian Bamboo
9 4 (1.09%) Cucumber
10 3 (0.82%) LSMW
10 3 (0.82%) Vagrant
11 2 (0.54%) Visual Studio Team System
12 1 (0.27%) CruiseControl
12 1 (0.27%) Eclipse
General
1 135 (36.78%) Finance
2 46 (12.53%) Banking
3 26 (7.08%) Telecoms
4 16 (4.36%) Marketing
5 11 (3.00%) Retail
6 9 (2.45%) Games
6 9 (2.45%) Law
6 9 (2.45%) Legal
7 8 (2.18%) Investment Banking
7 8 (2.18%) Manufacturing
7 8 (2.18%) Publishing
8 7 (1.91%) Back Office
8 7 (1.91%) Electronics
9 5 (1.36%) Billing
9 5 (1.36%) General Ledger
10 3 (0.82%) Pharmaceutical
11 2 (0.54%) Advertising
12 1 (0.27%) Financial Institution
Job Titles
1 142 (38.69%) Developer
2 56 (15.26%) Analyst
3 41 (11.17%) Business Intelligence Developer
3 41 (11.17%) SQL Developer
4 38 (10.35%) Consultant
5 30 (8.17%) Architect
5 30 (8.17%) Senior Developer
5 30 (8.17%) SSIS Developer
6 29 (7.90%) ETL Developer
7 28 (7.63%) Data Engineer
7 28 (7.63%) SSRS Developer
8 22 (5.99%) Solutions Architect
9 21 (5.72%) Java Developer
9 21 (5.72%) Java Engineer
10 20 (5.45%) DBA
11 19 (5.18%) SQL DBA
12 16 (4.36%) Business Analyst
12 16 (4.36%) SQL BI Developer
13 15 (4.09%) Data Warehouse Developer
14 14 (3.81%) Migration Engineer
Libraries, Frameworks & Software Standards
1 59 (16.08%) .NET
2 58 (15.80%) XML
3 37 (10.08%) Web Services
4 28 (7.63%) SOAP
5 27 (7.36%) Middleware
6 23 (6.27%) ASP.NET
7 21 (5.72%) EDI
8 20 (5.45%) JSON
9 17 (4.63%) REST
10 14 (3.81%) JMS
11 13 (3.54%) Apache Avro
11 13 (3.54%) Apache Camel
11 13 (3.54%) Apache Thrift
11 13 (3.54%) Oracle GoldenGate
11 13 (3.54%) Protocol Buffers
11 13 (3.54%) ZeroMQ
12 11 (3.00%) HTML
13 7 (1.91%) Gherkin
13 7 (1.91%) jQuery
13 7 (1.91%) Kafka
Miscellaneous
1 76 (20.71%) Analytical Skills
2 48 (13.08%) Data Integration
3 35 (9.54%) Visualisation
4 29 (7.90%) Replication
5 20 (5.45%) Fintech
6 15 (4.09%) Management Information System
7 14 (3.81%) Enterprise Software
8 13 (3.54%) Algorithms
9 11 (3.00%) Computer Science
9 11 (3.00%) Data Structures
10 10 (2.72%) Mathematics
10 10 (2.72%) Wiki
11 9 (2.45%) Equities
11 9 (2.45%) Online Games
12 6 (1.63%) Linked Data
12 6 (1.63%) Semantic Web
13 5 (1.36%) Data Conversion
13 5 (1.36%) Reference Data
13 5 (1.36%) Taxonomies
14 4 (1.09%) Ontologies
Operating Systems
1 29 (7.90%) Linux
2 13 (3.54%) Unix
2 13 (3.54%) Windows
3 5 (1.36%) Windows Server
4 2 (0.54%) Windows Server 2012
5 1 (0.27%) Windows 10
5 1 (0.27%) Windows 7
Processes & Methodologies
1 160 (43.60%) ETL
2 140 (38.15%) Business Intelligence
3 120 (32.70%) Data Modelling
4 80 (21.80%) Analytics
5 77 (20.98%) Migration
6 75 (20.44%) Agile Software Development
7 71 (19.35%) Data Analysis
8 54 (14.71%) Data Management
9 46 (12.53%) Performance Tuning
10 42 (11.44%) Data Migration
11 36 (9.81%) SOA
12 34 (9.26%) Physical Data Model
12 34 (9.26%) Software Engineering
13 33 (8.99%) Scrum
13 33 (8.99%) SDLC
14 32 (8.72%) ETL Development
15 29 (7.90%) Dimensional Modelling
16 28 (7.63%) Data Mapping
16 28 (7.63%) Kimball Methodology
17 26 (7.08%) Data Analytics
Programming Languages
1 211 (57.49%) SQL
2 90 (24.52%) Java
3 44 (11.99%) C#
4 43 (11.72%) T-SQL
5 36 (9.81%) Python
6 24 (6.54%) JavaScript
7 19 (5.18%) PL/SQL
8 10 (2.72%) R
9 7 (1.91%) PHP
9 7 (1.91%) VBA
10 6 (1.63%) Scala
10 6 (1.63%) SPARQL
10 6 (1.63%) VB
11 5 (1.36%) ABAP
11 5 (1.36%) C
11 5 (1.36%) PowerShell
11 5 (1.36%) Ruby
12 3 (0.82%) Perl
13 1 (0.27%) C++
13 1 (0.27%) VBScript
Qualifications
1 51 (13.90%) Degree
2 16 (4.36%) Microsoft Certification
3 15 (4.09%) MCITP
4 11 (3.00%) Security Cleared
5 9 (2.45%) ISEB
6 7 (1.91%) ISTQB
6 7 (1.91%) PhD
7 2 (0.54%) APMP
7 2 (0.54%) BPSS Clearance
7 2 (0.54%) CTC Cleared
7 2 (0.54%) DV Cleared
7 2 (0.54%) HND
7 2 (0.54%) MBA
7 2 (0.54%) PMI Certification
7 2 (0.54%) SC Cleared
8 1 (0.27%) ITIL Foundation Certificate
Quality Assurance & Compliance
1 22 (5.99%) Data Quality
2 21 (5.72%) QA
3 8 (2.18%) IAS 39
4 6 (1.63%) COBIT
5 2 (0.54%) HL7
5 2 (0.54%) MiFID
6 1 (0.27%) ISO20022
System Software
1 16 (4.36%) Docker
1 16 (4.36%) HDFS
2 5 (1.36%) Apache Flume
3 4 (1.09%) Active Directory
4 3 (0.82%) VirtualBox
5 2 (0.54%) VMware Infrastructure
6 1 (0.27%) Apache ZooKeeper
6 1 (0.27%) Oracle RAC
6 1 (0.27%) vCloud
6 1 (0.27%) vSphere
6 1 (0.27%) Xen
Systems Management
1 6 (1.63%) Ambari
2 5 (1.36%) Puppet
3 2 (0.54%) Oracle Enterprise Manager
4 1 (0.27%) CA Single Sign-On
4 1 (0.27%) Cobbler
4 1 (0.27%) Oozie
4 1 (0.27%) Opscode Chef
4 1 (0.27%) Xymon
Vendors
1 85 (23.16%) Microsoft
2 68 (18.53%) Oracle
3 22 (5.99%) Siebel
4 18 (4.90%) Informatica
5 17 (4.63%) Hortonworks
5 17 (4.63%) SAP
5 17 (4.63%) Tableau
6 16 (4.36%) WorldPay
7 15 (4.09%) Sybase
8 14 (3.81%) Google
9 13 (3.54%) webMethods
9 13 (3.54%) WSO2
10 12 (3.27%) Netezza
11 9 (2.45%) Cloudera
11 9 (2.45%) IBM
12 8 (2.18%) Ab Initio
12 8 (2.18%) Cognos
12 8 (2.18%) Hyperion
13 7 (1.91%) HP
13 7 (1.91%) Jaspersoft
Manchester, Lancashire
Circle Recruitment
Salary: £35000 - £40000 per annum + benefits
Posted: Yesterday
London
Tech
Salary: From £50,000 to £65,000 per annum
Posted: Yesterday
Crawley, West Sussex
Comtecs
Salary: £42000 - £47000 Per Annum + on call + Bonus + Excellent Benefits
Posted: 2 days ago
Edinburgh, Midlothian
NSK International Consultants Ltd
Salary: Generous Bonus + Excellent Benefits
Posted: 3 days ago
Crawley, West Sussex
Comtecs
Salary: £30000 - £40000 Per Annum + Bonus + Excellent Benefits
Posted: 3 days ago
London
Tiro Partners
Salary: £25000.00 - £30000 per annum
Posted: 5 days ago
Winchester
Spectrum IT
Salary: £30000 - £45000 per annum + Benefits + Training
Posted: 9 days ago
Oxfordshire
Opal Tree Solutions
Salary: Car/Bonus/Pension/Extras
Posted: 4 days ago
Central London / West End
Gamesys
Posted: 2 days ago
Leeds, West Yorkshire
Searchability
Salary: £50000 - £55000 per annum
Posted: 3 days ago
Oxford
Edward Carter Solutions
Salary: £65,000 - £75,000 per year + Excellent benefits + Bonus
Posted: 4 days ago
Leeds, West Yorkshire
The Bridge Ltd
Salary: From £35,000 to £40,000 per annum
Posted: 3 days ago
Gloucestershire
People Source Consulting
Salary: £35000 - £45000 per annum
Posted: 4 days ago
Watford
Vivid Resourcing
Posted: 11 days ago
London
Churchill Frank International
Posted: 9 days ago
City, London
ANSON MCCADE
Salary: £75,000 - £85,000 + generous bonus and car allowance plus much more!
Posted: 3 days ago
Gloucestershire
People Source Consulting
Salary: £50000 - £65000 per annum + benefits
Posted: 16 days ago
Gloucestershire
People Source Consulting
Salary: £40000 - £42000 per annum
Posted: 18 days ago
Cheltenham, Gloucestershire
Anatwine
Salary: From £40,000 to £65,000 per annum
Posted: 23 days ago
South West
Cognizant
Posted: 24 days ago