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 27 July 2016 with a comparison to the same period over the previous 2 years.

3 months to
27 Jul 2016
Same period 2015 Same period 2014
Data Transformation
Rank 748 762 783
Rank change year-on-year
+14 +21
Permanent jobs citing Data Transformation 179 222 198
As % of all permanent IT jobs located in the UK 0.18% 0.20% 0.17%
As % of the Processes & Methodologies category 0.21% 0.23% 0.20%
Number of salaries quoted 125 171 167
Median salary £45,000 £48,000 £47,500
Median salary % change year-on-year
-6.25% +1.05%
90% offered a salary of more than £34,000 £30,000 £33,300
10% offered a salary of more than £71,250 £70,000 £70,000
UK excluding London median salary £42,500 £42,500 £43,750
% change year-on-year
- -2.85%

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
86074 96066 99488
As % of all permanent IT jobs located in the UK 87.83% 87.26% 85.40%
Number of salaries quoted 71841 78584 80267
Median salary £50,000 £50,000 £48,000
Median salary % change year-on-year
- +4.16%
90% offered a salary of more than £32,500 £32,000 £31,000
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

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 27 July 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 27 July 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 -21 163 £44,000 -10.20% 17
London +7 68 £53,000 +0.95% 9
South East -4 41 £42,500 -5.55% 4
City of London +23 16 £62,750 +9.13% 4
South West +23 14 £50,000 -4.76% 3
East of England +35 10 £24,000 -43.52%
Hampshire - 10 £43,750 -
Manchester +17 9 £37,500 -16.66% 1
North West +9 9 £37,500 -4.45% 1
Scotland +9 9 £65,000 +67.74%
Gloucestershire +1 9 £45,000 +42.85% 3
West Sussex - 9 £44,500 - 1
Crawley - 9 £44,500 - 1
Edinburgh +14 8 £65,000 +44.44%
Cardiff +13 7 £50,000 +132.55%
South Wales +13 7 £50,000 +132.55%
Wales +10 7 £50,000 +132.55%
Brighton -16 7 £34,000 -24.44% 1
East Sussex -18 7 £34,000 -24.44% 1
Yorkshire +26 6 £37,500 -51.29%
West Yorkshire +24 6 £37,500 -51.29%
Oxfordshire -13 6 £70,000 -
Leeds - 6 £37,500 -
Cambridgeshire +12 5 £32,500 -23.52%
Winchester - 5 £42,500 -
Farnborough - 5 £45,000 -
Bristol - 5 £65,000 -
Surrey +20 4 £46,250 +8.82% 2
West Midlands -14 4 £34,750 +26.36%
Cambridge +11 3 - -

Data Transformation
Top 30 Related IT Skills

For the 6 months to 27 July 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.

1 201 (60.18%) SQL
2 148 (44.31%) ETL
3 143 (42.81%) Business Intelligence
4 139 (41.62%) SQL Server
5 129 (38.62%) Finance
6 116 (34.73%) SQL Server Integration Services
7 98 (29.34%) Data Warehouse
8 82 (24.55%) SQL Server Reporting Services
9 80 (23.95%) Agile Software Development
10 73 (21.86%) Data Modelling
11 72 (21.56%) Microsoft
12 71 (21.26%) SQL Server Analysis Services
13 69 (20.66%) Analytics
14 67 (20.06%) Java
15 61 (18.26%) Data Management
16 60 (17.96%) Degree
16 60 (17.96%) Analytical Skills
17 57 (17.07%) Data Analysis
17 57 (17.07%) XML
18 56 (16.77%) T-SQL
18 56 (16.77%) .NET
19 54 (16.17%) MS Excel
20 51 (15.27%) Oracle
20 51 (15.27%) Migration
21 50 (14.97%) Data Integration
22 48 (14.37%) Relational Database
23 44 (13.17%) C#
24 43 (12.87%) Performance Tuning
25 42 (12.57%) Big Data
26 38 (11.38%) Scrum

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 14 (4.19%) Apache Spark
2 11 (3.29%) SAS
3 8 (2.40%) Apache
3 8 (2.40%) SharePoint
4 6 (1.80%) Oracle Service Bus
5 5 (1.50%) Confluence
6 4 (1.20%) Apache Pig
7 3 (0.90%) BizTalk Server
7 3 (0.90%) Mule
8 2 (0.60%) Mule ESB
8 2 (0.60%) Tomcat
9 1 (0.30%) Apache Solr
9 1 (0.30%) CMS
9 1 (0.30%) Drupal
9 1 (0.30%) Elasticsearch
9 1 (0.30%) GlassFish
9 1 (0.30%) WebSphere
Applications
1 54 (16.17%) MS Excel
2 17 (5.09%) MS Office
3 4 (1.20%) MS Visio
4 3 (0.90%) MS Project
5 2 (0.60%) MS PowerPoint
Business Applications
1 12 (3.59%) SAP Oil and Gas
2 5 (1.50%) Summit
3 4 (1.20%) SAP MDM
4 3 (0.90%) SAP HCM
5 2 (0.60%) Oracle Retail
6 1 (0.30%) Oracle EBS
6 1 (0.30%) SAP HR
6 1 (0.30%) SAP Payroll
Cloud Services
1 13 (3.89%) Microsoft Azure
2 12 (3.59%) Amazon AWS
3 6 (1.80%) GitHub
3 6 (1.80%) SaaS
4 3 (0.90%) Google Analytics
5 2 (0.60%) AWS Lambda
5 2 (0.60%) Google Cloud Platform
5 2 (0.60%) Office 365
6 1 (0.30%) Force.com
Communications & Networking
1 12 (3.59%) SSH
2 4 (1.20%) FTP
3 2 (0.60%) Internet
3 2 (0.60%) LDAP
3 2 (0.60%) Network Security
4 1 (0.30%) Intranet
4 1 (0.30%) SAN
Database & Business Intelligence
1 139 (41.62%) SQL Server
2 116 (34.73%) SQL Server Integration Services
3 98 (29.34%) Data Warehouse
4 82 (24.55%) SQL Server Reporting Services
5 71 (21.26%) SQL Server Analysis Services
6 48 (14.37%) Relational Database
7 42 (12.57%) Big Data
8 37 (11.08%) QlikView
9 28 (8.38%) NoSQL
10 27 (8.08%) SQL Server 2012
11 25 (7.49%) Hadoop
12 23 (6.89%) SQL Server 2014
13 19 (5.69%) Microsoft Analysis Services
13 19 (5.69%) OLAP
14 17 (5.09%) DB2
14 17 (5.09%) MySQL
14 17 (5.09%) OLTP
14 17 (5.09%) Oracle Database
15 14 (4.19%) Apache Hive
15 14 (4.19%) BusinessObjects
Development Applications
1 20 (5.99%) Git (software)
2 16 (4.79%) JIRA
3 15 (4.49%) SQL Server Management Studio (SSMS)
3 15 (4.49%) Team Foundation Server
4 12 (3.59%) Jenkins
4 12 (3.59%) Zephyr
5 10 (2.99%) Maven
6 8 (2.40%) Talend Open Studio
7 6 (1.80%) Atlassian Bamboo
7 6 (1.80%) Cucumber
7 6 (1.80%) Visual Studio
8 3 (0.90%) Vagrant
9 2 (0.60%) Hudson
9 2 (0.60%) MSTest
9 2 (0.60%) SpecFlow
9 2 (0.60%) Visual Studio Team System
10 1 (0.30%) CruiseControl
10 1 (0.30%) git-flow
10 1 (0.30%) LSMW
General
1 129 (38.62%) Finance
2 30 (8.98%) Banking
3 29 (8.68%) Telecoms
4 21 (6.29%) Marketing
5 13 (3.89%) Manufacturing
6 12 (3.59%) Electronics
7 10 (2.99%) Legal
8 8 (2.40%) Back Office
8 8 (2.40%) Law
8 8 (2.40%) Publishing
9 6 (1.80%) Retail
10 5 (1.50%) General Ledger
10 5 (1.50%) Investment Banking
11 3 (0.90%) Billing
11 3 (0.90%) Games
12 2 (0.60%) Advertising
12 2 (0.60%) Pharmaceutical
13 1 (0.30%) Financial Institution
Job Titles
1 127 (38.02%) Developer
2 56 (16.77%) SQL Developer
3 42 (12.57%) Analyst
4 37 (11.08%) Business Intelligence Developer
5 32 (9.58%) Consultant
6 30 (8.98%) Architect
7 28 (8.38%) SSIS Developer
8 27 (8.08%) SSRS Developer
9 25 (7.49%) Data Engineer
9 25 (7.49%) ETL Developer
10 21 (6.29%) SQL BI Developer
10 21 (6.29%) SQL Server Developer
11 17 (5.09%) Senior Developer
12 15 (4.49%) Database Developer
13 14 (4.19%) Data Migration Engineer
13 14 (4.19%) DBA
13 14 (4.19%) Junior
13 14 (4.19%) Migration Engineer
13 14 (4.19%) SQL DBA
14 13 (3.89%) Senior Consultant
Libraries, Frameworks & Software Standards
1 57 (17.07%) XML
2 56 (16.77%) .NET
3 37 (11.08%) Web Services
4 26 (7.78%) ASP.NET
5 24 (7.19%) REST
5 24 (7.19%) SOAP
6 19 (5.69%) Middleware
7 12 (3.59%) Gherkin
7 12 (3.59%) JSON
8 11 (3.29%) Oracle GoldenGate
8 11 (3.29%) XSLT
9 7 (2.10%) .NET Framework
9 7 (2.10%) HTML
9 7 (2.10%) JMS
9 7 (2.10%) Kafka
10 6 (1.80%) EDI
10 6 (1.80%) XML Schema
11 5 (1.50%) MDX
11 5 (1.50%) SAML
11 5 (1.50%) Spring
Miscellaneous
1 60 (17.96%) Analytical Skills
2 50 (14.97%) Data Integration
3 31 (9.28%) Visualisation
4 27 (8.08%) Enterprise Software
5 20 (5.99%) Management Information System
6 18 (5.39%) Computer Science
7 16 (4.79%) Fintech
8 12 (3.59%) Mathematics
8 12 (3.59%) Replication
9 11 (3.29%) Data Centre
10 8 (2.40%) Data Structures
10 8 (2.40%) iPad
11 7 (2.10%) NHS
11 7 (2.10%) Reinsurance
12 6 (1.80%) Client/Server
12 6 (1.80%) Equities
12 6 (1.80%) Statistics
12 6 (1.80%) User Experience
13 5 (1.50%) Reference Data
13 5 (1.50%) Wiki
Operating Systems
1 25 (7.49%) Linux
2 8 (2.40%) Unix
2 8 (2.40%) Windows
3 3 (0.90%) Windows Server
4 2 (0.60%) Windows Server 2012
5 1 (0.30%) Windows 10
5 1 (0.30%) Windows 7
Processes & Methodologies
1 148 (44.31%) ETL
2 143 (42.81%) Business Intelligence
3 80 (23.95%) Agile Software Development
4 73 (21.86%) Data Modelling
5 69 (20.66%) Analytics
6 61 (18.26%) Data Management
7 57 (17.07%) Data Analysis
8 51 (15.27%) Migration
9 43 (12.87%) Performance Tuning
10 38 (11.38%) Scrum
11 37 (11.08%) SDLC
12 36 (10.78%) Data Migration
13 28 (8.38%) Data Governance
14 27 (8.08%) Data Mapping
14 27 (8.08%) Mentoring
15 26 (7.78%) Data Analytics
16 23 (6.89%) CRM
17 22 (6.59%) ETL Development
17 22 (6.59%) Project Management
17 22 (6.59%) SOA
Programming Languages
1 201 (60.18%) SQL
2 67 (20.06%) Java
3 56 (16.77%) T-SQL
4 44 (13.17%) C#
5 26 (7.78%) JavaScript
5 26 (7.78%) Python
6 20 (5.99%) PL/SQL
7 12 (3.59%) R
8 8 (2.40%) PHP
9 7 (2.10%) Ruby
10 6 (1.80%) VB
10 6 (1.80%) XQuery
11 5 (1.50%) Scala
11 5 (1.50%) VBA
12 4 (1.20%) PowerShell
13 3 (0.90%) ABAP
13 3 (0.90%) C++
14 2 (0.60%) C
14 2 (0.60%) Perl
14 2 (0.60%) VB.NET
Qualifications
1 60 (17.96%) Degree
2 14 (4.19%) ISEB
3 12 (3.59%) ISTQB
4 7 (2.10%) PhD
5 6 (1.80%) Security Cleared
6 2 (0.60%) APMP
6 2 (0.60%) BPSS Clearance
6 2 (0.60%) CTC Cleared
6 2 (0.60%) DV Cleared
6 2 (0.60%) HND
6 2 (0.60%) MBA
6 2 (0.60%) PMI Certification
6 2 (0.60%) SC Cleared
7 1 (0.30%) ITIL Foundation Certificate
7 1 (0.30%) Microsoft Certification
Quality Assurance & Compliance
1 32 (9.58%) Data Quality
2 16 (4.79%) QA
3 8 (2.40%) IAS 39
4 2 (0.60%) HL7
4 2 (0.60%) ISO20022
4 2 (0.60%) MiFID
System Software
1 9 (2.69%) Active Directory
2 8 (2.40%) HDFS
3 5 (1.50%) Apache Flume
4 4 (1.20%) Docker
5 3 (0.90%) Virtual Machines
5 3 (0.90%) VirtualBox
6 1 (0.30%) Apache ZooKeeper
6 1 (0.30%) Oracle RAC
6 1 (0.30%) VMware Infrastructure
6 1 (0.30%) vSphere
6 1 (0.30%) Xen
Systems Management
1 5 (1.50%) Puppet
2 3 (0.90%) Ambari
3 2 (0.60%) HP Quality Center
4 1 (0.30%) CA Single Sign-On
4 1 (0.30%) Cobbler
4 1 (0.30%) DBAmp
4 1 (0.30%) Oozie
4 1 (0.30%) Opscode Chef
4 1 (0.30%) Oracle Enterprise Manager
4 1 (0.30%) Xymon
Vendors
1 72 (21.56%) Microsoft
2 51 (15.27%) Oracle
3 35 (10.48%) SAP
4 29 (8.68%) Tableau
5 19 (5.69%) Informatica
6 12 (3.59%) Hortonworks
6 12 (3.59%) HP
7 9 (2.69%) Alteryx
7 9 (2.69%) Cloudera
7 9 (2.69%) IBM
7 9 (2.69%) Salesforce.com
8 8 (2.40%) Ab Initio
8 8 (2.40%) Hyperion
8 8 (2.40%) Siebel
8 8 (2.40%) Talend
8 8 (2.40%) WorldPay
9 7 (2.10%) Avaya
9 7 (2.10%) iManage
9 7 (2.10%) Jaspersoft
9 7 (2.10%) Sybase
Manchester, Lancashire
Circle Recruitment
Salary: £35000 - £40000 per annum + benefits
Posted: 12 hours ago
Crawley, West Sussex
Comtecs
Salary: £44000 - £50000 Per Annum + on call + Bonus + Excellent Benefits
Posted: 13 hours ago
Brighton, East Sussex
ARC IT Recruitment Ltd
Salary: Up to £34,000 + 10%
Posted: 5 days ago
Guildford
Spectrum IT
Salary: £40000 - £55000 per annum + Benefits
Posted: 8 days ago
London
Opilio Recruitment
Salary: £25k - 30k per year
Posted: 5 days ago
City, London
Simply Business
Salary: Competitive Salary + Benefits
Posted: 7 days ago
Gloucestershire
People Source Consulting
Salary: £50000 - £60000 per annum + benefits
Posted: 7 days ago
Cheltenham, Gloucestershire
Anatwine
Salary: From £40,000 to £65,000 per annum
Posted: 7 days ago
Gloucestershire
People Source Consulting
Salary: £30000 - £50000 per annum
Posted: 7 days ago