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 6 May 2016 with a comparison to the same period over the previous 2 years.

3 months to
6 May 2016
Same period 2015 Same period 2014
Data Transformation
Rank 782 728 828
Rank change year-on-year
-54 +100
Permanent jobs citing Data Transformation 158 239 171
As % of all permanent IT jobs located in the UK 0.15% 0.22% 0.14%
As % of the Processes & Methodologies category 0.18% 0.25% 0.17%
Number of salaries quoted 120 196 151
Median salary £50,000 £49,000 £52,500
Median salary % change year-on-year
+2.04% -6.66%
90% offered a salary of more than £29,900 £30,000 £32,500
10% offered a salary of more than £67,500 £70,000 £60,500
UK excluding London median salary £42,500 £40,000 £47,500
% change year-on-year
+6.25% -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
89883 95032 102325
As % of all permanent IT jobs located in the UK 87.68% 86.01% 85.28%
Number of salaries quoted 74798 76866 82619
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 £30,500
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 6 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 6 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 -66 136 £47,500 -5.94% 20
London +1 82 £55,000 -12.00% 4
City of London +66 22 £57,500 +9.52% 1
South Wales +12 14 £50,000 +81.81%
Cardiff +11 14 £50,000 +81.81%
Wales +11 14 £50,000 +81.81% 1
South East -26 14 £42,500 -13.26% 2
North West +15 9 £38,750 +0.64% 1
Hampshire +6 9 £42,500 +13.33% 2
South West +2 9 £41,000 -39.25% 6
East of England +23 8 £24,500 -45.55% 3
West Midlands -18 8 £27,000 +8.00% 2
Birmingham - 8 £27,000 -
Cambridgeshire +5 7 £25,000 -4.15% 1
Winchester - 7 £42,500 - 2
Manchester -4 6 £38,750 +7.63% 1
Gloucestershire 0 5 £55,000 -18.51% 5
Leeds +5 4 £67,500 +121.71% 2
West Yorkshire +2 4 £67,500 +107.07% 2
Yorkshire +2 4 £67,500 +96.36% 2
Peterborough -2 4 £24,000 -7.99%
Scotland -5 4 £68,750 +83.33% 1
Bristol - 4 £41,000 -
Edinburgh +5 2 £68,750 +52.77% 1
Southampton +4 2 £42,500 +30.76%
Glasgow -10 2 - -
Preston - 2 - -
Lancashire - 2 - -
Milton Keynes - 2 - -
Buckinghamshire - 2 - -

Data Transformation
Top 30 Related IT Skills

For the 6 months to 6 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.

1 227 (58.51%) SQL
2 170 (43.81%) ETL
3 160 (41.24%) SQL Server
4 150 (38.66%) Finance
5 138 (35.57%) Business Intelligence
6 130 (33.51%) SQL Server Integration Services
7 128 (32.99%) Data Modelling
8 114 (29.38%) Data Warehouse
9 103 (26.55%) Microsoft
10 92 (23.71%) SQL Server Reporting Services
11 89 (22.94%) Java
11 89 (22.94%) Migration
12 75 (19.33%) Agile Software Development
12 75 (19.33%) Analytical Skills
13 74 (19.07%) Oracle
14 73 (18.81%) Analytics
15 70 (18.04%) Data Analysis
16 62 (15.98%) Big Data
17 60 (15.46%) MS Excel
18 58 (14.95%) .NET
19 56 (14.43%) Data Management
20 55 (14.18%) Relational Database
21 52 (13.40%) Degree
22 51 (13.14%) Data Migration
22 51 (13.14%) T-SQL
22 51 (13.14%) XML
23 48 (12.37%) Banking
23 48 (12.37%) SQL Server 2012
24 46 (11.86%) SQL Server Analysis Services
25 45 (11.60%) SQL Server 2008

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 21 (5.41%) Apache
2 15 (3.87%) Apache Spark
3 13 (3.35%) Mule
3 13 (3.35%) WebSphere
4 12 (3.09%) Confluence
5 10 (2.58%) SAS
6 6 (1.55%) SharePoint
7 4 (1.03%) Apache Pig
8 3 (0.77%) BizTalk Server
8 3 (0.77%) Tomcat
9 2 (0.52%) Apache Solr
9 2 (0.52%) Elasticsearch
10 1 (0.26%) GlassFish
Applications
1 60 (15.46%) MS Excel
2 24 (6.19%) MS Office
3 11 (2.84%) MS Visio
4 4 (1.03%) MS Project
5 2 (0.52%) MS PowerPoint
6 1 (0.26%) Spreadsheet
6 1 (0.26%) SPSS
Business Applications
1 6 (1.55%) SAP HCM
2 5 (1.29%) SAP Business One
2 5 (1.29%) SAP HR
2 5 (1.29%) SAP Oil and Gas
2 5 (1.29%) SAP Payroll
3 2 (0.52%) Dynamics CRM
3 2 (0.52%) SAP CO
3 2 (0.52%) SAP FI
3 2 (0.52%) SAP FI/CO
3 2 (0.52%) SAP FI-AP
3 2 (0.52%) SAP MM
3 2 (0.52%) SAP SD
4 1 (0.26%) Oracle Retail
Cloud Services
1 22 (5.67%) Amazon AWS
2 18 (4.64%) SaaS
3 15 (3.87%) Amazon EC2
4 14 (3.61%) Amazon S3
5 13 (3.35%) Google Cloud Platform
6 12 (3.09%) PaaS
7 8 (2.06%) Microsoft Azure
8 6 (1.55%) GitHub
9 4 (1.03%) Office 365
10 2 (0.52%) Force.com
10 2 (0.52%) Heroku
11 1 (0.26%) Amazon Kinesis
11 1 (0.26%) AWS Lambda
Communications & Networking
1 5 (1.29%) SSH
2 2 (0.52%) HTTP
2 2 (0.52%) HTTPS
2 2 (0.52%) Internet
2 2 (0.52%) LDAP
2 2 (0.52%) Network Security
3 1 (0.26%) Intranet
3 1 (0.26%) SAN
Database & Business Intelligence
1 160 (41.24%) SQL Server
2 130 (33.51%) SQL Server Integration Services
3 114 (29.38%) Data Warehouse
4 92 (23.71%) SQL Server Reporting Services
5 62 (15.98%) Big Data
6 55 (14.18%) Relational Database
7 48 (12.37%) SQL Server 2012
8 46 (11.86%) SQL Server Analysis Services
9 45 (11.60%) Hadoop
9 45 (11.60%) SQL Server 2008
10 29 (7.47%) NoSQL
11 27 (6.96%) DB2
12 25 (6.44%) Apache Hive
13 21 (5.41%) Apache Cassandra
14 20 (5.15%) HBase
14 20 (5.15%) MySQL
14 20 (5.15%) Siebel EIM
14 20 (5.15%) Sqoop
15 18 (4.64%) OLAP
15 18 (4.64%) OLTP
Development Applications
1 23 (5.93%) Git (software)
2 20 (5.15%) Jenkins
3 19 (4.90%) Maven
4 14 (3.61%) Hudson
4 14 (3.61%) SQL Server Management Studio (SSMS)
4 14 (3.61%) Visual Studio
5 13 (3.35%) git-flow
6 9 (2.32%) Team Foundation Server
7 6 (1.55%) JIRA
8 5 (1.29%) Talend Open Studio
8 5 (1.29%) Zephyr
9 4 (1.03%) LSMW
10 3 (0.77%) Atlassian Bamboo
10 3 (0.77%) Cucumber
11 2 (0.52%) Vagrant
12 1 (0.26%) CruiseControl
12 1 (0.26%) Eclipse
12 1 (0.26%) MSTest
12 1 (0.26%) SpecFlow
12 1 (0.26%) Visual Studio Team System
General
1 150 (38.66%) Finance
2 48 (12.37%) Banking
3 24 (6.19%) Telecoms
4 23 (5.93%) Retail
5 18 (4.64%) Marketing
6 12 (3.09%) Legal
7 9 (2.32%) Games
7 9 (2.32%) Investment Banking
7 9 (2.32%) Law
8 8 (2.06%) Publishing
9 6 (1.55%) Back Office
9 6 (1.55%) Billing
9 6 (1.55%) General Ledger
9 6 (1.55%) Manufacturing
10 5 (1.29%) Electronics
11 3 (0.77%) Advertising
12 2 (0.52%) Pharmaceutical
13 1 (0.26%) Financial Institution
13 1 (0.26%) Local Government
Job Titles
1 154 (39.69%) Developer
2 67 (17.27%) Analyst
3 46 (11.86%) SQL Developer
4 44 (11.34%) Business Intelligence Developer
5 38 (9.79%) Consultant
6 33 (8.51%) Senior Developer
7 28 (7.22%) Architect
7 28 (7.22%) SSIS Developer
8 27 (6.96%) Data Engineer
8 27 (6.96%) ETL Developer
9 26 (6.70%) SSRS Developer
10 24 (6.19%) DBA
11 23 (5.93%) Solutions Architect
12 22 (5.67%) SQL DBA
13 21 (5.41%) Business Analyst
14 20 (5.15%) Java Developer
14 20 (5.15%) Java Engineer
15 16 (4.12%) SQL BI Developer
16 15 (3.87%) Business Developer
16 15 (3.87%) Data Warehouse Developer
Libraries, Frameworks & Software Standards
1 58 (14.95%) .NET
2 51 (13.14%) XML
3 40 (10.31%) Web Services
4 26 (6.70%) Middleware
5 24 (6.19%) SOAP
6 20 (5.15%) ASP.NET
6 20 (5.15%) EDI
7 17 (4.38%) JSON
8 13 (3.35%) Apache Avro
8 13 (3.35%) Apache Camel
8 13 (3.35%) Apache Thrift
8 13 (3.35%) JMS
8 13 (3.35%) Oracle GoldenGate
8 13 (3.35%) Protocol Buffers
8 13 (3.35%) REST
8 13 (3.35%) ZeroMQ
9 11 (2.84%) HTML
10 10 (2.58%) jQuery
11 8 (2.06%) Twitter Bootstrap
12 6 (1.55%) Kafka
Miscellaneous
1 75 (19.33%) Analytical Skills
2 43 (11.08%) Data Integration
3 34 (8.76%) Replication
4 31 (7.99%) Visualisation
5 20 (5.15%) Fintech
6 13 (3.35%) Algorithms
6 13 (3.35%) Computer Science
6 13 (3.35%) Management Information System
7 12 (3.09%) Wiki
8 11 (2.84%) Enterprise Software
9 9 (2.32%) Equities
9 9 (2.32%) Online Games
10 8 (2.06%) Data Structures
10 8 (2.06%) Linked Data
10 8 (2.06%) Mathematics
10 8 (2.06%) Semantic Web
11 7 (1.80%) Data Conversion
12 6 (1.55%) NHS
13 5 (1.29%) Data Extraction
13 5 (1.29%) Taxonomies
Operating Systems
1 28 (7.22%) Linux
2 13 (3.35%) Unix
3 12 (3.09%) Windows
4 5 (1.29%) Windows Server
5 2 (0.52%) Windows Server 2012
6 1 (0.26%) Windows 10
6 1 (0.26%) Windows 7
Processes & Methodologies
1 170 (43.81%) ETL
2 138 (35.57%) Business Intelligence
3 128 (32.99%) Data Modelling
4 89 (22.94%) Migration
5 75 (19.33%) Agile Software Development
6 73 (18.81%) Analytics
7 70 (18.04%) Data Analysis
8 56 (14.43%) Data Management
9 51 (13.14%) Data Migration
10 44 (11.34%) Performance Tuning
11 39 (10.05%) Physical Data Model
12 35 (9.02%) SOA
13 34 (8.76%) SDLC
14 33 (8.51%) Software Engineering
15 31 (7.99%) ETL Development
16 30 (7.73%) Kimball Methodology
17 29 (7.47%) Dimensional Modelling
17 29 (7.47%) Scrum
18 27 (6.96%) Business Analysis
18 27 (6.96%) Data Mapping
Programming Languages
1 227 (58.51%) SQL
2 89 (22.94%) Java
3 51 (13.14%) T-SQL
4 39 (10.05%) C#
5 38 (9.79%) Python
6 21 (5.41%) JavaScript
7 19 (4.90%) PL/SQL
8 9 (2.32%) R
9 8 (2.06%) C
9 8 (2.06%) SPARQL
9 8 (2.06%) VBA
10 7 (1.80%) PHP
11 6 (1.55%) ABAP
11 6 (1.55%) Scala
11 6 (1.55%) VB
12 5 (1.29%) PowerShell
13 4 (1.03%) Ruby
14 3 (0.77%) Perl
15 2 (0.52%) C++
15 2 (0.52%) SAS Macro
Qualifications
1 52 (13.40%) Degree
2 26 (6.70%) Microsoft Certification
3 20 (5.15%) MCITP
4 11 (2.84%) Security Cleared
5 7 (1.80%) ISEB
6 6 (1.55%) PhD
7 5 (1.29%) ISTQB
8 4 (1.03%) MCP
9 2 (0.52%) APMP
9 2 (0.52%) BPSS Clearance
9 2 (0.52%) CTC Cleared
9 2 (0.52%) DV Cleared
9 2 (0.52%) HND
9 2 (0.52%) MBA
9 2 (0.52%) PMI Certification
9 2 (0.52%) SC Cleared
10 1 (0.26%) CCAB
Quality Assurance & Compliance
1 21 (5.41%) QA
2 18 (4.64%) Data Quality
3 6 (1.55%) COBIT
3 6 (1.55%) IAS 39
4 2 (0.52%) HL7
4 2 (0.52%) MiFID
System Software
1 17 (4.38%) HDFS
2 15 (3.87%) Docker
3 5 (1.29%) Apache Flume
4 3 (0.77%) VMware Infrastructure
5 2 (0.52%) Active Directory
5 2 (0.52%) vCloud
5 2 (0.52%) VirtualBox
6 1 (0.26%) Apache ZooKeeper
6 1 (0.26%) Oracle RAC
6 1 (0.26%) vSphere
6 1 (0.26%) Xen
Systems Management
1 6 (1.55%) Ambari
2 5 (1.29%) Puppet
3 2 (0.52%) Oracle Enterprise Manager
4 1 (0.26%) CA Single Sign-On
4 1 (0.26%) Cobbler
4 1 (0.26%) HP Quality Center
4 1 (0.26%) Oozie
4 1 (0.26%) Opscode Chef
4 1 (0.26%) Xymon
Vendors
1 103 (26.55%) Microsoft
2 74 (19.07%) Oracle
3 27 (6.96%) Siebel
4 19 (4.90%) SAP
5 18 (4.64%) Hortonworks
5 18 (4.64%) Informatica
5 18 (4.64%) WorldPay
6 17 (4.38%) Sybase
7 15 (3.87%) Netezza
7 15 (3.87%) Tableau
8 13 (3.35%) Google
8 13 (3.35%) webMethods
8 13 (3.35%) WSO2
9 9 (2.32%) Cloudera
10 8 (2.06%) Cognos
10 8 (2.06%) IBM
10 8 (2.06%) ServiceNow
11 7 (1.80%) iManage
11 7 (1.80%) Jaspersoft
12 6 (1.55%) Avaya
Leeds, West Yorkshire
Searchability
Salary: £45000 - £53000 per annum
Posted: 7 hours ago
Royston, Hertfordshire
EasyWebRecruitment.com
Salary: Competitive
Posted: 7 hours ago
London
Opilio Recruitment
Salary: £25k - 30k per year
Posted: 11 hours ago
Edinburgh, Midlothian
Lorien Resourcing
Salary: £65000 - £75000 per annum + Car Allow + Bonus + Benefits
Posted: Yesterday
Manchester, Lancashire
Circle Recruitment
Salary: £35000 - £40000 per annum + benefits
Posted: Yesterday
Cheltenham, Gloucestershire
Anatwine
Salary: From £40,000 to £65,000 per annum
Posted: Yesterday
City, London
Spring Technology
Salary: £35000 - £45000 per annum + benefits
Posted: Yesterday
St. Albans, Hertfordshire
Owen Daniels Consultancy
Salary: Up to £28,500 per annum £28,500 + Benefits
Posted: 2 days ago
South West
Cognizant
Posted: 2 days ago
London
Tech
Salary: From £50,000 to £65,000 per annum
Posted: 3 days ago
Cambridge, Cambridgeshire
Cambridge Assessment
Salary: Competitive plus benefits
Posted: 8 days ago
Gloucestershire
People Source Consulting
Salary: £50000 - £65000 per annum
Posted: 9 days ago
Gloucestershire
People Source Consulting
Salary: £25000 - £45000 per annum
Posted: 9 days ago
Winchester
Spectrum IT
Salary: £40000 - £45000 per annum + Benefits + Training
Posted: 13 days ago
Winchester
Spectrum IT
Salary: £40000 - £45000 per annum + Benefits + Training
Posted: 21 days ago