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 10 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
10 Dec 2016
Same period 2015 Same period 2014
Data Transformation
Rank 728 741 801
Rank change year-on-year
+13 +60
Permanent jobs citing Data Transformation 154 223 177
As % of all permanent IT jobs located in the UK 0.17% 0.21% 0.16%
As % of the Processes & Methodologies category 0.20% 0.24% 0.18%
Number of salaries quoted 132 187 144
Median salary £50,000 £50,000 £45,000
Median salary % change year-on-year
- +11.11%
90% offered a salary of more than £35,000 £30,459 £34,650
10% offered a salary of more than £77,500 £80,000 £70,000
UK excluding London median salary £45,000 £37,500 £40,000
% change year-on-year
+20.00% -6.25%

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
78934 92697 97322
As % of all permanent IT jobs located in the UK 88.07% 87.56% 85.72%
Number of salaries quoted 65072 76555 80048
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 £32,500 £31,193
10% offered a salary of more than £77,500 £72,500 £75,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

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 10 December 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 10 December 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 +2 148 £50,000 -4.76% 21
London +1 79 £59,750 +8.63% 12
South East +74 26 £55,000 +27.90% 1
Surrey - 16 £65,000 -
South West +12 14 £42,000 -35.38% 5
City of London -6 12 £38,500 -30.00% 1
North West -20 12 £38,750 -26.19%
Gloucestershire - 12 £40,000 - 4
East of England +24 9 £45,000 +69.81%
Manchester -6 9 £40,000 -27.27%
West Sussex +30 8 £47,000 +9.30%
Crawley - 8 £47,000 -
Guildford - 6 £62,500 -
Essex - 6 £46,250 -
Weybridge - 5 £80,000 -
Cheltenham - 5 £40,000 - 1
Colchester - 4 £37,500 -
Scotland +20 3 £43,750 +16.66%
Yorkshire +20 3 £33,500 -16.25% 1
Hertfordshire +7 3 £45,000 +68.22%
Glasgow - 3 £43,750 -
Borehamwood - 3 £45,000 -
Bournemouth +21 2 £80,000 - 1
Dorset +16 2 £80,000 - 1
East Midlands -6 2 £39,250 +12.14%
Solihull -7 2 £42,500 +13.33%
West Midlands -22 2 £42,500 +21.42% 1
South Yorkshire - 2 £34,500 -
Epsom - 2 £37,500 -
Brighton +16 1 £55,000 +29.41%

Data Transformation
Top 30 Related IT Skills

For the 6 months to 10 December 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.

1 203 (62.85%) SQL
2 160 (49.54%) ETL
3 150 (46.44%) Business Intelligence
4 147 (45.51%) SQL Server
5 106 (32.82%) Finance
6 103 (31.89%) Data Warehouse
7 98 (30.34%) SQL Server Integration Services
8 93 (28.79%) Agile Software Development
9 80 (24.77%) SQL Server Reporting Services
9 80 (24.77%) Microsoft
10 73 (22.60%) T-SQL
11 69 (21.36%) Degree
12 63 (19.50%) Java
12 63 (19.50%) SQL Server Analysis Services
13 55 (17.03%) .NET
14 52 (16.10%) Oracle
15 48 (14.86%) Data Modelling
16 47 (14.55%) QlikView
16 47 (14.55%) Scrum
17 46 (14.24%) Data Management
17 46 (14.24%) XML
17 46 (14.24%) Analytics
18 43 (13.31%) Data Analysis
18 43 (13.31%) Relational Database
19 41 (12.69%) MS Excel
19 41 (12.69%) Tableau
20 40 (12.38%) Web Services
21 39 (12.07%) Banking
22 38 (11.76%) Linux
22 38 (11.76%) SQL Server 2012

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 (6.50%) Oracle SOA Suite
2 12 (3.72%) Apache Spark
3 7 (2.17%) Oracle Service Bus
4 6 (1.86%) Apache
5 5 (1.55%) SAS
6 4 (1.24%) Mule
6 4 (1.24%) SharePoint
7 3 (0.93%) Mule ESB
8 2 (0.62%) Apache Pig
8 2 (0.62%) WebSphere
9 1 (0.31%) CMS
9 1 (0.31%) Drupal
9 1 (0.31%) JBoss
9 1 (0.31%) WebLogic
9 1 (0.31%) WebSphere Application Server
9 1 (0.31%) WebSphere Process Server
Applications
1 41 (12.69%) MS Excel
2 6 (1.86%) MS Office
3 5 (1.55%) Spreadsheet
4 2 (0.62%) MS Visio
4 2 (0.62%) SPSS
Business Applications
1 12 (3.72%) SAP Oil and Gas
2 8 (2.48%) Oracle Retail
3 5 (1.55%) Summit
4 1 (0.31%) Cognos Business Intelligence
4 1 (0.31%) Oracle ERP
4 1 (0.31%) SAP MDM
Cloud Services
1 28 (8.67%) Amazon AWS
2 16 (4.95%) SaaS
3 14 (4.33%) Microsoft Azure
4 7 (2.17%) Google Cloud Platform
5 3 (0.93%) Google Analytics
5 3 (0.93%) iPaaS
6 2 (0.62%) PaaS
7 1 (0.31%) AWS Lambda
7 1 (0.31%) Force.com
7 1 (0.31%) GitHub
7 1 (0.31%) Office 365
7 1 (0.31%) OpenShift
Communications & Networking
1 18 (5.57%) SSH
2 4 (1.24%) FTP
3 2 (0.62%) SAN
3 2 (0.62%) SSL
4 1 (0.31%) Internet
Database & Business Intelligence
1 147 (45.51%) SQL Server
2 103 (31.89%) Data Warehouse
3 98 (30.34%) SQL Server Integration Services
4 80 (24.77%) SQL Server Reporting Services
5 63 (19.50%) SQL Server Analysis Services
6 47 (14.55%) QlikView
7 43 (13.31%) Relational Database
8 38 (11.76%) SQL Server 2012
9 37 (11.46%) SQL Server 2014
10 32 (9.91%) SQL Server 2016
11 28 (8.67%) Big Data
12 26 (8.05%) Power BI
13 23 (7.12%) NoSQL
14 22 (6.81%) OLAP
15 20 (6.19%) RDBMS
16 19 (5.88%) DTS
17 16 (4.95%) Hadoop
17 16 (4.95%) Pentaho
17 16 (4.95%) Qlik Sense
18 15 (4.64%) MySQL
Development Applications
1 22 (6.81%) JIRA
2 20 (6.19%) Team Foundation Server
3 19 (5.88%) Git (software)
4 18 (5.57%) Zephyr
5 10 (3.10%) Jenkins
6 9 (2.79%) Visual Studio
7 8 (2.48%) Maven
8 7 (2.17%) SQL Server Management Studio (SSMS)
8 7 (2.17%) Talend Open Studio
9 4 (1.24%) Atlassian Bamboo
9 4 (1.24%) Cucumber
10 3 (0.93%) Bitbucket
10 3 (0.93%) Subversion
10 3 (0.93%) Vagrant
11 2 (0.62%) Eclipse
11 2 (0.62%) MSTest
11 2 (0.62%) SoapUI
11 2 (0.62%) SpecFlow
12 1 (0.31%) Appcelerator Titanium
12 1 (0.31%) Mercurial
General
1 106 (32.82%) Finance
2 39 (12.07%) Banking
3 37 (11.46%) Marketing
4 31 (9.60%) Retail
5 24 (7.43%) Telecoms
6 17 (5.26%) Back Office
7 13 (4.02%) Electronics
8 12 (3.72%) Games
8 12 (3.72%) Legal
8 12 (3.72%) Manufacturing
9 11 (3.41%) Investment Banking
10 9 (2.79%) Advertising
11 6 (1.86%) Law
12 5 (1.55%) Front Office
13 4 (1.24%) Automotive
13 4 (1.24%) Billing
14 2 (0.62%) General Ledger
14 2 (0.62%) International Banking
15 1 (0.31%) Corporate Banking
15 1 (0.31%) French Language
Job Titles
1 149 (46.13%) Developer
2 64 (19.81%) SQL Developer
3 48 (14.86%) Business Intelligence Developer
4 47 (14.55%) Analyst
5 42 (13.00%) Architect
6 31 (9.60%) SQL Server Developer
7 24 (7.43%) Consultant
8 23 (7.12%) Data Analyst
9 20 (6.19%) DBA
10 19 (5.88%) SQL DBA
11 18 (5.57%) SQL BI Developer
11 18 (5.57%) SQL Server DBA
12 17 (5.26%) Junior
13 15 (4.64%) Senior Developer
14 14 (4.33%) Data Architect
14 14 (4.33%) ETL Developer
14 14 (4.33%) Solutions Architect
14 14 (4.33%) SSIS Developer
15 13 (4.02%) Junior Developer
15 13 (4.02%) Junior SQL Developer
Libraries, Frameworks & Software Standards
1 55 (17.03%) .NET
2 46 (14.24%) XML
3 40 (12.38%) Web Services
4 25 (7.74%) SOAP
5 24 (7.43%) REST
6 18 (5.57%) Middleware
7 17 (5.26%) Gherkin
8 15 (4.64%) ASP.NET
9 11 (3.41%) CSS
9 11 (3.41%) HTML
10 10 (3.10%) MDX
10 10 (3.10%) XSLT
11 9 (2.79%) JMS
11 9 (2.79%) Oracle GoldenGate
12 8 (2.48%) Haml
12 8 (2.48%) Sass
13 7 (2.17%) .NET Framework
14 6 (1.86%) AngularJS
14 6 (1.86%) Spring
14 6 (1.86%) XML Schema
Miscellaneous
1 36 (11.15%) Data Integration
2 33 (10.22%) Enterprise Software
3 31 (9.60%) Analytical Skills
4 27 (8.36%) Computer Science
5 26 (8.05%) Visualisation
6 16 (4.95%) Data Centre
6 16 (4.95%) iPad
6 16 (4.95%) Reinsurance
7 14 (4.33%) Management Information System
7 14 (4.33%) Statistics
8 13 (4.02%) Mathematics
9 12 (3.72%) Fintech
10 9 (2.79%) Replication
11 7 (2.17%) Economics
11 7 (2.17%) Equities
11 7 (2.17%) Market Risk
12 6 (1.86%) NHS
12 6 (1.86%) Reference Data
12 6 (1.86%) User Experience
13 5 (1.55%) Data Extraction
Operating Systems
1 38 (11.76%) Linux
2 5 (1.55%) Unix
3 4 (1.24%) Windows
4 3 (0.93%) Windows Server
4 3 (0.93%) Windows Server 2003
4 3 (0.93%) Windows Server 2012
5 1 (0.31%) CentOS
5 1 (0.31%) Ubuntu
5 1 (0.31%) Windows 7
Processes & Methodologies
1 160 (49.54%) ETL
2 150 (46.44%) Business Intelligence
3 93 (28.79%) Agile Software Development
4 48 (14.86%) Data Modelling
5 47 (14.55%) Scrum
6 46 (14.24%) Analytics
6 46 (14.24%) Data Management
7 43 (13.31%) Data Analysis
8 29 (8.98%) Migration
9 27 (8.36%) Mentoring
10 25 (7.74%) SDLC
11 24 (7.43%) CRM
11 24 (7.43%) SOA
12 22 (6.81%) Data Migration
12 22 (6.81%) OO
13 21 (6.50%) Kanban
14 20 (6.19%) Test Management
15 19 (5.88%) Defect Management
16 18 (5.57%) BDD
16 18 (5.57%) Business Analysis
Programming Languages
1 203 (62.85%) SQL
2 73 (22.60%) T-SQL
3 63 (19.50%) Java
4 22 (6.81%) Python
5 15 (4.64%) C#
6 14 (4.33%) PL/SQL
7 13 (4.02%) R
7 13 (4.02%) Ruby
8 11 (3.41%) JavaScript
8 11 (3.41%) Scala
8 11 (3.41%) VBA
9 9 (2.79%) Data Analysis Expressions (DAX)
10 8 (2.48%) Elixir
10 8 (2.48%) GraphQL
10 8 (2.48%) JSX
11 7 (2.17%) PHP
12 6 (1.86%) C++
12 6 (1.86%) XQuery
13 3 (0.93%) PowerShell
13 3 (0.93%) VB.NET
Qualifications
1 69 (21.36%) Degree
2 18 (5.57%) ISEB
2 18 (5.57%) ISTQB
3 4 (1.24%) Security Cleared
4 3 (0.93%) CISA
4 3 (0.93%) PMI Certification
4 3 (0.93%) PMP
5 2 (0.62%) SC Cleared
6 1 (0.31%) Microsoft Certification
6 1 (0.31%) PRINCE2 Certification
Quality Assurance & Compliance
1 36 (11.15%) Data Quality
2 13 (4.02%) QA
3 7 (2.17%) MiFID
4 2 (0.62%) IAS 39
5 1 (0.31%) Dodd-Frank
5 1 (0.31%) EMIR
5 1 (0.31%) FATCA
5 1 (0.31%) ISO20022
5 1 (0.31%) SDET
System Software
1 6 (1.86%) Active Directory
2 4 (1.24%) Docker
3 2 (0.62%) Oracle RAC
4 1 (0.31%) Hyper-V
Systems Management
1 3 (0.93%) Opscode Chef
2 2 (0.62%) HP Quality Center
3 1 (0.31%) DBAmp
3 1 (0.31%) SCOM
Vendors
1 80 (24.77%) Microsoft
2 52 (16.10%) Oracle
3 41 (12.69%) Tableau
4 24 (7.43%) SAP
5 20 (6.19%) HP
6 14 (4.33%) Alteryx
6 14 (4.33%) Informatica
7 11 (3.41%) Google
8 10 (3.10%) IBM
9 9 (2.79%) Facebook
10 8 (2.48%) ATG
10 8 (2.48%) IBM Sterling
10 8 (2.48%) Twitter
11 7 (2.17%) Salesforce.com
11 7 (2.17%) Talend
12 4 (1.24%) Avaya
12 4 (1.24%) Genesys
12 4 (1.24%) Siebel
13 3 (0.93%) Adobe
13 3 (0.93%) Cognos
London
Churchill Frank
Salary: £70000 - £80000 per annum
Posted: 16 hours ago
United Kingdom
Capgemini UK
Posted: Yesterday
London
Networking People
Salary: Neg - bonus + excellent benefits
Posted: 2 days ago
Stroud, Gloucestershire
Square One Resources
Salary: From £40,000 to £45,000 per annum + Benefit
Posted: 4 days ago
Leeds, Yorkshire
Comvergent Limited
Salary: BENS
Posted: 2 days ago
London
Coal IT Services
Salary: From £70,000 to £82,000 per annum + Bonus + Excellent Benefits
Posted: 2 days ago
London
onezeero.
Salary: £70000 - £82000 per annum + bonus + package
Posted: 2 days ago
Central London / West End
Client Server
Salary: £70k to £85k + bonus + benefits
Posted: 3 days ago
Central London / West End
Client Server
Salary: £50k to £65k + bonus + benefits
Posted: 5 days ago
London
Client Server
Salary: £50k to £65k + bonus + benefits
Posted: 5 days ago
Newcastle Upon Tyne, Tyne and Wear
Sage UK Limited
Posted: 7 days ago
City, London
Oliver James Associates
Salary: £30000 - £45000 per annum
Posted: 4 days ago
Bournemouth, Dorset
JP Morgan
Salary: From £0 to £0 per annum Competative Salary + Benefits
Posted: 4 days ago
Birmingham, West Midlands (County)
Computer People
Salary: £35000.00 - £40000.00 per annum + Benefits
Posted: 3 days ago
London
Client Server
Salary: £50k to £65k + bonus + benefits
Posted: 12 days ago
Cheltenham, Gloucestershire
Anatwine
Salary: From £40,000 to £65,000 per annum
Posted: 18 days ago
London
Client Server
Salary: £70,000 to £85,000 + bonus + benefits
Posted: 21 days ago
London
Client Server
Salary: £60k to £65k + bonus + benefits
Posted: 18 days ago