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 21 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
21 Jan 2017
Same period 2016 Same period 2015
Data Transformation
UK / England
Rank 688 707 787
Rank change year-on-year
+19 +80
Permanent jobs citing Data Transformation 139 208 127
As % of all permanent IT jobs located in England 0.18% 0.22% 0.13%
As % of the Processes & Methodologies category 0.20% 0.25% 0.15%
Number of salaries quoted 115 171 107
Median salary £55,000 £52,500 £50,000
Median salary % change year-on-year
+4.76% +5.00%
90% offered a salary of more than £35,000 £28,700 £37,500
10% offered a salary of more than £80,000 £80,500 £70,000
UK excluding London median salary £42,500 £40,000 £40,000
% change year-on-year
+6.25% -

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
68565 81767 84400
As % of all permanent IT jobs located in England 88.15% 87.70% 86.06%
Number of salaries quoted 56901 68765 70092
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 £32,500 £31,500
10% offered a salary of more than £77,500 £72,500 £77,500
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

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 21 January 2017.

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 21 January 2017. 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 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 +18 87 £62,500 +13.63% 17
South West +24 14 £43,500 -33.07% 4
South East +55 9 £60,000 +41.17% 1
East of England +15 8 £50,000 +88.67%
West Midlands +8 6 £42,500 +66.66% 1
Yorkshire +32 5 £36,913 +27.28% 1
North West -22 5 £35,000 -30.00% 2
East Midlands +5 4 £47,500 +86.27% 1
North East -9 1 £33,500 +9.98%
Data Transformation
UK

Data Transformation
Top 30 Related IT Skills in England

For the 6 months to 21 January 2017, 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.

1 175 (59.52%) SQL
2 131 (44.56%) ETL
3 127 (43.20%) Business Intelligence
4 116 (39.46%) SQL Server
5 98 (33.33%) Agile Software Development
6 95 (32.31%) Finance
7 85 (28.91%) Data Warehouse
8 80 (27.21%) Microsoft
9 76 (25.85%) SQL Server Integration Services
10 68 (23.13%) Java
11 67 (22.79%) SQL Server Reporting Services
11 67 (22.79%) Degree
12 61 (20.75%) T-SQL
13 52 (17.69%) Analytics
14 50 (17.01%) Data Modelling
15 49 (16.67%) .NET
15 49 (16.67%) SQL Server Analysis Services
16 45 (15.31%) Linux
17 43 (14.63%) Web Services
17 43 (14.63%) Oracle
18 42 (14.29%) Banking
18 42 (14.29%) Scrum
19 38 (12.93%) Data Analysis
19 38 (12.93%) XML
19 38 (12.93%) MS Excel
19 38 (12.93%) QlikView
19 38 (12.93%) Analytical Skills
20 37 (12.59%) Marketing
21 35 (11.90%) Retail
21 35 (11.90%) Data Management

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 19 (6.46%) Apache Spark
2 17 (5.78%) Oracle SOA Suite
3 5 (1.70%) Apache
3 5 (1.70%) SAS
4 3 (1.02%) Apache Pig
4 3 (1.02%) Oracle Service Bus
4 3 (1.02%) SharePoint
5 2 (0.68%) Mule
5 2 (0.68%) WebSphere
6 1 (0.34%) BizTalk Server
6 1 (0.34%) Elasticsearch
6 1 (0.34%) JBoss
6 1 (0.34%) Mule ESB
6 1 (0.34%) WebLogic
6 1 (0.34%) WebSphere Application Server
6 1 (0.34%) WebSphere Process Server
Applications
1 38 (12.93%) MS Excel
2 8 (2.72%) MS Office
3 5 (1.70%) Spreadsheet
4 4 (1.36%) MS Project
5 2 (0.68%) MS Visio
5 2 (0.68%) SPSS
Business Applications
1 13 (4.42%) SAP Oil and Gas
2 8 (2.72%) Oracle Retail
3 1 (0.34%) Cognos Business Intelligence
3 1 (0.34%) Oracle ERP
Cloud Services
1 31 (10.54%) Amazon AWS
2 19 (6.46%) SaaS
3 10 (3.40%) Microsoft Azure
4 8 (2.72%) Google Cloud Platform
5 5 (1.70%) iPaaS
6 2 (0.68%) Amazon CloudWatch
6 2 (0.68%) Boomi
6 2 (0.68%) PaaS
7 1 (0.34%) AWS Lambda
7 1 (0.34%) Office 365
7 1 (0.34%) OpenShift
Communications & Networking
1 19 (6.46%) SSH
2 3 (1.02%) FTP
2 3 (1.02%) SAN
3 2 (0.68%) SSL
4 1 (0.34%) Extranet
Database & Business Intelligence
1 116 (39.46%) SQL Server
2 85 (28.91%) Data Warehouse
3 76 (25.85%) SQL Server Integration Services
4 67 (22.79%) SQL Server Reporting Services
5 49 (16.67%) SQL Server Analysis Services
6 38 (12.93%) QlikView
7 33 (11.22%) SQL Server 2012
7 33 (11.22%) SQL Server 2014
8 32 (10.88%) SQL Server 2016
9 29 (9.86%) Relational Database
10 26 (8.84%) Big Data
10 26 (8.84%) NoSQL
11 25 (8.50%) Hadoop
12 23 (7.82%) OLAP
12 23 (7.82%) Power BI
13 20 (6.80%) DTS
14 19 (6.46%) RDBMS
15 15 (5.10%) MySQL
15 15 (5.10%) PostgreSQL
16 13 (4.42%) SQL Server 2008
Development Applications
1 23 (7.82%) JIRA
2 22 (7.48%) Git (software)
3 20 (6.80%) Team Foundation Server
4 19 (6.46%) Zephyr
5 13 (4.42%) Jenkins
5 13 (4.42%) Maven
6 8 (2.72%) SQL Server Management Studio (SSMS)
6 8 (2.72%) Visual Studio
7 6 (2.04%) Atlassian Bamboo
7 6 (2.04%) Bitbucket
7 6 (2.04%) Cucumber
7 6 (2.04%) Talend Open Studio
7 6 (2.04%) Vagrant
8 3 (1.02%) Ant
8 3 (1.02%) AppVeyor
8 3 (1.02%) Mercurial
8 3 (1.02%) Subversion
9 2 (0.68%) Eclipse
9 2 (0.68%) Selenium
9 2 (0.68%) SoapUI
General
1 95 (32.31%) Finance
2 42 (14.29%) Banking
3 37 (12.59%) Marketing
4 35 (11.90%) Retail
5 22 (7.48%) Telecoms
6 17 (5.78%) Games
7 14 (4.76%) Back Office
7 14 (4.76%) Electronics
8 13 (4.42%) Investment Banking
8 13 (4.42%) Manufacturing
9 11 (3.74%) Advertising
10 8 (2.72%) Law
11 7 (2.38%) Front Office
12 6 (2.04%) Legal
13 5 (1.70%) Billing
14 4 (1.36%) Automotive
15 3 (1.02%) French Language
16 2 (0.68%) International Banking
17 1 (0.34%) Corporate Banking
17 1 (0.34%) Financial Institution
Job Titles
1 135 (45.92%) Developer
2 52 (17.69%) SQL Developer
3 42 (14.29%) Analyst
4 36 (12.24%) Business Intelligence Developer
5 33 (11.22%) Architect
6 22 (7.48%) SQL Server Developer
7 19 (6.46%) Data Analyst
7 19 (6.46%) DBA
7 19 (6.46%) ETL Developer
8 18 (6.12%) Senior Developer
9 17 (5.78%) Java Developer
9 17 (5.78%) SQL DBA
9 17 (5.78%) SQL Server DBA
10 16 (5.44%) Consultant
11 14 (4.76%) .NET Developer
12 13 (4.42%) SSIS Developer
13 12 (4.08%) Junior
13 12 (4.08%) Solutions Architect
13 12 (4.08%) Tester
14 11 (3.74%) SQL BI Developer
Libraries, Frameworks & Software Standards
1 49 (16.67%) .NET
2 43 (14.63%) Web Services
3 38 (12.93%) XML
4 23 (7.82%) SOAP
5 22 (7.48%) REST
6 18 (6.12%) Gherkin
7 14 (4.76%) CSS
7 14 (4.76%) HTML
8 10 (3.40%) .NET Framework
8 10 (3.40%) ASP.NET
8 10 (3.40%) Haml
8 10 (3.40%) MDX
8 10 (3.40%) Middleware
8 10 (3.40%) Sass
9 8 (2.72%) AngularJS
9 8 (2.72%) Oracle GoldenGate
10 7 (2.38%) JMS
10 7 (2.38%) Kafka
10 7 (2.38%) XSLT
11 6 (2.04%) XSD
Miscellaneous
1 38 (12.93%) Analytical Skills
2 33 (11.22%) Visualisation
3 29 (9.86%) Data Integration
4 28 (9.52%) Computer Science
5 26 (8.84%) Enterprise Software
6 16 (5.44%) Management Information System
7 15 (5.10%) Mathematics
8 14 (4.76%) Data Centre
8 14 (4.76%) Reinsurance
9 12 (4.08%) Fintech
9 12 (4.08%) Statistics
10 11 (3.74%) Replication
11 9 (3.06%) iPad
12 7 (2.38%) Equities
12 7 (2.38%) Market Risk
13 6 (2.04%) Reference Data
14 5 (1.70%) Data Structures
14 5 (1.70%) Economics
15 4 (1.36%) Artificial Intelligence
15 4 (1.36%) Grid Computing
Operating Systems
1 45 (15.31%) Linux
2 7 (2.38%) Unix
3 6 (2.04%) Windows
4 3 (1.02%) Windows Server
4 3 (1.02%) Windows Server 2003
4 3 (1.02%) Windows Server 2012
5 1 (0.34%) CentOS
5 1 (0.34%) Solaris
5 1 (0.34%) Ubuntu
5 1 (0.34%) Windows 7
Processes & Methodologies
1 131 (44.56%) ETL
2 127 (43.20%) Business Intelligence
3 98 (33.33%) Agile Software Development
4 52 (17.69%) Analytics
5 50 (17.01%) Data Modelling
6 42 (14.29%) Scrum
7 38 (12.93%) Data Analysis
8 35 (11.90%) Data Management
9 30 (10.20%) Migration
10 23 (7.82%) Data Migration
10 23 (7.82%) E-Commerce
10 23 (7.82%) OO
11 21 (7.14%) BDD
11 21 (7.14%) CRM
11 21 (7.14%) SOA
12 20 (6.80%) Defect Management
12 20 (6.80%) SDLC
13 19 (6.46%) Data Mapping
13 19 (6.46%) Kanban
13 19 (6.46%) Test Management
Programming Languages
1 175 (59.52%) SQL
2 68 (23.13%) Java
3 61 (20.75%) T-SQL
4 21 (7.14%) Python
5 17 (5.78%) C#
5 17 (5.78%) Ruby
6 15 (5.10%) Scala
7 13 (4.42%) VBA
8 10 (3.40%) Elixir
8 10 (3.40%) GraphQL
8 10 (3.40%) JavaScript
8 10 (3.40%) JSX
8 10 (3.40%) R
9 9 (3.06%) Data Analysis Expressions (DAX)
9 9 (3.06%) PL/SQL
10 6 (2.04%) XPath
11 5 (1.70%) C++
11 5 (1.70%) PowerShell
11 5 (1.70%) VB.NET
12 4 (1.36%) VBScript
Qualifications
1 67 (22.79%) Degree
2 19 (6.46%) ISEB
2 19 (6.46%) ISTQB
3 4 (1.36%) Security Cleared
4 3 (1.02%) CISA
4 3 (1.02%) PMI Certification
4 3 (1.02%) PMP
5 2 (0.68%) Microsoft Certification
5 2 (0.68%) SC Cleared
6 1 (0.34%) MCDBA
6 1 (0.34%) MCITP
6 1 (0.34%) PRINCE2 Certification
Quality Assurance & Compliance
1 31 (10.54%) Data Quality
2 10 (3.40%) QA
3 7 (2.38%) MiFID
4 3 (1.02%) SDET
5 2 (0.68%) IAS 39
5 2 (0.68%) SLA
6 1 (0.34%) Dodd-Frank
6 1 (0.34%) EMIR
6 1 (0.34%) FATCA
6 1 (0.34%) GDPR
System Software
1 7 (2.38%) Docker
2 3 (1.02%) Active Directory
3 2 (0.68%) Oracle RAC
4 1 (0.34%) Apache Flume
4 1 (0.34%) Apache ZooKeeper
4 1 (0.34%) HDFS
4 1 (0.34%) Hyper-V
Systems Management
1 6 (2.04%) Opscode Chef
2 2 (0.68%) Microsoft Clustering
3 1 (0.34%) Hadoop YARN
3 1 (0.34%) SCOM
Vendors
1 80 (27.21%) Microsoft
2 43 (14.63%) Oracle
3 29 (9.86%) Tableau
4 21 (7.14%) HP
5 15 (5.10%) SAP
6 11 (3.74%) Facebook
7 10 (3.40%) Google
7 10 (3.40%) IBM
7 10 (3.40%) Informatica
7 10 (3.40%) Twitter
8 8 (2.72%) ATG
8 8 (2.72%) IBM Sterling
9 6 (2.04%) Alteryx
9 6 (2.04%) Talend
10 4 (1.36%) Dell
11 3 (1.02%) Adobe
11 3 (1.02%) Bloomberg
11 3 (1.02%) FactSet
11 3 (1.02%) Salesforce.com
12 2 (0.68%) EXASOL
Sheffield, Yorkshire
Tall Recruitment Limited
Salary: £Negotiable
Posted: 2 days ago
London
KPRS
Salary: From £55,000 to £55,000 per annum £55k + benefits
Posted: 2 days ago
Liverpool, Merseyside
Oho Group Ltd.
Salary: £40000 - £45000 per annum
Posted: 4 days ago
Solihull, West Midlands (County)
Rullion IT Plus
Salary: £40000 - £45000 per annum + pension, holidays etc
Posted: 5 days ago
Central London / West End
Client Server
Salary: £70k to £85k + options + benefits
Posted: Yesterday
London
Networking People
Salary: £60000 - £70000 per annum + Neg - full corporate benefits
Posted: 4 days ago
Northampton, Northamptonshire
Evolution Recruitment Solutions
Salary: 55,000 + benefits
Posted: Yesterday
London
NST Recruitment Limited
Posted: 2 days ago
Cheltenham, Gloucestershire
Maclean Moore Consulting
Salary: From £100,000 to £110,000 per annum plus excellent incentives
Posted: 3 days ago
City, London
ANSON MCCADE
Salary: £75,000 - £85,000
Posted: Yesterday
Swindon, Wiltshire
Sanderson
Salary: £45000.00 per annum
Posted: 5 days ago
Central London / West End
Client Server
Salary: £50k to £65k + bonus + benefits
Posted: 5 days ago
South East London
Jobsite Resourcing Team
Salary: Competitive Salary plus Generous Benefits
Posted: 4 days ago
South East London
Jobsite Resourcing Team
Salary: Competitive Salary plus Generous Benefits
Posted: 4 days ago
London
Client Server
Salary: £50k to £65k + bonus + benefits
Posted: 5 days ago
Manchester, Lancashire
Peninsula
Salary: £0 per year
Posted: 12 days ago
London
Lorien Resourcing
Salary: £100000 - £110000 per annum + +Bonus + Car allowance + Benefits
Posted: 5 days ago
City, London
ANSON MCCADE
Salary: £80,000 - £90,000 + very generous bonus and car allowance plus much mo
Posted: 4 days ago
City of London
Michael Page Technology
Salary: £35000 - £43000 per annum + benefits
Posted: 12 days ago
London, Victoria
Medicines and Healthcare Products Regulatory Agency
Salary: HEO: £30,901 - £31,582 per annum incl Inner London Weighting Allowance
Posted: 9 days ago
London
Client Server
Salary: £70000 - £85000 per annum + bonus + benefits
Posted: 9 days ago
Gloucestershire
People Source Consulting
Salary: £35000 - £55000 per annum
Posted: 9 days ago
London
Client Server
Salary: £50k to £65k + bonus + benefits
Posted: 12 days ago
London
Client Server
Salary: £70,000 to £85,000 + bonus + benefits
Posted: 16 days ago
Gloucestershire
People Source Consulting
Salary: £35000 - £52000 per annum
Posted: 17 days ago