The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for Data Transformation skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Transformation over the 3 months to 25 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
25 Mar 2017
Same period 2016 Same period 2015
Data Transformation
UK / England
Rank 655 776 750
Rank change year-on-year +121 -26  
Permanent jobs citing Data Transformation 183 153 186
As % of all permanent IT jobs advertised in England 0.23% 0.16% 0.19%
As % of the Processes & Methodologies category 0.26% 0.18% 0.22%
Number of salaries quoted 139 112 160
Median salary £55,000 £51,250 £50,000
Median salary % change year-on-year +7.31% +2.50%  
90% offered a salary of more than £40,000 £33,000 £30,000
10% offered a salary of more than £100,000 £72,300 £70,000
UK excluding London median salary £45,000 £42,500 £42,500
% change year-on-year +5.88% -  

Data Transformation is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in England with a requirement for process and methodology skills.

Process & Methodology Skills
England
Permanent job vacancies with a requirement for process and methodology skills 71048 85804 86462
As % of all permanent IT job vacancies advertised in England 89.07% 88.61% 86.97%
Number of salaries quoted 58845 71773 70672
Median salary £50,000 £50,000 £50,000
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £77,500 £75,000 £77,500
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Data Transformation
Job Vacancy Trend in England

The job posting trend of jobs advertised in England citing Data Transformation as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Data Transformation 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 in England.

Salary trend for Data Transformation in England

Data Transformation
Salary Histogram in England

The salary distribution of IT jobs citing Data Transformation in England over the 3 months to 25 March 2017.

Salary histogram for Data Transformation 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 25 March 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 +93 112 £58,750 -2.08% 21
South West +25 16 £45,000 -3.74% 1
South East +68 13 £60,000 +41.17% 1
East of England +27 12 £48,750 +66.66%
Yorkshire +31 10 £42,000 -11.57% 2
West Midlands +35 7 £42,500 - 1
North West -17 7 £38,750 -22.50% 5
East Midlands - 5 £53,000 - 1
South Coast - 1 - -
Data Transformation
UK

Data Transformation
Top 30 Related IT Skills in England

For the 6 months to 25 March 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.

1 183 (56.48%) SQL
2 135 (41.67%) Business Intelligence
3 126 (38.89%) Finance
4 124 (38.27%) ETL
5 117 (36.11%) Agile Software Development
6 92 (28.40%) SQL Server
6 92 (28.40%) Microsoft
7 91 (28.09%) Java
8 84 (25.93%) Data Warehouse
8 84 (25.93%) Degree
9 73 (22.53%) Data Modelling
10 68 (20.99%) SQL Server Integration Services
11 61 (18.83%) .NET
12 57 (17.59%) Analytics
13 56 (17.28%) Web Services
14 53 (16.36%) Computer Science
15 51 (15.74%) SQL Server Reporting Services
15 51 (15.74%) Scrum
16 48 (14.81%) Analytical Skills
17 47 (14.51%) Linux
18 46 (14.20%) Banking
19 45 (13.89%) Marketing
20 44 (13.58%) Oracle
21 43 (13.27%) QlikView
22 41 (12.65%) Amazon AWS
23 39 (12.04%) Visualisation
24 38 (11.73%) T-SQL
24 38 (11.73%) MS Excel
24 38 (11.73%) Relational Database
25 36 (11.11%) JavaScript

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 27 (8.33%) Apache Spark
2 11 (3.40%) IIS
3 7 (2.16%) Elasticsearch
3 7 (2.16%) Oracle SOA Suite
4 6 (1.85%) Apache
5 5 (1.54%) Oracle Application Server
5 5 (1.54%) SAS
6 4 (1.23%) BizTalk Server
7 3 (0.93%) Apache Pig
7 3 (0.93%) SharePoint
8 2 (0.62%) Apache Solr
8 2 (0.62%) Oracle Workflow
9 1 (0.31%) Confluence
9 1 (0.31%) JBoss
Applications
1 38 (11.73%) MS Excel
2 10 (3.09%) MS Office
3 6 (1.85%) MS Visio
4 5 (1.54%) Spreadsheet
5 4 (1.23%) MS Project
6 3 (0.93%) MS PowerPoint
7 2 (0.62%) SPSS
Business Applications
1 10 (3.09%) SAP Oil and Gas
2 3 (0.93%) Cognos Business Intelligence
3 1 (0.31%) Adobe Campaign
3 1 (0.31%) Oracle ERP
3 1 (0.31%) Oracle Retail
Cloud Services
1 41 (12.65%) Amazon AWS
2 28 (8.64%) SaaS
3 9 (2.78%) Microsoft Azure
4 6 (1.85%) Google Cloud Platform
5 3 (0.93%) iPaaS
6 2 (0.62%) Amazon CloudWatch
6 2 (0.62%) Boomi
7 1 (0.31%) AWS Lambda
7 1 (0.31%) Google Analytics
7 1 (0.31%) OpenShift
Communications & Networking
1 15 (4.63%) SSH
2 3 (0.93%) Extranet
3 2 (0.62%) FTP
3 2 (0.62%) Intranet
3 2 (0.62%) SSL
4 1 (0.31%) SAN
Database & Business Intelligence
1 92 (28.40%) SQL Server
2 84 (25.93%) Data Warehouse
3 68 (20.99%) SQL Server Integration Services
4 51 (15.74%) SQL Server Reporting Services
5 43 (13.27%) QlikView
6 38 (11.73%) Relational Database
7 31 (9.57%) Big Data
8 30 (9.26%) Hadoop
9 29 (8.95%) SQL Server Analysis Services
10 28 (8.64%) NoSQL
11 22 (6.79%) OLAP
12 20 (6.17%) SQL Server 2014
13 19 (5.86%) RDBMS
14 17 (5.25%) MySQL
15 16 (4.94%) Power BI
15 16 (4.94%) SQL Server 2016
16 15 (4.63%) Apache Hive
16 15 (4.63%) JasperReports
17 14 (4.32%) Oracle OLAP
17 14 (4.32%) SQL Server 2008
Development Applications
1 31 (9.57%) Git (software)
2 27 (8.33%) JIRA
3 21 (6.48%) Team Foundation Server
4 18 (5.56%) Maven
5 16 (4.94%) Jenkins
6 15 (4.63%) Zephyr
7 13 (4.01%) Talend Open Studio
8 10 (3.09%) Visual Studio
9 9 (2.78%) Cucumber
10 8 (2.47%) Atlassian Bamboo
10 8 (2.47%) Bitbucket
10 8 (2.47%) Vagrant
11 7 (2.16%) SQL Server Management Studio (SSMS)
12 5 (1.54%) AppVeyor
12 5 (1.54%) Mercurial
12 5 (1.54%) Selenium
13 3 (0.93%) Ant
14 2 (0.62%) Appium
14 2 (0.62%) Eclipse
14 2 (0.62%) Subversion
General
1 126 (38.89%) Finance
2 46 (14.20%) Banking
3 45 (13.89%) Marketing
4 27 (8.33%) Retail
5 22 (6.79%) Telecoms
6 17 (5.25%) Games
7 11 (3.40%) Electronics
8 10 (3.09%) Investment Banking
8 10 (3.09%) Manufacturing
9 9 (2.78%) Front Office
10 7 (2.16%) Law
11 6 (1.85%) Legal
12 5 (1.54%) Back Office
12 5 (1.54%) Publishing
13 4 (1.23%) Advertising
13 4 (1.23%) Automotive
13 4 (1.23%) French Language
14 3 (0.93%) Billing
15 2 (0.62%) Pharmaceutical
16 1 (0.31%) Financial Institution
Job Titles
1 144 (44.44%) Developer
2 56 (17.28%) Analyst
3 42 (12.96%) Business Intelligence Developer
4 35 (10.80%) SQL Developer
5 28 (8.64%) Architect
6 23 (7.10%) Data Analyst
7 20 (6.17%) Senior Developer
8 19 (5.86%) Business Developer
9 18 (5.56%) ETL Developer
9 18 (5.56%) Java Developer
10 16 (4.94%) SSIS Developer
11 15 (4.63%) Data Engineer
12 14 (4.32%) .NET Developer
13 12 (3.70%) Data Architect
13 12 (3.70%) Project Manager
14 11 (3.40%) AWS Developer
14 11 (3.40%) Data Warehouse Developer
15 10 (3.09%) Big Data Engineer
15 10 (3.09%) Oracle Developer
15 10 (3.09%) PL/SQL Developer
Libraries, Frameworks & Software Standards
1 61 (18.83%) .NET
2 56 (17.28%) Web Services
3 35 (10.80%) XML
4 22 (6.79%) REST
5 18 (5.56%) SOAP
6 17 (5.25%) .NET Framework
7 16 (4.94%) Gherkin
8 12 (3.70%) ASP.NET
8 12 (3.70%) CSS
8 12 (3.70%) HTML
9 11 (3.40%) AngularJS
10 10 (3.09%) Kafka
10 10 (3.09%) Oracle GoldenGate
11 9 (2.78%) ASP.NET MVC
11 9 (2.78%) ASP.NET Web API
11 9 (2.78%) Entity Framework
11 9 (2.78%) LINQ
11 9 (2.78%) MDX
12 8 (2.47%) Middleware
13 7 (2.16%) RESTful
Miscellaneous
1 53 (16.36%) Computer Science
2 48 (14.81%) Analytical Skills
3 18 (5.56%) Management Information System
4 16 (4.94%) Enterprise Software
5 14 (4.32%) Fintech
5 14 (4.32%) Replication
6 13 (4.01%) Linux Command Line
7 11 (3.40%) Data Structures
8 9 (2.78%) Equities
8 9 (2.78%) Foreign Exchange (FX)
9 6 (1.85%) Market Risk
10 5 (1.54%) Bitcoin
10 5 (1.54%) Data Centre
10 5 (1.54%) Fixed Income
10 5 (1.54%) Reinsurance
11 4 (1.23%) Client/Server
11 4 (1.23%) Grid Computing
11 4 (1.23%) iPad
12 3 (0.93%) N-Tier
12 3 (0.93%) Online Games
Operating Systems
1 47 (14.51%) Linux
2 8 (2.47%) Windows
3 6 (1.85%) Unix
4 1 (0.31%) Solaris
Processes & Methodologies
1 135 (41.67%) Business Intelligence
2 124 (38.27%) ETL
3 117 (36.11%) Agile Software Development
4 73 (22.53%) Data Modelling
5 57 (17.59%) Analytics
6 51 (15.74%) Scrum
7 39 (12.04%) Visualisation
8 35 (10.80%) Migration
9 31 (9.57%) Data Analysis
10 30 (9.26%) Data Management
11 25 (7.72%) Data Migration
11 25 (7.72%) Stakeholder Management
12 24 (7.41%) BDD
13 23 (7.10%) Data Integration
13 23 (7.10%) Project Management
14 22 (6.79%) CRM
14 22 (6.79%) Digital Marketing
14 22 (6.79%) TDD
15 21 (6.48%) Data Virtualisation
16 20 (6.17%) Performance Tuning
Programming Languages
1 183 (56.48%) SQL
2 91 (28.09%) Java
3 38 (11.73%) T-SQL
4 36 (11.11%) JavaScript
5 28 (8.64%) Python
6 23 (7.10%) C#
7 15 (4.63%) Groovy
8 14 (4.32%) R
8 14 (4.32%) VBA
9 13 (4.01%) PL/SQL
10 11 (3.40%) Ruby
11 9 (2.78%) XPath
12 8 (2.47%) Scala
13 7 (2.16%) VB.NET
14 6 (1.85%) PowerShell
14 6 (1.85%) VB
15 5 (1.54%) Data Analysis Expressions (DAX)
15 5 (1.54%) VBScript
16 4 (1.23%) C++
16 4 (1.23%) Shell Script
Qualifications
1 84 (25.93%) Degree
2 15 (4.63%) ISEB
2 15 (4.63%) ISTQB
3 3 (0.93%) CISA
3 3 (0.93%) PMI Certification
3 3 (0.93%) PMP
4 2 (0.62%) Security Cleared
5 1 (0.31%) HND
5 1 (0.31%) MCDBA
5 1 (0.31%) MCITP
5 1 (0.31%) Microsoft Certification
Quality Assurance & Compliance
1 23 (7.10%) Data Quality
2 19 (5.86%) QA
3 6 (1.85%) MiFID
4 4 (1.23%) PMO
5 2 (0.62%) GDPR
5 2 (0.62%) IAS 39
5 2 (0.62%) IFRS
5 2 (0.62%) IFRS 9
5 2 (0.62%) SDET
5 2 (0.62%) SLA
System Software
1 12 (3.70%) Docker
2 2 (0.62%) Oracle RAC
3 1 (0.31%) Apache Flume
3 1 (0.31%) Apache ZooKeeper
3 1 (0.31%) HDFS
Systems Management
1 8 (2.47%) Opscode Chef
2 3 (0.93%) Microsoft Clustering
3 1 (0.31%) Hadoop YARN
3 1 (0.31%) SCOM
3 1 (0.31%) SQL Sentry
Vendors
1 92 (28.40%) Microsoft
2 44 (13.58%) Oracle
3 28 (8.64%) Tableau
4 22 (6.79%) Jaspersoft
5 18 (5.56%) SAP
6 16 (4.94%) HP
7 13 (4.01%) Talend
8 11 (3.40%) Google
8 11 (3.40%) Informatica
9 7 (2.16%) Salesforce.com
10 6 (1.85%) Cognos
10 6 (1.85%) Twitter
11 5 (1.54%) Alteryx
11 5 (1.54%) Apple
12 4 (1.23%) Adobe
12 4 (1.23%) Bloomberg
12 4 (1.23%) Hortonworks
13 3 (0.93%) Facebook
13 3 (0.93%) Sybase
13 3 (0.93%) TIBCO
London
KPRS
Salary: From £45,000 to £55,000 per annum £45k - £55k + excellent Benefits pac
Posted: Yesterday
Cannock, Staffordshire
Circle Recruitment
Salary: Pension, Bonus, Gym
Posted: 2 days ago
London
KPRS
Salary: From £45,000 to £50,000 per annum £45k - £55k + benefits
Posted: 5 days ago
London
KPRS Limited
Salary: benefits
Posted: 5 days ago
City, London
Testing Circle Ltd
Salary: £0.00 per annum
Posted: 3 days ago
Kingston Upon Thames, Surrey
Candidate Source
Salary: Competitive
Posted: 3 days ago
Manchester
Bupa
Posted: 4 days ago
London
Engage PSG
Salary: £30000 - £40000 per annum + Perks
Posted: 4 days ago
Lutterworth, Leicestershire
ASDA
Salary: Market Salary + Car + Bonus
Posted: 9 days ago
Warrington
Energize Recruitment Solutions Ltd
Salary: £30000 - £45000 per annum
Posted: 22 days ago
Widnes
Energize Recruitment Solutions Ltd
Salary: £35000 - £50000 per annum
Posted: 22 days ago
Manchester
Bupa
Posted: 11 days ago
City, London
Altus Analytics
Posted: 17 days ago
City of London
Michael Page Technology
Salary: £35000 - £43000 per annum + benefits
Posted: 16 days ago
London, Victoria
Medicines and Healthcare Products Regulatory Agency
Salary: HEO: £30,901 - £31,582 per annum incl Inner London Weighting Allowance
Posted: 12 days ago
London
Arrows Group Ltd
Salary: £80000 per annum
Posted: 5 days ago
City of London
Computer Futures
Salary: competitive
Posted: 8 days ago
Northallerton, North Yorkshire
Kerfoot Group
Salary: From £24,000 to £28,000 per annum
Posted: 11 days ago
City, London
Best Practice Talent Solutions
Salary: From £50,000 to £70,000 per annum salary will be given based on experi
Posted: 5 days ago
London
Energon Global
Salary: £0.00 per annum
Posted: 22 days ago
Leeds
Sky Betting & Gaming
Posted: 12 days ago
Gloucestershire
People Source Consulting
Salary: £30000 - £52000 per annum
Posted: 23 days ago
London
Arrows Group Ltd
Salary: £60000 - £80000 per annum
Posted: 26 days ago