The following table provides summary statistics for permanent job vacancies 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 27 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
27 Mar 2017
Same period 2016 Same period 2015
Data Transformation
UK
Rank 658 772 744
Rank change year-on-year +114 -28  
Permanent jobs citing Data Transformation 207 177 207
As % of all permanent IT jobs advertised in the UK 0.24% 0.17% 0.19%
As % of the Processes & Methodologies category 0.27% 0.19% 0.22%
Number of salaries quoted 156 134 174
Median salary £55,000 £50,000 £50,000
Median salary % change year-on-year +10.00% -  
90% offered a salary of more than £38,750 £33,000 £30,000
10% offered a salary of more than £100,000 £70,350 £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 with a requirement for process and methodology skills.

Process & Methodology Skills
UK
Permanent job vacancies with a requirement for process and methodology skills 75370 91581 93969
As % of all permanent IT job vacancies advertised in the UK 89.10% 88.56% 87.01%
Number of salaries quoted 61980 75773 76024
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 £75,000
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Data Transformation
Job Vacancy Trend

The job posting trend of jobs advertised 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 the UK

Data Transformation
Salary Trend

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Transformation.

Salary trend for Data Transformation in the UK

Data Transformation
Salary Histogram

The salary distribution of IT jobs citing Data Transformation over the 3 months to 27 March 2017.

Salary histogram for Data Transformation 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 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
England +126 192 £55,000 +4.76% 32
London +101 116 £58,750 +1.29% 21
South East +61 16 £60,000 +41.17% 1
South West +34 16 £45,000 -3.74% 1
City of London +28 16 £57,500 +4.54% 7
East of England +31 13 £48,750 +66.66%
Yorkshire +25 10 £42,000 -11.57% 2
West Midlands +38 8 £42,500 - 1
Gloucestershire +9 8 £48,500 +7.77% 1
West Yorkshire +34 7 £42,500 -10.52% 1
Hampshire +25 7 £60,000 +41.17%
North West -16 7 £38,750 -22.50% 5
Manchester -24 7 £38,750 -22.50% 3
Basingstoke - 7 £60,000 -
Luton - 6 £47,500 -
Bedfordshire - 6 £47,500 -
Surrey +43 5 £60,000 - 1
East Midlands - 5 £53,000 - 1
Northamptonshire - 4 £50,000 -
Northampton - 4 £50,000 -
Huddersfield - 4 £42,500 -
Dorset +31 3 £45,000 -
Scotland +19 3 £42,500 +6.25% 2
Leeds +17 3 £41,250 -13.15% 1
Wiltshire - 3 £42,500 -
Swindon - 3 £42,500 -
Woking - 3 £60,000 -
Solihull - 3 £42,500 -
Essex - 3 £57,500 -
Cambridge +4 2 £50,000 -

Data Transformation
Top 30 Related IT Skills

For the 6 months to 27 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 with a requirement for Data Transformation.

1 204 (57.46%) SQL
2 153 (43.10%) Business Intelligence
3 142 (40.00%) ETL
4 134 (37.75%) Finance
5 118 (33.24%) Agile Software Development
6 110 (30.99%) SQL Server
7 100 (28.17%) Microsoft
8 98 (27.61%) Data Warehouse
9 93 (26.20%) Java
10 86 (24.23%) Degree
11 81 (22.82%) Data Modelling
12 80 (22.54%) SQL Server Integration Services
13 68 (19.15%) .NET
14 64 (18.03%) Analytics
15 61 (17.18%) SQL Server Reporting Services
16 56 (15.77%) Web Services
17 54 (15.21%) Computer Science
18 51 (14.37%) QlikView
18 51 (14.37%) Scrum
19 49 (13.80%) Analytical Skills
20 47 (13.24%) Banking
20 47 (13.24%) Linux
20 47 (13.24%) Amazon AWS
21 46 (12.96%) Oracle
22 45 (12.68%) Marketing
23 43 (12.11%) Visualisation
23 43 (12.11%) Migration
24 42 (11.83%) XML
25 41 (11.55%) T-SQL
26 40 (11.27%) MS Excel

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 27 (7.61%) Apache Spark
2 11 (3.10%) IIS
3 8 (2.25%) Oracle SOA Suite
4 7 (1.97%) Elasticsearch
5 6 (1.69%) Apache
6 5 (1.41%) Oracle Application Server
6 5 (1.41%) SAS
7 4 (1.13%) BizTalk Server
8 3 (0.85%) Apache Pig
8 3 (0.85%) SharePoint
9 2 (0.56%) Apache Solr
9 2 (0.56%) Oracle Workflow
10 1 (0.28%) Confluence
10 1 (0.28%) JBoss
Applications
1 40 (11.27%) MS Excel
2 10 (2.82%) MS Office
3 6 (1.69%) MS Visio
4 5 (1.41%) Spreadsheet
5 4 (1.13%) MS Project
6 3 (0.85%) MS PowerPoint
7 2 (0.56%) SPSS
Business Applications
1 10 (2.82%) SAP Oil and Gas
2 3 (0.85%) Cognos Business Intelligence
3 2 (0.56%) Oracle Retail
4 1 (0.28%) Adobe Campaign
4 1 (0.28%) Oracle ERP
Cloud Services
1 47 (13.24%) Amazon AWS
2 28 (7.89%) SaaS
3 12 (3.38%) Google Cloud Platform
4 9 (2.54%) Microsoft Azure
5 3 (0.85%) iPaaS
6 2 (0.56%) Amazon CloudWatch
6 2 (0.56%) Boomi
7 1 (0.28%) AWS Lambda
7 1 (0.28%) Google Analytics
7 1 (0.28%) OpenShift
Communications & Networking
1 15 (4.23%) SSH
2 3 (0.85%) Extranet
3 2 (0.56%) FTP
3 2 (0.56%) Intranet
3 2 (0.56%) SSL
4 1 (0.28%) SAN
Database & Business Intelligence
1 110 (30.99%) SQL Server
2 98 (27.61%) Data Warehouse
3 80 (22.54%) SQL Server Integration Services
4 61 (17.18%) SQL Server Reporting Services
5 51 (14.37%) QlikView
6 38 (10.70%) Relational Database
7 37 (10.42%) Big Data
7 37 (10.42%) SQL Server Analysis Services
8 30 (8.45%) Hadoop
9 28 (7.89%) NoSQL
10 22 (6.20%) OLAP
11 21 (5.92%) SQL Server 2014
12 19 (5.35%) RDBMS
13 18 (5.07%) MySQL
14 17 (4.79%) Amazon Redshift
15 16 (4.51%) JasperReports
15 16 (4.51%) Power BI
15 16 (4.51%) SQL Server 2016
16 15 (4.23%) Apache Hive
16 15 (4.23%) Enterprise Data Warehouse
Development Applications
1 31 (8.73%) Git (software)
2 27 (7.61%) JIRA
3 22 (6.20%) Team Foundation Server
4 19 (5.35%) Talend Open Studio
5 18 (5.07%) Maven
6 16 (4.51%) Jenkins
7 15 (4.23%) Zephyr
8 10 (2.82%) Visual Studio
9 9 (2.54%) Cucumber
10 8 (2.25%) Atlassian Bamboo
10 8 (2.25%) Bitbucket
10 8 (2.25%) Vagrant
11 7 (1.97%) SQL Server Management Studio (SSMS)
12 5 (1.41%) AppVeyor
12 5 (1.41%) Mercurial
12 5 (1.41%) Selenium
13 3 (0.85%) Ant
14 2 (0.56%) Appium
14 2 (0.56%) Eclipse
14 2 (0.56%) Subversion
General
1 134 (37.75%) Finance
2 47 (13.24%) Banking
3 45 (12.68%) Marketing
4 34 (9.58%) Retail
5 22 (6.20%) Telecoms
6 17 (4.79%) Games
7 11 (3.10%) Electronics
8 10 (2.82%) Investment Banking
8 10 (2.82%) Manufacturing
9 9 (2.54%) Front Office
10 7 (1.97%) Law
10 7 (1.97%) Legal
11 5 (1.41%) Back Office
11 5 (1.41%) Publishing
12 4 (1.13%) Advertising
12 4 (1.13%) Automotive
12 4 (1.13%) French Language
13 3 (0.85%) Billing
14 2 (0.56%) Pharmaceutical
15 1 (0.28%) Financial Institution
Job Titles
1 155 (43.66%) Developer
2 61 (17.18%) Analyst
3 52 (14.65%) Business Intelligence Developer
4 37 (10.42%) SQL Developer
5 36 (10.14%) Architect
6 23 (6.48%) Data Analyst
7 21 (5.92%) Business Developer
7 21 (5.92%) Senior Developer
8 19 (5.35%) Data Architect
9 18 (5.07%) ETL Developer
9 18 (5.07%) Java Developer
10 17 (4.79%) Consultant
10 17 (4.79%) SSIS Developer
11 16 (4.51%) QlikView Developer
12 15 (4.23%) Data Engineer
13 14 (3.94%) .NET Developer
14 13 (3.66%) Project Manager
15 12 (3.38%) Senior Architect
15 12 (3.38%) Senior Data Architect
16 11 (3.10%) AWS Developer
Libraries, Frameworks & Software Standards
1 68 (19.15%) .NET
2 56 (15.77%) Web Services
3 42 (11.83%) XML
4 22 (6.20%) REST
5 19 (5.35%) ASP.NET
6 18 (5.07%) SOAP
7 17 (4.79%) .NET Framework
8 16 (4.51%) Gherkin
9 12 (3.38%) CSS
9 12 (3.38%) HTML
10 11 (3.10%) AngularJS
11 10 (2.82%) Kafka
11 10 (2.82%) Oracle GoldenGate
12 9 (2.54%) ASP.NET MVC
12 9 (2.54%) ASP.NET Web API
12 9 (2.54%) Entity Framework
12 9 (2.54%) LINQ
12 9 (2.54%) MDX
13 8 (2.25%) Middleware
14 7 (1.97%) RESTful
Miscellaneous
1 54 (15.21%) Computer Science
2 49 (13.80%) Analytical Skills
3 18 (5.07%) Data Structures
3 18 (5.07%) Management Information System
4 16 (4.51%) Enterprise Software
5 14 (3.94%) Fintech
5 14 (3.94%) Replication
6 13 (3.66%) Linux Command Line
7 12 (3.38%) iPad
8 9 (2.54%) Equities
8 9 (2.54%) Foreign Exchange (FX)
9 6 (1.69%) Market Risk
10 5 (1.41%) Bitcoin
10 5 (1.41%) Data Centre
10 5 (1.41%) Fixed Income
10 5 (1.41%) Reinsurance
11 4 (1.13%) Client/Server
11 4 (1.13%) Grid Computing
12 3 (0.85%) Clustering
12 3 (0.85%) N-Tier
Operating Systems
1 47 (13.24%) Linux
2 8 (2.25%) Windows
3 6 (1.69%) Unix
4 1 (0.28%) AIX
4 1 (0.28%) Solaris
Processes & Methodologies
1 153 (43.10%) Business Intelligence
2 142 (40.00%) ETL
3 118 (33.24%) Agile Software Development
4 81 (22.82%) Data Modelling
5 64 (18.03%) Analytics
6 51 (14.37%) Scrum
7 43 (12.11%) Migration
7 43 (12.11%) Visualisation
8 39 (10.99%) Data Analysis
9 37 (10.42%) Data Integration
10 30 (8.45%) Data Management
11 26 (7.32%) Data Migration
11 26 (7.32%) Stakeholder Management
12 24 (6.76%) BDD
13 23 (6.48%) CRM
13 23 (6.48%) Project Management
14 22 (6.20%) Data Virtualisation
14 22 (6.20%) Digital Marketing
14 22 (6.20%) TDD
15 21 (5.92%) Software Engineering
Programming Languages
1 204 (57.46%) SQL
2 93 (26.20%) Java
3 41 (11.55%) T-SQL
4 37 (10.42%) JavaScript
5 29 (8.17%) Python
6 24 (6.76%) C#
7 16 (4.51%) Groovy
8 14 (3.94%) R
8 14 (3.94%) VBA
9 13 (3.66%) PL/SQL
10 11 (3.10%) Ruby
11 9 (2.54%) XPath
12 8 (2.25%) Scala
13 7 (1.97%) VB.NET
14 6 (1.69%) PowerShell
14 6 (1.69%) VB
15 5 (1.41%) Data Analysis Expressions (DAX)
15 5 (1.41%) VBScript
16 4 (1.13%) Bash Shell
16 4 (1.13%) Shell Script
Qualifications
1 86 (24.23%) Degree
2 15 (4.23%) ISEB
2 15 (4.23%) ISTQB
3 3 (0.85%) CISA
3 3 (0.85%) PMI Certification
3 3 (0.85%) PMP
4 2 (0.56%) Security Cleared
5 1 (0.28%) HND
5 1 (0.28%) MCDBA
5 1 (0.28%) MCITP
5 1 (0.28%) Microsoft Certification
Quality Assurance & Compliance
1 30 (8.45%) Data Quality
2 19 (5.35%) QA
3 6 (1.69%) MiFID
4 4 (1.13%) PMO
5 2 (0.56%) GDPR
5 2 (0.56%) IAS 39
5 2 (0.56%) IFRS
5 2 (0.56%) IFRS 9
5 2 (0.56%) SDET
5 2 (0.56%) SLA
System Software
1 12 (3.38%) Docker
2 2 (0.56%) Oracle RAC
3 1 (0.28%) Active Directory
3 1 (0.28%) Apache Flume
3 1 (0.28%) Apache ZooKeeper
3 1 (0.28%) HDFS
Systems Management
1 8 (2.25%) Opscode Chef
2 3 (0.85%) Microsoft Clustering
3 1 (0.28%) Hadoop YARN
3 1 (0.28%) SCOM
3 1 (0.28%) SQL Sentry
Vendors
1 100 (28.17%) Microsoft
2 46 (12.96%) Oracle
3 36 (10.14%) Tableau
4 23 (6.48%) Jaspersoft
5 19 (5.35%) Talend
6 18 (5.07%) SAP
7 17 (4.79%) Google
7 17 (4.79%) Informatica
8 16 (4.51%) HP
9 7 (1.97%) Salesforce.com
10 6 (1.69%) Capita
10 6 (1.69%) Cognos
10 6 (1.69%) Twitter
11 5 (1.41%) Alteryx
11 5 (1.41%) Apple
12 4 (1.13%) Adobe
12 4 (1.13%) Bloomberg
12 4 (1.13%) Hortonworks
13 3 (0.85%) Facebook
13 3 (0.85%) TIBCO
London
KPRS
Salary: From £45,000 to £55,000 per annum £45k - £55k + excellent Benefits pac
Posted: 2 days ago
Cannock, Staffordshire
Circle Recruitment
Salary: Pension, Bonus, Gym
Posted: 3 days ago
London
KPRS
Salary: From £45,000 to £50,000 per annum £45k - £55k + benefits
Posted: 6 days ago
London
KPRS Limited
Salary: benefits
Posted: 6 days ago
City, London
Testing Circle Ltd
Salary: £0.00 per annum
Posted: 4 days ago
Manchester
Bupa
Posted: 6 days ago
Kingston Upon Thames, Surrey
Candidate Source
Salary: Competitive
Posted: 4 days ago
London
Engage PSG
Salary: £30000 - £40000 per annum + Perks
Posted: 5 days ago
Lutterworth, Leicestershire
ASDA
Salary: Market Salary + Car + Bonus
Posted: 10 days ago
Stirling, Stirlingshire
PRUDENTIAL
Posted: 9 days ago
Warrington
Energize Recruitment Solutions Ltd
Salary: £30000 - £45000 per annum
Posted: 24 days ago
Widnes
Energize Recruitment Solutions Ltd
Salary: £35000 - £50000 per annum
Posted: 24 days ago
City, London
Altus Analytics
Posted: 18 days ago
Manchester
Bupa
Posted: 12 days ago
City of London
Michael Page Technology
Salary: £35000 - £43000 per annum + benefits
Posted: 17 days ago
London
Medicines and Healthcare Products Regulatory Agency
Posted: 12 days ago
City of London
Computer Futures
Salary: competitive
Posted: 10 days ago
London
Arrows Group Ltd
Salary: £80000 per annum
Posted: 6 days ago
Northallerton, North Yorkshire
Kerfoot Group
Salary: From £24,000 to £28,000 per annum
Posted: 12 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: 6 days ago
London
Energon Global
Salary: £0.00 per annum
Posted: 24 days ago
Leeds
Sky Betting & Gaming
Posted: 13 days ago
Gloucestershire
People Source Consulting
Salary: £30000 - £52000 per annum
Posted: 24 days ago
London
Arrows Group Ltd
Salary: £60000 - £80000 per annum
Posted: 27 days ago