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 24 June 2017 with a comparison to the same period in the previous 2 years.

Data Transformation
UK
3 months to
24 Jun 2017
Same period 2016 Same period 2015
Rank 704 747 761
Rank change year-on-year +43 +14  
Permanent jobs citing Data Transformation 179 176 216
As % of all permanent IT jobs advertised in the UK 0.20% 0.18% 0.19%
As % of the Processes & Methodologies category 0.23% 0.20% 0.22%
Number of salaries quoted 128 133 174
Median salary £50,500 £47,500 £47,500
Median salary % change year-on-year +6.31% -  
90% offered a salary of more than £35,000 £30,000 £30,000
10% offered a salary of more than £80,000 £70,000 £70,000
UK excluding London median salary £47,500 £42,500 £42,500
% change year-on-year +11.76% -  

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 78925 87582 97637
As % of all permanent IT job vacancies advertised in the UK 89.72% 88.95% 88.02%
Number of salaries quoted 63638 73140 79819
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 £80,000 £75,000 £77,500
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

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 24 June 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 24 June 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 +62 164 £53,750 +19.44% 29
London +63 108 £60,000 +20.00% 14
City of London +35 19 £65,000 +30.00% 3
South East +34 17 £50,500 +18.82% 1
North West -33 12 £120,000 +220.00% 4
West Midlands +14 11 £40,000 +48.14%
East of England -1 10 £61,250 +155.20% 5
Scotland +15 7 £36,000 -48.57%
West Sussex +8 6 £50,500 +28.66%
Essex +5 6 £53,750 +123.95% 1
Manchester -23 6 £120,000 +220.00% 2
South West -3 4 £65,000 +18.18% 4
Wolverhampton - 4 £32,500 -
Kingston Upon Thames - 4 £47,500 -
Gatwick - 4 £50,500 -
Lancashire +8 3 - - 1
Birmingham +3 3 £42,500 +57.40%
Edinburgh -10 3 £27,000 -60.72%
Stirling - 3 £45,000 -
Brentwood - 3 - - 1
Cheshire - 3 £35,000 - 1
Berkshire +32 2 £53,750 +30.30%
Brighton +14 2 £65,000 +91.17%
Oxfordshire +13 2 £50,000 -28.57%
East Sussex +10 2 £65,000 +91.17%
Cambridge -12 2 £60,000 - 1
Cambridgeshire -13 2 £60,000 +112.38% 2
Worthing - 2 £47,500 -
Taunton - 2 £65,000 -
Knutsford - 2 - -

For the 6 months to 24 June 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.

1 232 (61.54%) SQL
2 160 (42.44%) Business Intelligence
3 157 (41.64%) Finance
4 140 (37.14%) ETL
5 124 (32.89%) Agile Software Development
6 106 (28.12%) Microsoft
7 101 (26.79%) SQL Server
8 99 (26.26%) Java
9 95 (25.20%) Degree
9 95 (25.20%) Analytics
10 93 (24.67%) Data Modelling
11 88 (23.34%) Data Warehouse
12 77 (20.42%) Analytical Skills
13 70 (18.57%) .NET
14 69 (18.30%) SQL Server Integration Services
15 63 (16.71%) JavaScript
15 63 (16.71%) Web Services
16 61 (16.18%) Scrum
16 61 (16.18%) Visualisation
17 60 (15.92%) Oracle
18 59 (15.65%) Computer Science
19 58 (15.38%) Big Data
20 55 (14.59%) XML
21 52 (13.79%) QlikView
22 50 (13.26%) Amazon AWS
22 50 (13.26%) Relational Database
23 47 (12.47%) Data Analysis
24 46 (12.20%) Linux
24 46 (12.20%) Jaspersoft
24 46 (12.20%) Marketing

Data Transformation
Co-occurring 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 24 (6.37%) Apache Spark
2 12 (3.18%) SharePoint
3 11 (2.92%) IIS
4 9 (2.39%) Elasticsearch
5 6 (1.59%) Oracle SOA Suite
5 6 (1.59%) SAS
6 5 (1.33%) Apache
6 5 (1.33%) BizTalk Server
6 5 (1.33%) Oracle Application Server
6 5 (1.33%) Oracle Workflow
7 4 (1.06%) Apache Solr
8 1 (0.27%) Apache Pig
8 1 (0.27%) Confluence
Applications
1 26 (6.90%) Microsoft Excel
2 14 (3.71%) Microsoft Office
3 9 (2.39%) MS Visio
4 5 (1.33%) Microsoft PowerPoint
4 5 (1.33%) SPSS
5 4 (1.06%) Microsoft Project
6 1 (0.27%) OmniGraffle
Business Applications
1 13 (3.45%) Adobe Campaign
2 5 (1.33%) SAP Oil and Gas
3 4 (1.06%) Oracle Retail
4 3 (0.80%) SAP MDG
5 2 (0.53%) Cognos Business Intelligence
Cloud Services
1 50 (13.26%) Amazon AWS
2 35 (9.28%) SaaS
3 17 (4.51%) Microsoft Azure
4 14 (3.71%) Google Cloud Platform
5 6 (1.59%) Google Analytics
6 1 (0.27%) Azure Data Factory
6 1 (0.27%) Cloud Computing
6 1 (0.27%) iPaaS
Communications & Networking
1 5 (1.33%) SSH
2 3 (0.80%) Extranet
3 2 (0.53%) HTTP
3 2 (0.53%) Intranet
4 1 (0.27%) FTP
4 1 (0.27%) SAN
Database & Business Intelligence
1 101 (26.79%) SQL Server
2 88 (23.34%) Data Warehouse
3 69 (18.30%) SQL Server Integration Services
4 58 (15.38%) Big Data
5 52 (13.79%) QlikView
6 50 (13.26%) Relational Database
7 43 (11.41%) SQL Server Reporting Services
8 36 (9.55%) Hadoop
9 35 (9.28%) MySQL
10 27 (7.16%) SQL Server Analysis Services
11 24 (6.37%) NoSQL
12 23 (6.10%) OLAP
13 22 (5.84%) JasperReports
14 17 (4.51%) Apache Hive
15 16 (4.24%) Oracle OLAP
16 15 (3.98%) BusinessObjects
16 15 (3.98%) OLTP
17 14 (3.71%) RDBMS
18 13 (3.45%) Amazon Redshift
18 13 (3.45%) SQL Server 2008
Development Applications
1 43 (11.41%) Git (software)
2 22 (5.84%) Jenkins
2 22 (5.84%) JIRA
2 22 (5.84%) Maven
3 14 (3.71%) Talend Open Studio
4 13 (3.45%) Team Foundation Server
5 9 (2.39%) Subversion
6 8 (2.12%) Visual Studio
7 6 (1.59%) Atlassian Bamboo
7 6 (1.59%) Cucumber
7 6 (1.59%) Hudson
7 6 (1.59%) Mercurial
8 5 (1.33%) Bitbucket
8 5 (1.33%) Vagrant
8 5 (1.33%) Zephyr
9 4 (1.06%) AppVeyor
9 4 (1.06%) JIRA Agile
9 4 (1.06%) Selenium
10 2 (0.53%) Ant
11 1 (0.27%) JUnit
General
1 157 (41.64%) Finance
2 46 (12.20%) Marketing
3 36 (9.55%) Banking
4 20 (5.31%) Retail
5 13 (3.45%) Investment Banking
6 9 (2.39%) Back Office
6 9 (2.39%) Telecoms
7 8 (2.12%) French Language
8 6 (1.59%) Front Office
8 6 (1.59%) Games
8 6 (1.59%) Manufacturing
8 6 (1.59%) Publishing
9 5 (1.33%) Advertising
9 5 (1.33%) Electronics
10 4 (1.06%) Pharmaceutical
11 2 (0.53%) Legal
12 1 (0.27%) Billing
12 1 (0.27%) German Language
12 1 (0.27%) Italian Language
12 1 (0.27%) Law
Job Titles
1 158 (41.91%) Developer
2 73 (19.36%) Analyst
3 65 (17.24%) Business Intelligence Developer
4 32 (8.49%) Architect
4 32 (8.49%) Data Analyst
5 23 (6.10%) Business Developer
6 21 (5.57%) SQL Developer
7 20 (5.31%) Data Architect
8 16 (4.24%) Data Warehouse Developer
8 16 (4.24%) QlikView Developer
8 16 (4.24%) Senior Developer
9 14 (3.71%) Oracle Data Warehouse Developer
9 14 (3.71%) Oracle Developer
10 13 (3.45%) Consultant
10 13 (3.45%) Project Manager
11 12 (3.18%) Applications Support
11 12 (3.18%) Java Developer
11 12 (3.18%) Senior Analyst
12 11 (2.92%) Senior Architect
12 11 (2.92%) Senior Data Architect
Libraries, Frameworks & Software Standards
1 70 (18.57%) .NET
2 63 (16.71%) Web Services
3 55 (14.59%) XML
4 33 (8.75%) .NET Framework
5 20 (5.31%) ASP.NET
6 19 (5.04%) RESTful
7 16 (4.24%) REST
8 15 (3.98%) JSON
9 14 (3.71%) CSS
9 14 (3.71%) HTML
9 14 (3.71%) Kafka
10 12 (3.18%) AngularJS
11 11 (2.92%) D3.js
11 11 (2.92%) XSLT
12 10 (2.65%) Oracle GoldenGate
12 10 (2.65%) XSD
13 9 (2.39%) FIX Protocol
13 9 (2.39%) FpML
14 8 (2.12%) LINQ
14 8 (2.12%) MDX
Miscellaneous
1 77 (20.42%) Analytical Skills
2 59 (15.65%) Computer Science
3 22 (5.84%) Data Structures
4 18 (4.77%) Replication
5 13 (3.45%) Management Information System
6 11 (2.92%) iPad
7 9 (2.39%) Fintech
8 8 (2.12%) Foreign Exchange (FX)
8 8 (2.12%) Greenfield Project
9 7 (1.86%) User Experience
10 6 (1.59%) Algorithms
11 5 (1.33%) Equities
11 5 (1.33%) Linux Command Line
11 5 (1.33%) Market Risk
12 4 (1.06%) Bitcoin
12 4 (1.06%) Fixed Income
12 4 (1.06%) Life Science
12 4 (1.06%) N-Tier
13 3 (0.80%) Clustering
13 3 (0.80%) Linked Data
Operating Systems
1 46 (12.20%) Linux
2 9 (2.39%) Unix
3 8 (2.12%) Windows
4 1 (0.27%) AIX
4 1 (0.27%) Solaris
Processes & Methodologies
1 160 (42.44%) Business Intelligence
2 140 (37.14%) ETL
3 124 (32.89%) Agile Software Development
4 95 (25.20%) Analytics
5 93 (24.67%) Data Modelling
6 61 (16.18%) Scrum
6 61 (16.18%) Visualisation
7 47 (12.47%) Data Analysis
8 45 (11.94%) Data Virtualisation
9 39 (10.34%) Migration
9 39 (10.34%) Unit Testing
10 36 (9.55%) Data Integration
11 30 (7.96%) Performance Tuning
12 28 (7.43%) SDLC
13 27 (7.16%) Data Management
13 27 (7.16%) DevOps
14 26 (6.90%) Stakeholder Management
14 26 (6.90%) TDD
14 26 (6.90%) Workflow
15 25 (6.63%) Digital Marketing
Programming Languages
1 232 (61.54%) SQL
2 99 (26.26%) Java
3 63 (16.71%) JavaScript
4 45 (11.94%) Python
5 33 (8.75%) T-SQL
6 31 (8.22%) C#
7 28 (7.43%) R
8 25 (6.63%) PL/SQL
9 22 (5.84%) Groovy
10 17 (4.51%) VBA
11 12 (3.18%) PowerShell
12 7 (1.86%) Bash Shell
12 7 (1.86%) Shell Script
12 7 (1.86%) VB.NET
13 6 (1.59%) Scala
13 6 (1.59%) VB
14 5 (1.33%) Ruby
14 5 (1.33%) VBScript
14 5 (1.33%) XPath
15 3 (0.80%) SPARQL
Qualifications
1 95 (25.20%) Degree
2 29 (7.69%) Computer Science Degree
3 5 (1.33%) ISEB
3 5 (1.33%) ISTQB
4 4 (1.06%) Microsoft Certification
5 2 (0.53%) ITIL Certification
6 1 (0.27%) HND
6 1 (0.27%) MCDBA
6 1 (0.27%) MCITP
6 1 (0.27%) PRINCE2 Certification
Quality Assurance & Compliance
1 33 (8.75%) Data Quality
2 18 (4.77%) QA
3 9 (2.39%) ISO 20022
4 6 (1.59%) PMO
5 5 (1.33%) ISO 15022
5 5 (1.33%) MiFID
6 3 (0.80%) GDPR
7 2 (0.53%) SLA
8 1 (0.27%) COBIT
8 1 (0.27%) ISO/IEC 19770
System Software
1 13 (3.45%) Docker
2 1 (0.27%) Active Directory
2 1 (0.27%) Apache Flume
2 1 (0.27%) Apache ZooKeeper
2 1 (0.27%) HDFS
Systems Management
1 5 (1.33%) Opscode Chef
2 3 (0.80%) Microsoft Clustering
3 1 (0.27%) Hadoop YARN
3 1 (0.27%) SQL Sentry
Vendors
1 106 (28.12%) Microsoft
2 60 (15.92%) Oracle
3 46 (12.20%) Jaspersoft
4 28 (7.43%) Google
5 26 (6.90%) Tableau
6 19 (5.04%) SAP
7 15 (3.98%) Informatica
8 14 (3.71%) Adobe
8 14 (3.71%) Talend
9 12 (3.18%) Sybase
10 9 (2.39%) Teradata
11 8 (2.12%) Cognos
11 8 (2.12%) HP
11 8 (2.12%) Murex
12 7 (1.86%) Cisco
12 7 (1.86%) Salesforce.com
12 7 (1.86%) Verint
13 6 (1.59%) Capita
14 5 (1.33%) Apple
14 5 (1.33%) Hortonworks
Portsmouth, Hampshire
Senitor Associates
Salary: £30000 - £50000 per annum
Posted: Yesterday
Brentwood, Essex
Shawbrook
Posted: Yesterday
Central London / West End
Client Server
Salary: £80k to £95k + bonus + benefits
Posted: Yesterday
London
Client Server
Salary: £80000 - £95000 per annum + bonus + benefits
Posted: Yesterday
Gloucester, Gloucestershire
PRO Insurance Solutions Ltd
Posted: 2 days ago
London
Careerwise UK Limited
Salary: £40000 per annum
Posted: 4 days ago
City, London
Best Practice Talent Solutions
Salary: From £25,000 to £35,000 per annum + health + pension + fast track prom
Posted: 3 days ago
Luton, Bedfordshire
Williams Lea Tag
Salary: £48000 - £50,000 per year
Posted: Yesterday
City, London
Client Server
Salary: £45k to £55k + benefits
Posted: 2 days ago
Chippenham, Wiltshire
Randstad Technologies
Salary: £30000 - £40000 per annum + 30 days holiday
Posted: 4 days ago
London
Birch & James Associates
Salary: From £70,000 to £100,000 per annum
Posted: Yesterday
London
Client Server
Salary: £45k to £55k + benefits
Posted: 2 days ago
City, London
Client Server
Salary: £55k to £65k + bonus + benefits
Posted: 4 days ago
Peterborough, Cambridgeshire
Talent Spa
Salary: £25k - 35k per year
Posted: Yesterday
London
Client Server
Salary: £50000 - £65000 per annum + bonus + benefits
Posted: 8 days ago
Bedfordshire
Ampersand Consulting
Salary: £70000 per annum + Bonus and Fantastic Benefits
Posted: 24 days ago
Hounslow, Middlesex
Reed Business Information Ltd
Salary: From £30,000 to £40,000 per annum £30k - £40k + 29 days holiday + bene
Posted: 11 days ago
Alderley Edge, Cheshire
Reed Business Information Ltd
Salary: From £30,000 to £40,000 per annum £30k - £40k + 29 days holiday + bene
Posted: 11 days ago
Bournemouth
Hays Specialist Recruitment Ltd
Salary: £40000.00 - £50000.00 per annum + Pension, Bonus, Healthcare
Posted: 12 days ago
London
Client Server
Salary: £50000 - £65000 per annum + bonus + benefits
Posted: 15 days ago
Manchester
Freshfields Bruckhaus Deringer
Salary: Highly Competitive Plus Benefits
Posted: 10 days ago
Cambridge, Cambridgeshire
Agentis Solution
Posted: 16 days ago
London
Capital One
Posted: 24 days ago
Nottingham, Nottinghamshire
Capital One
Posted: 24 days ago
London
Client Server
Salary: £45k to £55k + benefits
Posted: 24 days ago