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

Data Transformation
UK / England
3 months to
27 Jun 2017
Same period 2016 Same period 2015
Rank 705 758 757
Rank change year-on-year +53 -1  
Permanent jobs citing Data Transformation 161 153 196
As % of all permanent IT jobs advertised in England 0.19% 0.17% 0.19%
As % of the Processes & Methodologies category 0.21% 0.19% 0.22%
Number of salaries quoted 107 112 161
Median salary £52,500 £45,000 £49,000
Median salary % change year-on-year +16.66% -8.16%  
90% offered a salary of more than £38,000 £27,750 £30,000
10% offered a salary of more than £80,000 £72,500 £75,000
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 75142 82315 90296
As % of all permanent IT job vacancies advertised in England 89.70% 88.99% 88.00%
Number of salaries quoted 60877 69674 74649
Median salary £51,500 £50,000 £50,000
Median salary % change year-on-year +3.00% -  
90% offered a salary of more than £32,500 £32,500 £32,000
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 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 27 June 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 27 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
London +72 108 £60,000 +20.00% 13
South East +29 14 £50,500 +18.82% 1
North West -35 12 £120,000 +220.00% 2
West Midlands +9 10 £40,000 +48.14%
East of England -14 8 £66,250 +176.04% 5
South West -13 5 £65,000 +30.00% 1
Yorkshire -4 2 £33,928 -9.52% 1
East Midlands - 2 - - 1
Data Transformation
UK

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

1 208 (58.92%) SQL
2 146 (41.36%) Finance
3 137 (38.81%) Business Intelligence
4 121 (34.28%) Agile Software Development
5 119 (33.71%) ETL
6 101 (28.61%) Java
7 94 (26.63%) Microsoft
8 93 (26.35%) Degree
9 87 (24.65%) Data Modelling
10 86 (24.36%) SQL Server
11 83 (23.51%) Analytics
12 70 (19.83%) Analytical Skills
13 67 (18.98%) Data Warehouse
14 64 (18.13%) Web Services
15 63 (17.85%) JavaScript
16 62 (17.56%) .NET
17 60 (17.00%) Oracle
18 59 (16.71%) Computer Science
19 57 (16.15%) Scrum
20 52 (14.73%) SQL Server Integration Services
20 52 (14.73%) Big Data
21 51 (14.45%) Relational Database
22 50 (14.16%) Visualisation
23 47 (13.31%) XML
23 47 (13.31%) Linux
24 46 (13.03%) Jaspersoft
25 45 (12.75%) Data Virtualisation
25 45 (12.75%) Amazon AWS
25 45 (12.75%) Git (software)
26 44 (12.46%) Marketing

Data Transformation
Co-occurring 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 24 (6.80%) Apache Spark
2 11 (3.12%) IIS
3 9 (2.55%) Elasticsearch
3 9 (2.55%) SharePoint
4 6 (1.70%) Oracle SOA Suite
5 5 (1.42%) Apache
5 5 (1.42%) BizTalk Server
5 5 (1.42%) Oracle Application Server
5 5 (1.42%) Oracle Workflow
6 4 (1.13%) Apache Solr
7 1 (0.28%) Apache Pig
7 1 (0.28%) Confluence
7 1 (0.28%) SAS
Applications
1 24 (6.80%) Microsoft Excel
2 12 (3.40%) Microsoft Office
3 10 (2.83%) MS Visio
4 6 (1.70%) Microsoft PowerPoint
5 4 (1.13%) Microsoft Project
6 1 (0.28%) OmniGraffle
6 1 (0.28%) SPSS
Business Applications
1 11 (3.12%) Adobe Campaign
2 5 (1.42%) SAP Oil and Gas
3 4 (1.13%) Oracle Retail
4 3 (0.85%) SAP MDG
5 2 (0.57%) Cognos Business Intelligence
Cloud Services
1 45 (12.75%) Amazon AWS
2 35 (9.92%) SaaS
3 17 (4.82%) Microsoft Azure
4 8 (2.27%) Google Cloud Platform
5 5 (1.42%) Google Analytics
6 1 (0.28%) iPaaS
Communications & Networking
1 5 (1.42%) SSH
2 4 (1.13%) HTTP
3 3 (0.85%) Extranet
4 2 (0.57%) Intranet
5 1 (0.28%) FTP
5 1 (0.28%) SAN
Database & Business Intelligence
1 86 (24.36%) SQL Server
2 67 (18.98%) Data Warehouse
3 52 (14.73%) Big Data
3 52 (14.73%) SQL Server Integration Services
4 51 (14.45%) Relational Database
5 37 (10.48%) Hadoop
5 37 (10.48%) QlikView
6 35 (9.92%) MySQL
7 33 (9.35%) SQL Server Reporting Services
8 26 (7.37%) NoSQL
9 22 (6.23%) JasperReports
9 22 (6.23%) OLAP
10 18 (5.10%) SQL Server Analysis Services
11 17 (4.82%) Apache Hive
12 16 (4.53%) Oracle OLAP
13 15 (4.25%) BusinessObjects
13 15 (4.25%) RDBMS
14 14 (3.97%) OLTP
15 12 (3.40%) HBase
15 12 (3.40%) SQL Server 2008
Development Applications
1 45 (12.75%) Git (software)
2 22 (6.23%) Jenkins
2 22 (6.23%) JIRA
2 22 (6.23%) Maven
3 13 (3.68%) Team Foundation Server
4 9 (2.55%) Subversion
5 8 (2.27%) Mercurial
5 8 (2.27%) Talend Open Studio
5 8 (2.27%) Visual Studio
6 6 (1.70%) Atlassian Bamboo
6 6 (1.70%) Cucumber
6 6 (1.70%) Hudson
7 5 (1.42%) Bitbucket
7 5 (1.42%) Vagrant
7 5 (1.42%) Zephyr
8 4 (1.13%) AppVeyor
8 4 (1.13%) JIRA Agile
8 4 (1.13%) Selenium
9 2 (0.57%) Ant
9 2 (0.57%) Oracle APEX
General
1 146 (41.36%) Finance
2 44 (12.46%) Marketing
3 38 (10.76%) Banking
4 14 (3.97%) Retail
5 13 (3.68%) Investment Banking
6 10 (2.83%) Back Office
7 9 (2.55%) Telecoms
8 8 (2.27%) French Language
9 6 (1.70%) Front Office
9 6 (1.70%) Games
9 6 (1.70%) Publishing
10 5 (1.42%) Advertising
10 5 (1.42%) Electronics
10 5 (1.42%) Manufacturing
11 4 (1.13%) Pharmaceutical
12 2 (0.57%) Financial Institution
12 2 (0.57%) Legal
12 2 (0.57%) Prime Brokerage
13 1 (0.28%) Billing
13 1 (0.28%) Law
Job Titles
1 150 (42.49%) Developer
2 67 (18.98%) Analyst
3 55 (15.58%) Business Intelligence Developer
4 29 (8.22%) Data Analyst
5 25 (7.08%) Architect
6 23 (6.52%) Business Developer
7 21 (5.95%) SQL Developer
8 18 (5.10%) Senior Developer
9 16 (4.53%) Data Warehouse Developer
10 14 (3.97%) Oracle Data Warehouse Developer
10 14 (3.97%) Oracle Developer
11 13 (3.68%) Data Architect
11 13 (3.68%) Java Developer
12 12 (3.40%) Applications Support
12 12 (3.40%) Project Manager
13 10 (2.83%) Applications Specialist
13 10 (2.83%) Applications Support Specialist
13 10 (2.83%) PL/SQL Developer
13 10 (2.83%) Solutions Architect
13 10 (2.83%) Support Specialist
Libraries, Frameworks & Software Standards
1 64 (18.13%) Web Services
2 62 (17.56%) .NET
3 47 (13.31%) XML
4 33 (9.35%) .NET Framework
5 22 (6.23%) RESTful
6 17 (4.82%) JSON
7 16 (4.53%) Kafka
7 16 (4.53%) REST
8 14 (3.97%) CSS
8 14 (3.97%) HTML
9 12 (3.40%) AngularJS
10 11 (3.12%) ASP.NET
10 11 (3.12%) D3.js
10 11 (3.12%) XSLT
11 10 (2.83%) Oracle GoldenGate
11 10 (2.83%) XSD
12 9 (2.55%) FIX Protocol
12 9 (2.55%) FpML
13 8 (2.27%) LINQ
13 8 (2.27%) MDX
Miscellaneous
1 70 (19.83%) Analytical Skills
2 59 (16.71%) Computer Science
3 18 (5.10%) Replication
4 15 (4.25%) Data Structures
5 12 (3.40%) Fintech
6 10 (2.83%) Management Information System
7 8 (2.27%) Foreign Exchange (FX)
8 7 (1.98%) User Experience
9 6 (1.70%) Algorithms
9 6 (1.70%) Greenfield Project
10 5 (1.42%) Equities
10 5 (1.42%) Linux Command Line
10 5 (1.42%) Market Risk
11 4 (1.13%) Bitcoin
11 4 (1.13%) Fixed Income
11 4 (1.13%) Life Science
11 4 (1.13%) N-Tier
12 3 (0.85%) Clustering
12 3 (0.85%) Linked Data
12 3 (0.85%) Semantic Web
Operating Systems
1 47 (13.31%) Linux
2 10 (2.83%) Unix
3 8 (2.27%) Windows
4 1 (0.28%) Solaris
Processes & Methodologies
1 137 (38.81%) Business Intelligence
2 121 (34.28%) Agile Software Development
3 119 (33.71%) ETL
4 87 (24.65%) Data Modelling
5 83 (23.51%) Analytics
6 57 (16.15%) Scrum
7 50 (14.16%) Visualisation
8 45 (12.75%) Data Virtualisation
9 39 (11.05%) Unit Testing
10 33 (9.35%) Data Analysis
11 31 (8.78%) Data Management
11 31 (8.78%) Migration
12 29 (8.22%) Performance Tuning
12 29 (8.22%) SDLC
13 28 (7.93%) TDD
14 27 (7.65%) DevOps
14 27 (7.65%) Workflow
15 25 (7.08%) Project Management
15 25 (7.08%) Translating Business Requirements
16 24 (6.80%) Stakeholder Management
Programming Languages
1 208 (58.92%) SQL
2 101 (28.61%) Java
3 63 (17.85%) JavaScript
4 38 (10.76%) Python
5 32 (9.07%) C#
6 31 (8.78%) T-SQL
7 25 (7.08%) PL/SQL
8 22 (6.23%) Groovy
8 22 (6.23%) R
9 14 (3.97%) VBA
10 12 (3.40%) PowerShell
11 7 (1.98%) Bash Shell
11 7 (1.98%) Shell Script
11 7 (1.98%) VB.NET
12 6 (1.70%) Scala
12 6 (1.70%) VB
13 5 (1.42%) Ruby
13 5 (1.42%) VBScript
13 5 (1.42%) XPath
14 3 (0.85%) SPARQL
Qualifications
1 93 (26.35%) Degree
2 29 (8.22%) Computer Science Degree
3 5 (1.42%) ISEB
3 5 (1.42%) ISTQB
4 4 (1.13%) Microsoft Certification
5 2 (0.57%) ITIL Certification
6 1 (0.28%) HND
6 1 (0.28%) MCDBA
6 1 (0.28%) MCITP
6 1 (0.28%) PRINCE2 Certification
Quality Assurance & Compliance
1 25 (7.08%) Data Quality
2 18 (5.10%) QA
3 9 (2.55%) ISO 20022
4 6 (1.70%) PMO
5 5 (1.42%) ISO 15022
5 5 (1.42%) MiFID
6 3 (0.85%) GDPR
7 2 (0.57%) SLA
8 1 (0.28%) COBIT
8 1 (0.28%) ISO/IEC 19770
System Software
1 14 (3.97%) Docker
2 1 (0.28%) Apache Flume
2 1 (0.28%) Apache ZooKeeper
2 1 (0.28%) HDFS
Systems Management
1 5 (1.42%) Opscode Chef
2 3 (0.85%) Microsoft Clustering
3 1 (0.28%) Hadoop YARN
3 1 (0.28%) SQL Sentry
Vendors
1 94 (26.63%) Microsoft
2 60 (17.00%) Oracle
3 46 (13.03%) Jaspersoft
4 20 (5.67%) Google
5 19 (5.38%) SAP
6 16 (4.53%) Tableau
7 12 (3.40%) Adobe
7 12 (3.40%) Sybase
8 9 (2.55%) Teradata
9 8 (2.27%) Cognos
9 8 (2.27%) HP
9 8 (2.27%) Murex
9 8 (2.27%) Salesforce.com
9 8 (2.27%) Talend
10 7 (1.98%) Cisco
10 7 (1.98%) Verint
11 5 (1.42%) Apple
11 5 (1.42%) Hortonworks
12 4 (1.13%) Alteryx
12 4 (1.13%) Twitter
Portsmouth, Hampshire
Senitor Associates
Salary: £30000 - £50000 per annum
Posted: 4 days ago
Brentwood, Essex
Shawbrook
Posted: 4 days ago
Leeds
Tectre Limited
Salary: £30,000 - £40,000 per year
Posted: 6 days ago
Central London / West End
Client Server
Salary: £80k to £95k + bonus + benefits
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: 6 days ago
London
Client Server
Salary: £80000 - £95000 per annum + bonus + benefits
Posted: 4 days ago
City, London
Client Server
Salary: £45k to £55k + benefits
Posted: 5 days ago
London
Birch & James Associates
Salary: From £70,000 to £100,000 per annum
Posted: 4 days ago
London
Client Server
Salary: £45k to £55k + benefits
Posted: 5 days ago
London
Client Server
Salary: £50000 - £65000 per annum + bonus + benefits
Posted: 11 days ago
Bedfordshire
Ampersand Consulting
Salary: £70000 per annum + Bonus and Fantastic Benefits
Posted: 27 days ago
Peterborough, Cambridgeshire
Talent Spa
Salary: £25k - 35k per year
Posted: 4 days ago
Hounslow, Middlesex
Reed Business Information Ltd
Salary: From £30,000 to £40,000 per annum £30k - £40k + 29 days holiday + bene
Posted: 14 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: 14 days ago
London
Client Server
Salary: £50000 - £65000 per annum + bonus + benefits
Posted: 18 days ago
Manchester
Freshfields Bruckhaus Deringer
Salary: Highly Competitive Plus Benefits
Posted: 14 days ago
Cambridge, Cambridgeshire
Agentis Solution
Posted: 19 days ago
London
Capital One
Posted: 27 days ago
Nottingham, Nottinghamshire
Capital One
Posted: 27 days ago
London
Client Server
Salary: £45k to £55k + benefits
Posted: 27 days ago