Period
to 18 November 2017

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 6 months to 18 November 2017 with a comparison to the same period in the previous 2 years.

Data Transformation
UK > England
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 838 873 857
Rank change year-on-year +35 -16 +106
Permanent jobs citing Data Transformation 322 320 428
As % of all permanent IT jobs advertised in England 0.19% 0.18% 0.21%
As % of the Processes & Methodologies category 0.21% 0.20% 0.23%
Number of salaries quoted 227 251 351
England median annual salary £50,500 £47,500 £50,000
Median salary % change year-on-year +6.32% -5.00% +5.26%
10th Percentile £31,250 £32,500 £32,500
90th Percentile £85,000 £80,000 £75,000
UK median annual salary £50,000 £47,500 £49,750
% change year-on-year +5.26% -4.52% +5.85%

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

All Process and Methodology Skills
England
Permanent vacancies with a requirement for process or methodology skills 150826 160156 182795
As % of all permanent IT jobs advertised in England 89.93% 89.37% 88.72%
Number of salaries quoted 119888 134356 152138
England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £28,750 £28,250 £27,500
90th Percentile £80,000 £80,000 £77,500
UK median annual salary £50,000 £49,000 £47,500
% change year-on-year +2.04% +3.16% +5.56%

Data Transformation
Job Vacancy Trend in England

Job postings citing Data Transformation as a percentage of all IT jobs advertised in England.

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 6 months to 18 November 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 6 months to 18 November 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +20 159 £60,000 -7.69% 8
South East +15 59 £50,000 +8.70% 4
Midlands +62 41 £35,000 -17.65% 1
West Midlands +50 35 £34,000 -20.00% 1
North of England -5 34 £35,000 -6.67% 3
East of England +23 23 £55,000 +46.67% 1
North West -29 19 £37,500 - 3
Yorkshire +32 14 £35,000 -6.67%
South West -27 12 £40,000 -9.09% 3
East Midlands +43 6 £45,000 +57.89%
North East +9 1 £35,000 -7.65%
Data Transformation
UK

For the 6 months to 18 November 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.

1 196 (60.87%) SQL
2 132 (40.99%) Agile Software Development
3 122 (37.89%) Business Intelligence
4 113 (35.09%) ETL
5 110 (34.16%) Finance
6 103 (31.99%) SQL Server
7 91 (28.26%) Java
8 87 (27.02%) Data Warehouse
9 81 (25.16%) Microsoft
10 73 (22.67%) Analytics
11 67 (20.81%) Visualisation
12 64 (19.88%) Data Modelling
13 63 (19.57%) Web Services
13 63 (19.57%) XML
14 62 (19.25%) SQL Server Integration Services
15 57 (17.70%) Oracle
16 55 (17.08%) Performance Tuning
17 52 (16.15%) Analytical Skills
17 52 (16.15%) T-SQL
18 50 (15.53%) Big Data
19 46 (14.29%) MySQL
19 46 (14.29%) Python
20 45 (13.98%) Banking
21 44 (13.66%) JavaScript
22 43 (13.35%) Degree
23 41 (12.73%) Data Visualisation
24 40 (12.42%) Hadoop
24 40 (12.42%) SQL Server Reporting Services
25 38 (11.80%) Relational Database
26 37 (11.49%) Microsoft Azure

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 25 (7.76%) Apache Spark
2 21 (6.52%) SAS
3 19 (5.90%) SharePoint
4 9 (2.80%) Apache Pig
5 8 (2.48%) Oracle SOA Suite
6 6 (1.86%) BizTalk Server
6 6 (1.86%) GlassFish
6 6 (1.86%) JBoss
6 6 (1.86%) Jetty
6 6 (1.86%) Tomcat
7 4 (1.24%) Oracle Workflow
8 3 (0.93%) Elasticsearch
9 2 (0.62%) Apache
9 2 (0.62%) Cloud Foundry
10 1 (0.31%) Apache Solr
10 1 (0.31%) FormScape
Applications
1 28 (8.70%) Microsoft Excel
2 18 (5.59%) MS Visio
3 14 (4.35%) Microsoft Office
4 13 (4.04%) Microsoft PowerPoint
5 3 (0.93%) Spreadsheet
6 1 (0.31%) Microsoft Project
6 1 (0.31%) SPSS
Business Applications
1 5 (1.55%) Dynamics AX
2 3 (0.93%) Adobe Campaign
2 3 (0.93%) Oracle Retail
3 2 (0.62%) Dynamics GP
3 2 (0.62%) Dynamics NAV
3 2 (0.62%) Salesforce.com CRM
4 1 (0.31%) Dynamics CRM
4 1 (0.31%) Magento
4 1 (0.31%) SAP HCM
4 1 (0.31%) SAP HR
4 1 (0.31%) SAP MDG
Cloud Services
1 37 (11.49%) Microsoft Azure
2 27 (8.39%) Amazon AWS
3 15 (4.66%) SaaS
4 5 (1.55%) Azure Data Factory
4 5 (1.55%) Azure Machine Learning
5 3 (0.93%) IaaS
5 3 (0.93%) Office 365
5 3 (0.93%) OneDrive
6 2 (0.62%) Cloud Computing
6 2 (0.62%) Dynamics 365
6 2 (0.62%) Google Cloud Platform
6 2 (0.62%) PaaS
7 1 (0.31%) AWS CloudFormation
7 1 (0.31%) AWS Lambda
7 1 (0.31%) Cortana Intelligence Suite
7 1 (0.31%) iPaaS
7 1 (0.31%) npm
7 1 (0.31%) Serverless
7 1 (0.31%) SuccessFactors
7 1 (0.31%) Virtual Private Cloud
Communications & Networking
1 8 (2.48%) Internet
2 6 (1.86%) AMQP
2 6 (1.86%) HTTP
3 4 (1.24%) Network Security
3 4 (1.24%) SSH
4 2 (0.62%) Broadband
5 1 (0.31%) FTP
5 1 (0.31%) Kerberos
Database & Business Intelligence
1 103 (31.99%) SQL Server
2 87 (27.02%) Data Warehouse
3 62 (19.25%) SQL Server Integration Services
4 50 (15.53%) Big Data
5 46 (14.29%) MySQL
6 40 (12.42%) Hadoop
6 40 (12.42%) SQL Server Reporting Services
7 38 (11.80%) Relational Database
8 34 (10.56%) Power BI
9 28 (8.70%) NoSQL
9 28 (8.70%) OLAP
9 28 (8.70%) OLTP
9 28 (8.70%) QlikView
10 25 (7.76%) Oracle Database
11 23 (7.14%) Oracle OLAP
12 21 (6.52%) SQL Server 2008
13 20 (6.21%) DB2
13 20 (6.21%) OLAP Cube
14 17 (5.28%) SQL Server Analysis Services
15 15 (4.66%) Data Mining
Development Applications
1 27 (8.39%) Git (software)
2 20 (6.21%) Jenkins
3 16 (4.97%) Hudson
4 14 (4.35%) Team Foundation Server
5 11 (3.42%) JIRA
5 11 (3.42%) Visual Studio
6 10 (3.11%) Maven
7 9 (2.80%) Subversion
8 7 (2.17%) Atlassian Bamboo
9 6 (1.86%) Mercurial
10 4 (1.24%) Bitbucket
10 4 (1.24%) Cucumber
10 4 (1.24%) Vagrant
10 4 (1.24%) Zephyr
11 3 (0.93%) JIRA Agile
12 2 (0.62%) gulp
12 2 (0.62%) Oracle APEX
13 1 (0.31%) Selenium
13 1 (0.31%) Visual Studio Team System
13 1 (0.31%) webpack
General
1 110 (34.16%) Finance
2 45 (13.98%) Banking
3 20 (6.21%) Retail
4 18 (5.59%) Marketing
5 14 (4.35%) Front Office
6 6 (1.86%) Back Office
6 6 (1.86%) Billing
6 6 (1.86%) Cantonese Language
6 6 (1.86%) International Banking
6 6 (1.86%) Investment Banking
6 6 (1.86%) Mandarin Language
7 5 (1.55%) Legal
7 5 (1.55%) Manufacturing
7 5 (1.55%) Telecoms
8 4 (1.24%) Advertising
8 4 (1.24%) Automotive
8 4 (1.24%) Electronics
8 4 (1.24%) French Language
8 4 (1.24%) Law
9 3 (0.93%) Prime Brokerage
Job Titles
1 143 (44.41%) Developer
2 43 (13.35%) Business Intelligence Developer
3 33 (10.25%) SQL Developer
4 31 (9.63%) Analyst
5 25 (7.76%) Data Warehouse Developer
6 23 (7.14%) Oracle Data Warehouse Developer
6 23 (7.14%) Oracle Developer
7 20 (6.21%) Architect
8 16 (4.97%) Data Analyst
9 13 (4.04%) Junior
10 12 (3.73%) DBA
10 12 (3.73%) Solutions Architect
11 11 (3.42%) Administrator
11 11 (3.42%) Business Developer
11 11 (3.42%) Software Engineer
12 10 (3.11%) Consultant
12 10 (3.11%) JavaScript Developer
12 10 (3.11%) PL/SQL Developer
12 10 (3.11%) SQL DBA
12 10 (3.11%) Trainer
Libraries, Frameworks & Software Standards
1 63 (19.57%) Web Services
1 63 (19.57%) XML
2 36 (11.18%) JSON
3 32 (9.94%) REST
4 30 (9.32%) .NET
5 28 (8.70%) RESTful
6 24 (7.45%) HTML
7 22 (6.83%) CSS
8 21 (6.52%) XSLT
9 18 (5.59%) AngularJS
10 17 (5.28%) React
11 13 (4.04%) HTML5
11 13 (4.04%) Kafka
11 13 (4.04%) Oracle GoldenGate
11 13 (4.04%) Spring
12 12 (3.73%) CSS3
13 11 (3.42%) D3.js
14 10 (3.11%) Node.js
15 9 (2.80%) Ajax
15 9 (2.80%) KnockoutJS
Miscellaneous
1 52 (16.15%) Analytical Skills
2 32 (9.94%) Replication
3 25 (7.76%) Computer Science
4 20 (6.21%) Management Information System
5 18 (5.59%) Fintech
6 10 (3.11%) Data Structures
7 9 (2.80%) Algorithms
8 7 (2.17%) User Experience
9 6 (1.86%) Foreign Exchange (FX)
9 6 (1.86%) Mainframe
9 6 (1.86%) Smart Meter
10 5 (1.55%) Virtual Team
11 4 (1.24%) Distributed Denial-of-Service
11 4 (1.24%) Greenfield Project
11 4 (1.24%) Linux Command Line
11 4 (1.24%) Reference Data
12 3 (0.93%) Derivative
12 3 (0.93%) PlayStation
13 2 (0.62%) Bitcoin
13 2 (0.62%) Life Science
Operating Systems
1 22 (6.83%) Linux
2 14 (4.35%) Unix
3 12 (3.73%) Windows
4 8 (2.48%) Windows Server
5 2 (0.62%) Android
5 2 (0.62%) Apple iOS
Processes & Methodologies
1 132 (40.99%) Agile Software Development
2 122 (37.89%) Business Intelligence
3 113 (35.09%) ETL
4 73 (22.67%) Analytics
5 67 (20.81%) Visualisation
6 64 (19.88%) Data Modelling
7 55 (17.08%) Performance Tuning
8 41 (12.73%) Data Visualisation
9 35 (10.87%) SDLC
10 32 (9.94%) Data Analysis
11 31 (9.63%) Scrum
11 31 (9.63%) TDD
12 29 (9.01%) Project Management
13 28 (8.70%) Data Management
13 28 (8.70%) ETL Development
13 28 (8.70%) Unit Testing
14 26 (8.07%) Data Analytics
15 25 (7.76%) Software Engineering
16 24 (7.45%) Data Architecture
16 24 (7.45%) SOA
Programming Languages
1 196 (60.87%) SQL
2 91 (28.26%) Java
3 52 (16.15%) T-SQL
4 46 (14.29%) Python
5 44 (13.66%) JavaScript
6 31 (9.63%) PL/SQL
7 30 (9.32%) C#
7 30 (9.32%) Scala
8 14 (4.35%) R
9 13 (4.04%) Shell Script
10 11 (3.42%) VB.NET
11 10 (3.11%) PowerShell
12 9 (2.80%) Clojure
12 9 (2.80%) VBA
13 7 (2.17%) Ruby
14 6 (1.86%) VBScript
15 4 (1.24%) Bash Shell
15 4 (1.24%) XPath
16 3 (0.93%) Apex Code
16 3 (0.93%) F#
Qualifications
1 43 (13.35%) Degree
2 13 (4.04%) Computer Science Degree
3 10 (3.11%) ISEB
4 7 (2.17%) CISA
4 7 (2.17%) CISM
4 7 (2.17%) CISSP
5 5 (1.55%) Microsoft Certification
6 4 (1.24%) CRISC
6 4 (1.24%) ISTQB
6 4 (1.24%) SSCP
7 3 (0.93%) Master's Degree
8 2 (0.62%) CompTIA Security+
8 2 (0.62%) ITIL Certification
8 2 (0.62%) PhD
8 2 (0.62%) Security+ Certification
9 1 (0.31%) PRINCE2 Certification
9 1 (0.31%) Security Cleared
Quality Assurance & Compliance
1 21 (6.52%) Data Quality
2 8 (2.48%) ISO/IEC 27001
3 6 (1.86%) EMIR
4 5 (1.55%) GDPR
5 4 (1.24%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
5 4 (1.24%) QA
6 2 (0.62%) PMO
7 1 (0.31%) Cyber Essentials
7 1 (0.31%) Cyber Essentials PLUS
7 1 (0.31%) IFRS
7 1 (0.31%) IFRS 9
7 1 (0.31%) Solvency II
System Software
1 21 (6.52%) Docker
2 3 (0.93%) Apache ZooKeeper
3 2 (0.62%) HDFS
4 1 (0.31%) GridGain
Systems Management
1 6 (1.86%) Marathon
2 5 (1.55%) Opscode Chef
3 3 (0.93%) Microsoft Intune
3 3 (0.93%) Systems Management Server (SMS)
4 1 (0.31%) Oozie
4 1 (0.31%) Puppet
4 1 (0.31%) SCCM
4 1 (0.31%) Terraform
Vendors
1 81 (25.16%) Microsoft
2 57 (17.70%) Oracle
3 28 (8.70%) Tableau
4 18 (5.59%) Cognos
5 15 (4.66%) Jaspersoft
5 15 (4.66%) SAP
6 7 (2.17%) Google
6 7 (2.17%) IBM
6 7 (2.17%) Salesforce.com
6 7 (2.17%) Teradata
7 6 (1.86%) Birst
7 6 (1.86%) Informatica
7 6 (1.86%) MicroStrategy
7 6 (1.86%) Murex
8 5 (1.55%) Cisco
8 5 (1.55%) ServiceNow
8 5 (1.55%) Verint
9 4 (1.24%) HP
9 4 (1.24%) Infor
10 3 (0.93%) IBM Sterling