Period
to 23 November 2017

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 6 months to 23 November 2017 with a comparison to the same period in the previous 2 years.

Data Transformation
UK
6 months to
23 Nov 2017
Same period 2016 Same period 2015
Rank 835 908 861
Rank change year-on-year +73 -47 +115
Permanent jobs citing Data Transformation 359 334 455
As % of all permanent IT jobs advertised in the UK 0.20% 0.18% 0.21%
As % of the Processes & Methodologies category 0.22% 0.20% 0.24%
Number of salaries quoted 260 263 377
UK median annual salary £50,500 £47,000 £50,000
Median salary % change year-on-year +7.45% -6.00% +8.70%
10th Percentile £31,250 £32,500 £31,250
90th Percentile £85,000 £80,000 £76,000
UK excluding London median annual salary £41,250 £42,500 £42,500
% change year-on-year -2.94% - +6.25%

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 with a requirement for process or methodology skills.

All Process and Methodology Skills
UK
Permanent vacancies with a requirement for process or methodology skills 161952 169683 193148
As % of all permanent IT jobs advertised in the UK 89.90% 89.39% 88.81%
Number of salaries quoted 127936 140934 159138
UK median annual salary £50,000 £49,500 £47,500
Median salary % change year-on-year +1.01% +4.21% +5.56%
10th Percentile £28,750 £28,000 £27,500
90th Percentile £80,000 £79,350 £77,500
UK excluding London median annual salary £44,000 £42,500 £42,500
% change year-on-year +3.53% - +6.25%

Data Transformation
Job Vacancy Trend

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

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 6 months to 23 November 2017.

Salary histogram for Data Transformation in the UK

Data Transformation
Top 15 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 6 months to 23 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
England +37 322 £50,500 +6.32% 25
UK excluding London +58 193 £41,250 -2.94% 8
London +22 158 £60,000 -7.69% 18
South East +18 63 £50,000 +8.70% 2
Midlands +58 40 £35,000 -17.65% 1
West Midlands +47 34 £34,000 -20.00% 1
North of England -4 32 £37,500 - 1
East of England +18 23 £55,000 +46.67% 1
North West -27 17 £37,500 -
Wales - 16 £42,500 -
Yorkshire +28 14 £35,000 -6.67% 1
South West -6 12 £40,000 -5.88% 2
Scotland -11 7 £45,000 - 1
East Midlands +34 6 £45,000 +57.89%
North East +9 1 £35,000 -7.65%

For the 6 months to 23 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 with a requirement for Data Transformation.

1 215 (59.89%) SQL
2 144 (40.11%) Agile Software Development
3 136 (37.88%) Business Intelligence
4 133 (37.05%) ETL
5 119 (33.15%) Finance
6 117 (32.59%) SQL Server
7 103 (28.69%) Data Warehouse
8 97 (27.02%) Microsoft
9 90 (25.07%) Java
10 82 (22.84%) SQL Server Integration Services
10 82 (22.84%) Analytics
11 76 (21.17%) Visualisation
12 71 (19.78%) Data Modelling
13 66 (18.38%) XML
14 62 (17.27%) Web Services
15 61 (16.99%) Analytical Skills
16 59 (16.43%) Big Data
17 57 (15.88%) Oracle
18 54 (15.04%) T-SQL
18 54 (15.04%) Performance Tuning
19 51 (14.21%) SQL Server Reporting Services
20 50 (13.93%) Data Visualisation
20 50 (13.93%) Python
21 48 (13.37%) Hadoop
22 46 (12.81%) MySQL
23 45 (12.53%) Data Analysis
24 44 (12.26%) Microsoft Azure
24 44 (12.26%) Banking
25 43 (11.98%) JavaScript
26 40 (11.14%) Degree

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 32 (8.91%) SAS
2 26 (7.24%) Apache Spark
3 21 (5.85%) SharePoint
4 10 (2.79%) Apache Pig
5 9 (2.51%) Oracle SOA Suite
6 7 (1.95%) BizTalk Server
7 6 (1.67%) GlassFish
7 6 (1.67%) JBoss
7 6 (1.67%) Jetty
7 6 (1.67%) Tomcat
8 4 (1.11%) Elasticsearch
8 4 (1.11%) Oracle Workflow
9 2 (0.56%) Apache
9 2 (0.56%) Apache Solr
9 2 (0.56%) Cloud Foundry
10 1 (0.28%) Exchange Server 2013
10 1 (0.28%) FormScape
10 1 (0.28%) MS Exchange
10 1 (0.28%) Skype for Business
Applications
1 32 (8.91%) Microsoft Excel
2 19 (5.29%) Microsoft Office
2 19 (5.29%) MS Visio
3 14 (3.90%) Microsoft PowerPoint
4 6 (1.67%) SPSS
5 3 (0.84%) Spreadsheet
6 1 (0.28%) Microsoft Project
Business Applications
1 9 (2.51%) Dynamics AX
2 3 (0.84%) Oracle Retail
3 2 (0.56%) Dynamics GP
3 2 (0.56%) Dynamics NAV
3 2 (0.56%) Salesforce.com CRM
3 2 (0.56%) SAP HCM
3 2 (0.56%) SAP HR
4 1 (0.28%) Adobe Campaign
4 1 (0.28%) Dynamics CRM
4 1 (0.28%) Magento
4 1 (0.28%) SAP MDG
4 1 (0.28%) SAP S/4HANA
Cloud Services
1 44 (12.26%) Microsoft Azure
2 30 (8.36%) Amazon AWS
3 14 (3.90%) SaaS
4 6 (1.67%) Dynamics 365
4 6 (1.67%) Office 365
5 5 (1.39%) Azure Data Factory
5 5 (1.39%) Azure Machine Learning
6 3 (0.84%) IaaS
6 3 (0.84%) OneDrive
7 2 (0.56%) Cloud Computing
7 2 (0.56%) GitHub
7 2 (0.56%) Google Cloud Platform
7 2 (0.56%) PaaS
7 2 (0.56%) SuccessFactors
8 1 (0.28%) Amazon EC2
8 1 (0.28%) Amazon S3
8 1 (0.28%) AWS CloudFormation
8 1 (0.28%) AWS Lambda
8 1 (0.28%) npm
8 1 (0.28%) Virtual Private Cloud
Communications & Networking
1 8 (2.23%) Internet
2 6 (1.67%) AMQP
2 6 (1.67%) HTTP
3 4 (1.11%) Network Security
3 4 (1.11%) SSH
4 2 (0.56%) Broadband
5 1 (0.28%) DHCP
5 1 (0.28%) DNS
5 1 (0.28%) FTP
5 1 (0.28%) Kerberos
5 1 (0.28%) LAN
5 1 (0.28%) SAN
5 1 (0.28%) Skype
5 1 (0.28%) WAN
5 1 (0.28%) WLAN
Database & Business Intelligence
1 117 (32.59%) SQL Server
2 103 (28.69%) Data Warehouse
3 82 (22.84%) SQL Server Integration Services
4 59 (16.43%) Big Data
5 51 (14.21%) SQL Server Reporting Services
6 48 (13.37%) Hadoop
7 46 (12.81%) MySQL
8 38 (10.58%) Relational Database
9 35 (9.75%) Power BI
9 35 (9.75%) QlikView
10 34 (9.47%) NoSQL
11 32 (8.91%) OLAP
12 28 (7.80%) OLTP
13 27 (7.52%) SQL Server Analysis Services
14 26 (7.24%) SQL Server 2008
15 25 (6.96%) Oracle Database
16 23 (6.41%) Oracle OLAP
17 20 (5.57%) DB2
17 20 (5.57%) OLAP Cube
18 16 (4.46%) Data Mining
Development Applications
1 26 (7.24%) Git (software)
2 23 (6.41%) Team Foundation Server
3 21 (5.85%) Jenkins
4 16 (4.46%) Hudson
4 16 (4.46%) Visual Studio
5 11 (3.06%) JIRA
6 10 (2.79%) Maven
7 9 (2.51%) Subversion
8 7 (1.95%) Atlassian Bamboo
9 6 (1.67%) Mercurial
10 5 (1.39%) Cucumber
10 5 (1.39%) ProC
11 4 (1.11%) Bitbucket
11 4 (1.11%) Vagrant
11 4 (1.11%) Zephyr
12 3 (0.84%) gulp
12 3 (0.84%) JIRA Agile
13 2 (0.56%) Ant
13 2 (0.56%) Babel
13 2 (0.56%) webpack
General
1 119 (33.15%) Finance
2 44 (12.26%) Banking
3 26 (7.24%) Retail
4 17 (4.74%) Marketing
5 14 (3.90%) Front Office
6 6 (1.67%) Back Office
6 6 (1.67%) Billing
6 6 (1.67%) Cantonese Language
6 6 (1.67%) International Banking
6 6 (1.67%) Investment Banking
6 6 (1.67%) Legal
6 6 (1.67%) Mandarin Language
7 5 (1.39%) Manufacturing
7 5 (1.39%) Telecoms
8 4 (1.11%) Automotive
8 4 (1.11%) Electronics
9 3 (0.84%) Advertising
9 3 (0.84%) Law
9 3 (0.84%) Pharmaceutical
9 3 (0.84%) Prime Brokerage
Job Titles
1 152 (42.34%) Developer
2 46 (12.81%) Business Intelligence Developer
3 38 (10.58%) Analyst
4 35 (9.75%) SQL Developer
5 27 (7.52%) Architect
6 26 (7.24%) Data Warehouse Developer
7 23 (6.41%) Oracle Data Warehouse Developer
7 23 (6.41%) Oracle Developer
8 18 (5.01%) Data Analyst
9 15 (4.18%) Data Engineer
10 13 (3.62%) DBA
10 13 (3.62%) Senior Developer
11 12 (3.34%) Junior
11 12 (3.34%) Solutions Architect
12 11 (3.06%) Big Data Engineer
12 11 (3.06%) Business Developer
12 11 (3.06%) JavaScript Developer
12 11 (3.06%) Software Engineer
12 11 (3.06%) SQL DBA
12 11 (3.06%) Trainer
Libraries, Frameworks & Software Standards
1 66 (18.38%) XML
2 62 (17.27%) Web Services
3 38 (10.58%) JSON
4 33 (9.19%) REST
5 32 (8.91%) .NET
6 28 (7.80%) RESTful
7 24 (6.69%) HTML
8 22 (6.13%) CSS
9 21 (5.85%) XSLT
10 18 (5.01%) AngularJS
10 18 (5.01%) React
11 14 (3.90%) Kafka
12 13 (3.62%) HTML5
12 13 (3.62%) Oracle GoldenGate
12 13 (3.62%) Spring
13 12 (3.34%) CSS3
14 11 (3.06%) D3.js
15 10 (2.79%) Node.js
15 10 (2.79%) SOAP
16 9 (2.51%) XHTML
Miscellaneous
1 61 (16.99%) Analytical Skills
2 32 (8.91%) Replication
3 23 (6.41%) Management Information System
4 22 (6.13%) Computer Science
5 18 (5.01%) Fintech
6 10 (2.79%) Data Structures
7 9 (2.51%) Algorithms
8 7 (1.95%) Greenfield Project
8 7 (1.95%) Mainframe
9 6 (1.67%) Foreign Exchange (FX)
9 6 (1.67%) Smart Meter
9 6 (1.67%) User Experience
10 5 (1.39%) Virtual Team
11 4 (1.11%) Distributed Denial-of-Service
11 4 (1.11%) Linux Command Line
11 4 (1.11%) Mobile App
11 4 (1.11%) Reference Data
12 3 (0.84%) Derivative
12 3 (0.84%) PlayStation
13 2 (0.56%) Bitcoin
Operating Systems
1 20 (5.57%) Linux
2 18 (5.01%) Windows
3 14 (3.90%) Windows Server
4 13 (3.62%) Unix
5 6 (1.67%) Windows Server 2008
6 2 (0.56%) Android
6 2 (0.56%) Apple iOS
7 1 (0.28%) Windows Server 2012
Processes & Methodologies
1 144 (40.11%) Agile Software Development
2 136 (37.88%) Business Intelligence
3 133 (37.05%) ETL
4 82 (22.84%) Analytics
5 76 (21.17%) Visualisation
6 71 (19.78%) Data Modelling
7 54 (15.04%) Performance Tuning
8 50 (13.93%) Data Visualisation
9 45 (12.53%) Data Analysis
10 38 (10.58%) Data Analytics
11 35 (9.75%) Scrum
11 35 (9.75%) SDLC
12 32 (8.91%) TDD
13 31 (8.64%) Unit Testing
14 30 (8.36%) Data Architecture
14 30 (8.36%) Project Management
15 29 (8.08%) Data Management
16 28 (7.80%) Dimensional Modelling
16 28 (7.80%) ETL Development
17 27 (7.52%) Migration
Programming Languages
1 215 (59.89%) SQL
2 90 (25.07%) Java
3 54 (15.04%) T-SQL
4 50 (13.93%) Python
5 43 (11.98%) JavaScript
6 31 (8.64%) C#
6 31 (8.64%) PL/SQL
6 31 (8.64%) Scala
7 18 (5.01%) R
8 14 (3.90%) Shell Script
9 12 (3.34%) VB.NET
9 12 (3.34%) VBA
10 10 (2.79%) PowerShell
11 9 (2.51%) Clojure
12 7 (1.95%) HiveQL
12 7 (1.95%) Ruby
13 6 (1.67%) VBScript
14 5 (1.39%) PROC SQL
14 5 (1.39%) X++
15 4 (1.11%) XPath
Qualifications
1 40 (11.14%) Degree
2 11 (3.06%) Computer Science Degree
3 10 (2.79%) ISEB
4 7 (1.95%) CISA
4 7 (1.95%) CISM
4 7 (1.95%) CISSP
5 5 (1.39%) Microsoft Certification
6 4 (1.11%) CRISC
6 4 (1.11%) ISTQB
6 4 (1.11%) SSCP
7 3 (0.84%) Master's Degree
8 2 (0.56%) CompTIA Security+
8 2 (0.56%) ITIL Certification
8 2 (0.56%) PhD
8 2 (0.56%) Security+ Certification
9 1 (0.28%) PRINCE2 Certification
9 1 (0.28%) Security Cleared
Quality Assurance & Compliance
1 20 (5.57%) Data Quality
2 8 (2.23%) ISO/IEC 27001
3 6 (1.67%) EMIR
3 6 (1.67%) SLA
4 5 (1.39%) GDPR
5 4 (1.11%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
5 4 (1.11%) QA
6 2 (0.56%) PMO
7 1 (0.28%) Cyber Essentials
7 1 (0.28%) Cyber Essentials PLUS
7 1 (0.28%) GCP
7 1 (0.28%) IFRS
7 1 (0.28%) IFRS 9
7 1 (0.28%) Solvency II
System Software
1 21 (5.85%) Docker
2 4 (1.11%) Hyper-V
3 3 (0.84%) Apache ZooKeeper
4 2 (0.56%) HDFS
5 1 (0.28%) Active Directory
5 1 (0.28%) Apache Flume
5 1 (0.28%) GridGain
Systems Management
1 6 (1.67%) Marathon
2 5 (1.39%) Opscode Chef
3 4 (1.11%) Systems Management Server (SMS)
4 3 (0.84%) Microsoft Intune
5 2 (0.56%) Puppet
6 1 (0.28%) Microsoft Data Protection Manager
6 1 (0.28%) Oozie
6 1 (0.28%) SCCM
6 1 (0.28%) Terraform
Vendors
1 97 (27.02%) Microsoft
2 57 (15.88%) Oracle
3 33 (9.19%) Tableau
4 20 (5.57%) Cognos
5 17 (4.74%) SAP
6 13 (3.62%) Informatica
6 13 (3.62%) Jaspersoft
7 8 (2.23%) IBM
8 7 (1.95%) Birst
8 7 (1.95%) Google
8 7 (1.95%) MicroStrategy
8 7 (1.95%) Salesforce.com
9 6 (1.67%) Murex
9 6 (1.67%) ServiceNow
9 6 (1.67%) Teradata
10 4 (1.11%) Cisco
10 4 (1.11%) Hortonworks
10 4 (1.11%) HP
10 4 (1.11%) Infor
10 4 (1.11%) Verint