The table below looks at the statistics for Data Transformation skills in IT jobs advertised for the England region. Included is a guide to the salaries offered in IT jobs that have cited Data Transformation over the 3 months to 31 July 2016 with a comparison to the same period over the previous 2 years.

3 months to
31 Jul 2016
Same period 2015 Same period 2014
Data Transformation
Rank 747 728 789
Rank change year-on-year
-19 +61
Permanent jobs citing Data Transformation 160 209 180
As % of all permanent IT jobs located in England 0.17% 0.20% 0.16%
As % of the Processes & Methodologies category 0.20% 0.23% 0.19%
Number of salaries quoted 106 161 149
Median salary £44,500 £49,000 £47,500
Median salary % change year-on-year
-9.18% +3.15%
90% offered a salary of more than £34,000 £31,500 £37,000
10% offered a salary of more than £73,750 £75,000 £70,000
UK excluding London median salary £42,500 £42,500 £42,500
Data Transformation
UK

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the England region.

Processes & Methodologies Category
England
Permanent IT job ads with a match in the
Processes & Methodologies category
80558 89124 93346
As % of all permanent IT jobs located in England 87.90% 87.14% 85.38%
Number of salaries quoted 68108 73846 75834
Median salary £50,000 £50,000 £49,500
Median salary % change year-on-year
- +1.01%
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £77,500 £72,500 £75,000
UK excluding London median salary £45,000 £44,000 £42,500
% change year-on-year
+2.27% +3.52%

Data Transformation
Jobs Demand Trend in England

The demand trend of job ads across the England region citing Data Transformation as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Data Transformation Jobs Demand Trend 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 across the England region.

Data Transformation Salary Trend in England

Data Transformation
Salary Histogram in England

This chart provides a salary histogram for IT jobs citing Data Transformation across the England region over the 3 months to 31 July 2016.

Data Transformation Salary Histogram 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 31 July 2016. 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
(Click see detailed
statistics and trends)
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 +9 66 £57,500 +9.52% 8
South East +10 41 £42,500 -5.55% 3
South West +10 13 £55,000 +4.76% 3
East of England +37 9 £25,750 -39.41%
North West +8 9 £37,500 -4.45% 2
Yorkshire +27 8 £37,500 -51.29%
West Midlands -13 3 £42,500 +70.00%
North East - 2 £37,900 -
East Midlands +6 1 £21,500 -
Data Transformation
UK

Data Transformation
Top 30 Related IT Skills in England

For the 6 months to 31 July 2016, 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.

1 182 (61.69%) SQL
2 142 (48.14%) ETL
3 134 (45.42%) Business Intelligence
3 134 (45.42%) SQL Server
4 104 (35.25%) Finance
5 98 (33.22%) SQL Server Integration Services
6 92 (31.19%) Data Warehouse
7 72 (24.41%) SQL Server Reporting Services
8 69 (23.39%) Agile Software Development
8 69 (23.39%) Data Modelling
9 66 (22.37%) Microsoft
10 65 (22.03%) SQL Server Analysis Services
11 62 (21.02%) Analytics
11 62 (21.02%) Data Management
12 57 (19.32%) T-SQL
12 57 (19.32%) Java
13 55 (18.64%) .NET
14 54 (18.31%) XML
15 53 (17.97%) Analytical Skills
16 51 (17.29%) Data Integration
17 47 (15.93%) Degree
17 47 (15.93%) Oracle
18 46 (15.59%) MS Excel
19 43 (14.58%) Relational Database
20 41 (13.90%) Performance Tuning
20 41 (13.90%) Data Analysis
21 40 (13.56%) C#
22 38 (12.88%) Scrum
23 35 (11.86%) Web Services
24 34 (11.53%) Big Data

Data Transformation
Top Related 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 8 (2.71%) Apache
1 8 (2.71%) Apache Spark
2 7 (2.37%) SAS
3 6 (2.03%) Oracle Service Bus
3 6 (2.03%) SharePoint
4 3 (1.02%) Apache Pig
4 3 (1.02%) Confluence
4 3 (1.02%) Mule
5 2 (0.68%) Mule ESB
6 1 (0.34%) BizTalk Server
6 1 (0.34%) CMS
6 1 (0.34%) Drupal
6 1 (0.34%) GlassFish
6 1 (0.34%) Tomcat
6 1 (0.34%) WebSphere
Applications
1 46 (15.59%) MS Excel
2 14 (4.75%) MS Office
3 4 (1.36%) MS Visio
4 3 (1.02%) MS Project
5 2 (0.68%) MS PowerPoint
Business Applications
1 12 (4.07%) SAP Oil and Gas
2 5 (1.69%) Summit
3 4 (1.36%) SAP MDM
4 2 (0.68%) Oracle Retail
4 2 (0.68%) SAP HCM
5 1 (0.34%) Oracle EBS
Cloud Services
1 15 (5.08%) Microsoft Azure
2 11 (3.73%) Amazon AWS
3 5 (1.69%) SaaS
4 3 (1.02%) Google Analytics
5 2 (0.68%) AWS Lambda
5 2 (0.68%) Google Cloud Platform
5 2 (0.68%) Office 365
6 1 (0.34%) Force.com
6 1 (0.34%) GitHub
Communications & Networking
1 12 (4.07%) SSH
2 4 (1.36%) FTP
3 2 (0.68%) Network Security
3 2 (0.68%) SAN
4 1 (0.34%) Internet
4 1 (0.34%) Intranet
Database & Business Intelligence
1 134 (45.42%) SQL Server
2 98 (33.22%) SQL Server Integration Services
3 92 (31.19%) Data Warehouse
4 72 (24.41%) SQL Server Reporting Services
5 65 (22.03%) SQL Server Analysis Services
6 43 (14.58%) Relational Database
7 34 (11.53%) Big Data
8 31 (10.51%) QlikView
9 27 (9.15%) SQL Server 2012
10 23 (7.80%) SQL Server 2014
11 21 (7.12%) NoSQL
12 18 (6.10%) Hadoop
12 18 (6.10%) MySQL
13 17 (5.76%) Oracle Database
14 16 (5.42%) Microsoft Analysis Services
14 16 (5.42%) OLTP
15 15 (5.08%) DB2
15 15 (5.08%) OLAP
16 13 (4.41%) Oracle ODI
17 12 (4.07%) OLAP Cube
Development Applications
1 19 (6.44%) Git (software)
2 16 (5.42%) JIRA
3 15 (5.08%) SQL Server Management Studio (SSMS)
3 15 (5.08%) Team Foundation Server
4 12 (4.07%) Zephyr
5 9 (3.05%) Maven
6 8 (2.71%) Jenkins
7 6 (2.03%) Atlassian Bamboo
7 6 (2.03%) Cucumber
7 6 (2.03%) Visual Studio
8 4 (1.36%) Talend Open Studio
9 3 (1.02%) Vagrant
10 2 (0.68%) Hudson
10 2 (0.68%) MSTest
10 2 (0.68%) SpecFlow
10 2 (0.68%) Visual Studio Team System
11 1 (0.34%) CruiseControl
11 1 (0.34%) git-flow
General
1 104 (35.25%) Finance
2 29 (9.83%) Telecoms
3 27 (9.15%) Banking
4 21 (7.12%) Marketing
5 13 (4.41%) Manufacturing
6 12 (4.07%) Electronics
7 10 (3.39%) Legal
8 8 (2.71%) Back Office
8 8 (2.71%) Law
8 8 (2.71%) Publishing
9 6 (2.03%) Retail
10 5 (1.69%) Investment Banking
11 4 (1.36%) General Ledger
12 3 (1.02%) Games
13 2 (0.68%) Billing
14 1 (0.34%) Financial Institution
14 1 (0.34%) Pharmaceutical
Job Titles
1 125 (42.37%) Developer
2 54 (18.31%) SQL Developer
3 35 (11.86%) Business Intelligence Developer
4 32 (10.85%) Analyst
5 30 (10.17%) Architect
6 26 (8.81%) Consultant
6 26 (8.81%) ETL Developer
6 26 (8.81%) SSIS Developer
7 25 (8.47%) SSRS Developer
8 22 (7.46%) SQL Server Developer
9 19 (6.44%) SQL BI Developer
10 17 (5.76%) Senior Developer
11 15 (5.08%) Database Developer
11 15 (5.08%) Junior
12 14 (4.75%) DBA
12 14 (4.75%) SQL DBA
13 13 (4.41%) Data Architect
13 13 (4.41%) Solutions Architect
13 13 (4.41%) SQL Server DBA
14 12 (4.07%) Senior SQL Developer
Libraries, Frameworks & Software Standards
1 55 (18.64%) .NET
2 54 (18.31%) XML
3 35 (11.86%) Web Services
4 26 (8.81%) ASP.NET
5 24 (8.14%) SOAP
6 23 (7.80%) REST
7 15 (5.08%) Middleware
8 12 (4.07%) Gherkin
8 12 (4.07%) JSON
9 11 (3.73%) Oracle GoldenGate
9 11 (3.73%) XSLT
10 7 (2.37%) .NET Framework
10 7 (2.37%) JMS
11 6 (2.03%) EDI
11 6 (2.03%) HTML
11 6 (2.03%) XML Schema
12 5 (1.69%) SAML
12 5 (1.69%) Spring
13 3 (1.02%) Lucene
13 3 (1.02%) XSL
Miscellaneous
1 53 (17.97%) Analytical Skills
2 51 (17.29%) Data Integration
3 27 (9.15%) Enterprise Software
3 27 (9.15%) Visualisation
4 20 (6.78%) Management Information System
5 18 (6.10%) Computer Science
6 14 (4.75%) Fintech
7 12 (4.07%) Replication
8 9 (3.05%) Data Centre
9 8 (2.71%) Data Structures
9 8 (2.71%) iPad
9 8 (2.71%) Mathematics
10 7 (2.37%) NHS
10 7 (2.37%) Reinsurance
10 7 (2.37%) User Experience
11 6 (2.03%) Client/Server
11 6 (2.03%) Equities
11 6 (2.03%) Statistics
12 5 (1.69%) Reference Data
13 3 (1.02%) Equity Derivative
Operating Systems
1 23 (7.80%) Linux
2 6 (2.03%) Unix
2 6 (2.03%) Windows
3 4 (1.36%) Windows Server
4 3 (1.02%) Windows Server 2012
5 1 (0.34%) Windows 10
5 1 (0.34%) Windows 7
5 1 (0.34%) Windows Server 2003
Processes & Methodologies
1 142 (48.14%) ETL
2 134 (45.42%) Business Intelligence
3 69 (23.39%) Agile Software Development
3 69 (23.39%) Data Modelling
4 62 (21.02%) Analytics
4 62 (21.02%) Data Management
5 41 (13.90%) Data Analysis
5 41 (13.90%) Performance Tuning
6 38 (12.88%) Scrum
7 28 (9.49%) Data Governance
7 28 (9.49%) Migration
8 24 (8.14%) Mentoring
9 23 (7.80%) ETL Development
10 22 (7.46%) CRM
10 22 (7.46%) Data Analytics
10 22 (7.46%) SDLC
10 22 (7.46%) SOA
11 20 (6.78%) Master Data Management
11 20 (6.78%) Project Management
12 19 (6.44%) Business Analysis
Programming Languages
1 182 (61.69%) SQL
2 57 (19.32%) Java
2 57 (19.32%) T-SQL
3 40 (13.56%) C#
4 25 (8.47%) JavaScript
5 21 (7.12%) Python
6 18 (6.10%) PL/SQL
7 12 (4.07%) R
8 9 (3.05%) PHP
9 7 (2.37%) Ruby
10 6 (2.03%) VB
10 6 (2.03%) XQuery
11 5 (1.69%) PowerShell
12 4 (1.36%) VBA
13 3 (1.02%) C++
13 3 (1.02%) Scala
14 2 (0.68%) ABAP
14 2 (0.68%) C
14 2 (0.68%) VB.NET
15 1 (0.34%) Shell Script
Qualifications
1 47 (15.93%) Degree
2 12 (4.07%) ISEB
2 12 (4.07%) ISTQB
3 6 (2.03%) Security Cleared
4 3 (1.02%) PhD
5 2 (0.68%) APMP
5 2 (0.68%) BPSS Clearance
5 2 (0.68%) CTC Cleared
5 2 (0.68%) DV Cleared
5 2 (0.68%) MBA
5 2 (0.68%) PMI Certification
5 2 (0.68%) SC Cleared
6 1 (0.34%) ITIL Foundation Certificate
6 1 (0.34%) Microsoft Certification
Quality Assurance & Compliance
1 33 (11.19%) Data Quality
2 16 (5.42%) QA
3 4 (1.36%) IAS 39
4 2 (0.68%) HL7
4 2 (0.68%) ISO20022
4 2 (0.68%) MiFID
System Software
1 10 (3.39%) Active Directory
2 6 (2.03%) HDFS
3 4 (1.36%) Docker
4 3 (1.02%) Virtual Machines
4 3 (1.02%) VirtualBox
5 1 (0.34%) Apache Flume
5 1 (0.34%) Apache ZooKeeper
5 1 (0.34%) Oracle RAC
5 1 (0.34%) VMware Infrastructure
5 1 (0.34%) vSphere
5 1 (0.34%) Xen
Systems Management
1 3 (1.02%) Ambari
2 2 (0.68%) HP Quality Center
3 1 (0.34%) CA Single Sign-On
3 1 (0.34%) Cobbler
3 1 (0.34%) DBAmp
3 1 (0.34%) Oozie
3 1 (0.34%) Opscode Chef
3 1 (0.34%) Puppet
3 1 (0.34%) Xymon
Vendors
1 66 (22.37%) Microsoft
2 47 (15.93%) Oracle
3 34 (11.53%) SAP
4 23 (7.80%) Tableau
5 13 (4.41%) HP
6 11 (3.73%) Informatica
7 10 (3.39%) Alteryx
8 9 (3.05%) Salesforce.com
9 8 (2.71%) Siebel
10 7 (2.37%) Avaya
10 7 (2.37%) Genesys
10 7 (2.37%) iManage
10 7 (2.37%) Jaspersoft
11 6 (2.03%) Hortonworks
11 6 (2.03%) IBM
11 6 (2.03%) WorldPay
12 5 (1.69%) Cognos
12 5 (1.69%) Google
12 5 (1.69%) Sybase
13 4 (1.36%) Netezza
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