The table below looks at the statistics for Data Transformation skills in IT jobs advertised for the London region. Included is a guide to the salaries offered in IT jobs that have cited Data Transformation over the 3 months to 30 August 2016 with a comparison to the same period over the previous 2 years.

3 months to
30 Aug 2016
Same period 2015 Same period 2014
Data Transformation
Rank 550 571 594
Rank change year-on-year
+21 +23
Permanent jobs citing Data Transformation 68 89 79
As % of all permanent IT jobs located in London 0.17% 0.21% 0.17%
As % of the Processes & Methodologies category 0.19% 0.23% 0.20%
Number of salaries quoted 42 65 67
Median salary £68,750 £57,500 £52,500
Median salary % change year-on-year
+19.56% +9.52%
90% offered a salary of more than £50,000 £43,500 £40,000
10% offered a salary of more than £84,500 £77,500 £70,000
UK excluding London median salary £42,500 £43,000 £40,000
% change year-on-year
-1.16% +7.50%
Data Transformation
England

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

Processes & Methodologies Category
London
Permanent IT job ads with a match in the
Processes & Methodologies category
35199 38278 40360
As % of all permanent IT jobs located in London 89.84% 88.26% 87.04%
Number of salaries quoted 30501 32260 33268
Median salary £60,000 £58,000 £55,000
Median salary % change year-on-year
+3.44% +5.45%
90% offered a salary of more than £40,000 £37,500 £37,500
10% offered a salary of more than £85,000 £80,000 £85,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Data Transformation
Jobs Demand Trend in London

The demand trend of job ads across the London 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 London

Data Transformation
Salary Trend in London

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Transformation across the London region.

Data Transformation Salary Trend in London

Data Transformation
Salary Histogram in London

This chart provides a salary histogram for IT jobs citing Data Transformation across the London region over the 3 months to 30 August 2016.

Data Transformation Salary Histogram in London

Data Transformation
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Transformation within the London region over the 3 months to 30 August 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
City of London +19 14 £62,750 +9.13% 4
Croydon - 1 - -
Data Transformation
England

Data Transformation
Top 30 Related IT Skills in London

For the 6 months to 30 August 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 London region with a requirement for Data Transformation.

1 77 (55.40%) ETL
2 75 (53.96%) SQL
3 55 (39.57%) Business Intelligence
4 50 (35.97%) Data Warehouse
5 49 (35.25%) SQL Server
6 47 (33.81%) Finance
7 43 (30.94%) Oracle
8 41 (29.50%) Analytics
9 39 (28.06%) Relational Database
10 38 (27.34%) Java
11 37 (26.62%) Agile Software Development
12 35 (25.18%) SQL Server Integration Services
12 35 (25.18%) Data Modelling
13 34 (24.46%) Performance Tuning
14 31 (22.30%) Analytical Skills
15 30 (21.58%) Banking
15 30 (21.58%) SQL Server Reporting Services
16 28 (20.14%) MS Excel
17 27 (19.42%) XML
17 27 (19.42%) Data Integration
18 26 (18.71%) Microsoft
18 26 (18.71%) Big Data
19 25 (17.99%) QlikView
20 24 (17.27%) Data Management
21 21 (15.11%) Web Services
21 21 (15.11%) ETL Development
22 20 (14.39%) C#
22 20 (14.39%) .NET
22 20 (14.39%) SQL Server Analysis Services
23 19 (13.67%) Data Analysis

Data Transformation
Top Related IT Skills in London 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 7 (5.04%) Apache
1 7 (5.04%) Oracle Service Bus
2 5 (3.60%) Apache Spark
3 3 (2.16%) Mule
3 3 (2.16%) Mule ESB
4 1 (0.72%) Apache Pig
4 1 (0.72%) CMS
4 1 (0.72%) Drupal
4 1 (0.72%) GlassFish
4 1 (0.72%) Tomcat
Applications
1 28 (20.14%) MS Excel
2 3 (2.16%) MS Visio
3 2 (1.44%) MS Office
4 1 (0.72%) MS PowerPoint
4 1 (0.72%) MS Project
Business Applications
1 7 (5.04%) Oracle Retail
2 5 (3.60%) Summit
3 1 (0.72%) Oracle EBS
Cloud Services
1 10 (7.19%) Microsoft Azure
2 8 (5.76%) Amazon AWS
3 3 (2.16%) Google Analytics
4 2 (1.44%) AWS Lambda
4 2 (1.44%) Google Cloud Platform
4 2 (1.44%) IBM Cloud
4 2 (1.44%) SaaS
5 1 (0.72%) Force.com
5 1 (0.72%) GitHub
Communications & Networking
1 5 (3.60%) FTP
2 1 (0.72%) Internet
Database & Business Intelligence
1 50 (35.97%) Data Warehouse
2 49 (35.25%) SQL Server
3 39 (28.06%) Relational Database
4 35 (25.18%) SQL Server Integration Services
5 30 (21.58%) SQL Server Reporting Services
6 26 (18.71%) Big Data
7 25 (17.99%) QlikView
8 20 (14.39%) SQL Server Analysis Services
9 14 (10.07%) Oracle Database
10 13 (9.35%) Microsoft Analysis Services
10 13 (9.35%) MySQL
10 13 (9.35%) OLAP
11 12 (8.63%) OLTP
11 12 (8.63%) Pentaho
12 11 (7.91%) Oracle ODI
12 11 (7.91%) Oracle OLAP
13 10 (7.19%) DB2
13 10 (7.19%) NoSQL
13 10 (7.19%) OLAP Cube
13 10 (7.19%) Qlik Sense
Development Applications
1 5 (3.60%) Git (software)
1 5 (3.60%) JIRA
1 5 (3.60%) SQL Server Management Studio (SSMS)
2 4 (2.88%) Talend Open Studio
2 4 (2.88%) Visual Studio
3 2 (1.44%) Maven
3 2 (1.44%) MSTest
3 2 (1.44%) SpecFlow
3 2 (1.44%) Team Foundation Server
3 2 (1.44%) Vagrant
4 1 (0.72%) CruiseControl
4 1 (0.72%) Hudson
4 1 (0.72%) Jenkins
General
1 47 (33.81%) Finance
2 30 (21.58%) Banking
3 16 (11.51%) Retail
4 15 (10.79%) Telecoms
5 9 (6.47%) Marketing
6 8 (5.76%) Investment Banking
7 7 (5.04%) Publishing
8 4 (2.88%) Advertising
9 2 (1.44%) Back Office
9 2 (1.44%) Games
9 2 (1.44%) General Ledger
10 1 (0.72%) Financial Institution
10 1 (0.72%) Front Office
10 1 (0.72%) Legal
Job Titles
1 61 (43.88%) Developer
2 25 (17.99%) ETL Developer
3 21 (15.11%) Architect
3 21 (15.11%) Consultant
3 21 (15.11%) SSIS Developer
4 19 (13.67%) SQL Developer
4 19 (13.67%) SSRS Developer
5 15 (10.79%) Analyst
6 14 (10.07%) Business Intelligence Developer
6 14 (10.07%) Solutions Architect
7 11 (7.91%) Oracle Developer
7 11 (7.91%) SQL BI Developer
8 9 (6.47%) Business Intelligence Consultant
8 9 (6.47%) Data Warehouse Developer
8 9 (6.47%) Principal Consultant
9 8 (5.76%) Business Analyst
9 8 (5.76%) Business Intelligence Lead
9 8 (5.76%) Data Consultant
10 7 (5.04%) Supply Chain Architect
10 7 (5.04%) T-SQL Developer
Libraries, Frameworks & Software Standards
1 27 (19.42%) XML
2 21 (15.11%) Web Services
3 20 (14.39%) .NET
4 13 (9.35%) Middleware
5 10 (7.19%) Oracle GoldenGate
6 7 (5.04%) JMS
6 7 (5.04%) XML Schema
6 7 (5.04%) XSLT
7 6 (4.32%) REST
7 6 (4.32%) SOAP
8 5 (3.60%) CSS
8 5 (3.60%) Spring
9 4 (2.88%) Haml
9 4 (2.88%) HTML
9 4 (2.88%) Sass
10 3 (2.16%) ASP.NET
10 3 (2.16%) Kafka
11 2 (1.44%) ActiveMQ
11 2 (1.44%) Drools
11 2 (1.44%) Lucene
Miscellaneous
1 31 (22.30%) Analytical Skills
2 27 (19.42%) Data Integration
3 16 (11.51%) Enterprise Software
4 15 (10.79%) Visualisation
5 13 (9.35%) Computer Science
6 10 (7.19%) Fintech
6 10 (7.19%) Replication
7 6 (4.32%) Equities
8 5 (3.60%) Mathematics
8 5 (3.60%) NHS
8 5 (3.60%) Statistics
8 5 (3.60%) User Experience
9 4 (2.88%) Reference Data
10 3 (2.16%) Economics
10 3 (2.16%) Equity Derivative
10 3 (2.16%) Fixed Income
11 2 (1.44%) Derivative
11 2 (1.44%) Management Information System
11 2 (1.44%) Market Risk
11 2 (1.44%) Online Games
Operating Systems
1 5 (3.60%) Linux
2 2 (1.44%) Unix
Processes & Methodologies
1 77 (55.40%) ETL
2 55 (39.57%) Business Intelligence
3 41 (29.50%) Analytics
4 37 (26.62%) Agile Software Development
5 35 (25.18%) Data Modelling
6 34 (24.46%) Performance Tuning
7 24 (17.27%) Data Management
8 21 (15.11%) ETL Development
9 19 (13.67%) CRM
9 19 (13.67%) Data Analysis
9 19 (13.67%) SOA
10 15 (10.79%) Kimball Methodology
11 14 (10.07%) Database Tuning
12 13 (9.35%) Dimensional Modelling
12 13 (9.35%) TOGAF
13 11 (7.91%) Data Analytics
13 11 (7.91%) Data Mapping
13 11 (7.91%) Information Management
13 11 (7.91%) Master Data Management
13 11 (7.91%) Project Management
Programming Languages
1 75 (53.96%) SQL
2 38 (27.34%) Java
3 20 (14.39%) C#
4 17 (12.23%) JavaScript
5 15 (10.79%) PL/SQL
5 15 (10.79%) T-SQL
6 14 (10.07%) Python
7 9 (6.47%) R
8 7 (5.04%) PHP
8 7 (5.04%) XQuery
9 6 (4.32%) Scala
10 5 (3.60%) Ruby
11 4 (2.88%) Elixir
11 4 (2.88%) GraphQL
11 4 (2.88%) JSX
12 2 (1.44%) VB
12 2 (1.44%) VB.NET
12 2 (1.44%) VBA
13 1 (0.72%) Perl
13 1 (0.72%) VBScript
Qualifications
1 18 (12.95%) Degree
2 2 (1.44%) PhD
Quality Assurance & Compliance
1 7 (5.04%) QA
2 5 (3.60%) Data Quality
3 4 (2.88%) MiFID
4 2 (1.44%) ISO20022
System Software
1 2 (1.44%) Docker
1 2 (1.44%) Virtual Machines
1 2 (1.44%) VirtualBox
2 1 (0.72%) Apache Flume
2 1 (0.72%) HDFS
2 1 (0.72%) Oracle RAC
2 1 (0.72%) VMware Infrastructure
2 1 (0.72%) vSphere
2 1 (0.72%) Xen
Systems Management
1 2 (1.44%) HP Quality Center
2 1 (0.72%) Ambari
2 1 (0.72%) CA Single Sign-On
2 1 (0.72%) Cobbler
2 1 (0.72%) DBAmp
2 1 (0.72%) Oozie
2 1 (0.72%) Opscode Chef
2 1 (0.72%) Puppet
2 1 (0.72%) Xymon
Vendors
1 43 (30.94%) Oracle
2 26 (18.71%) Microsoft
3 19 (13.67%) Tableau
4 13 (9.35%) Alteryx
5 9 (6.47%) IBM
6 8 (5.76%) Informatica
6 8 (5.76%) Salesforce.com
7 7 (5.04%) Avaya
7 7 (5.04%) Genesys
7 7 (5.04%) Siebel
8 6 (4.32%) ATG
8 6 (4.32%) IBM Sterling
8 6 (4.32%) Jaspersoft
9 5 (3.60%) Google
10 4 (2.88%) Cognos
10 4 (2.88%) Facebook
10 4 (2.88%) Talend
10 4 (2.88%) Twitter
11 3 (2.16%) Cognizant
11 3 (2.16%) TIBCO
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