The table below looks at the statistics for Data Transformation skills in IT jobs advertised across the UK. Included is a guide to the salaries offered in IT jobs that have cited Data Transformation over the 3 months to 25 June 2016 with a comparison to the same period over the previous 2 years.

3 months to
25 Jun 2016
Same period 2015 Same period 2014
Data Transformation
Rank 746 745 804
Rank change year-on-year
-1 +59
Permanent jobs citing Data Transformation 175 219 208
As % of all permanent IT jobs located in the UK 0.18% 0.20% 0.17%
As % of the Processes & Methodologies category 0.21% 0.23% 0.20%
Number of salaries quoted 132 176 187
Median salary £47,500 £47,500 £50,000
Median salary % change year-on-year
- -5.00%
90% offered a salary of more than £30,000 £30,000 £36,900
10% offered a salary of more than £70,000 £70,000 £70,000
UK excluding London median salary £42,500 £42,500 £45,000
% change year-on-year
- -5.55%

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

Processes & Methodologies Category
UK
Permanent IT job ads with a match in the
Processes & Methodologies category
85300 96063 103309
As % of all permanent IT jobs located in the UK 87.87% 86.80% 85.46%
Number of salaries quoted 71291 78493 83654
Median salary £50,000 £50,000 £48,000
Median salary % change year-on-year
- +4.16%
90% offered a salary of more than £32,500 £32,000 £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

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

Data Transformation Jobs Demand Trend 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 within the UK.

Data Transformation Salary Trend in the UK

Data Transformation
Salary Histogram

This chart provides a salary histogram for IT jobs citing Data Transformation over the 3 months to 25 June 2016 within the UK.

Data Transformation Salary Histogram in the UK

Data Transformation
Top 30 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 3 months to 25 June 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
England +7 153 £45,000 -8.16% 17
London +15 72 £50,000 -16.66% 6
South East +26 29 £42,500 -10.52% 5
South West +24 14 £50,000 +19.04% 2
Wales +17 13 £50,000 +76.99%
South Wales +13 13 £50,000 +76.99%
Cardiff +10 13 £50,000 +76.99%
East of England +37 11 £24,000 -40.00%
City of London +26 10 £50,000 -4.76% 3
Scotland +9 8 £70,000 +80.64% 1
Gloucestershire +4 8 £50,000 +58.73% 2
West Midlands -32 8 £27,000 +8.00%
Birmingham - 8 £27,000 -
Hampshire - 8 £42,500 - 2
North West +20 7 £37,500 -16.66% 1
Winchester - 7 £42,500 - 1
Leeds +24 6 £37,500 +23.17% 1
Yorkshire +24 6 £37,500 +7.91% 1
Edinburgh +15 6 £68,750 +52.77% 1
West Yorkshire +9 6 £37,500 +7.91% 1
Manchester +6 6 £37,500 -16.66%
Cambridgeshire +5 6 £28,250 -17.61%
Crawley - 6 £39,250 -
West Sussex - 6 £39,250 -
Bristol - 6 £53,750 -
Oxfordshire -7 5 £70,000 - 1
Surrey +23 3 £45,000 +5.88%
Essex +12 3 £24,000 -
Cambridge +4 3 - -
Glasgow -9 3 £70,000 +115.38%

Data Transformation
Top 30 Related IT Skills

For the 6 months to 25 June 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 with a requirement for Data Transformation.

1 209 (59.38%) SQL
2 150 (42.61%) ETL
3 142 (40.34%) Business Intelligence
4 131 (37.22%) SQL Server
5 126 (35.80%) Finance
6 114 (32.39%) SQL Server Integration Services
7 107 (30.40%) Data Warehouse
8 95 (26.99%) Data Modelling
9 79 (22.44%) SQL Server Reporting Services
10 77 (21.88%) Microsoft
10 77 (21.88%) Agile Software Development
10 77 (21.88%) Analytical Skills
11 75 (21.31%) Java
12 74 (21.02%) Analytics
13 69 (19.60%) Data Analysis
14 64 (18.18%) Migration
15 61 (17.33%) Oracle
15 61 (17.33%) Degree
15 61 (17.33%) SQL Server Analysis Services
16 60 (17.05%) MS Excel
16 60 (17.05%) Data Management
17 58 (16.48%) XML
18 54 (15.34%) .NET
19 51 (14.49%) Data Integration
20 49 (13.92%) Big Data
20 49 (13.92%) Performance Tuning
21 48 (13.64%) C#
22 47 (13.35%) T-SQL
22 47 (13.35%) Relational Database
23 43 (12.22%) Data Migration

Data Transformation
Top Related 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 16 (4.55%) Apache Spark
2 14 (3.98%) Apache
3 11 (3.13%) SAS
4 8 (2.27%) Confluence
5 7 (1.99%) Mule
5 7 (1.99%) WebSphere
6 6 (1.70%) SharePoint
7 4 (1.14%) Apache Pig
8 3 (0.85%) BizTalk Server
8 3 (0.85%) Tomcat
9 2 (0.57%) Apache Solr
9 2 (0.57%) Elasticsearch
10 1 (0.28%) GlassFish
10 1 (0.28%) Oracle Service Bus
Applications
1 60 (17.05%) MS Excel
2 23 (6.53%) MS Office
3 8 (2.27%) MS Visio
4 3 (0.85%) MS Project
5 2 (0.57%) MS PowerPoint
6 1 (0.28%) SPSS
Business Applications
1 10 (2.84%) SAP Oil and Gas
2 5 (1.42%) SAP HCM
3 4 (1.14%) SAP MDM
4 3 (0.85%) SAP HR
4 3 (0.85%) SAP Payroll
5 2 (0.57%) Summit
6 1 (0.28%) Oracle EBS
6 1 (0.28%) Oracle Retail
Cloud Services
1 18 (5.11%) Amazon AWS
2 13 (3.69%) SaaS
3 8 (2.27%) Google Cloud Platform
4 7 (1.99%) Amazon EC2
4 7 (1.99%) Microsoft Azure
5 6 (1.70%) Amazon S3
5 6 (1.70%) GitHub
5 6 (1.70%) PaaS
6 2 (0.57%) AWS Lambda
6 2 (0.57%) Google Analytics
6 2 (0.57%) Office 365
7 1 (0.28%) Amazon Kinesis
Communications & Networking
1 10 (2.84%) SSH
2 3 (0.85%) Internet
3 2 (0.57%) LDAP
3 2 (0.57%) Network Security
4 1 (0.28%) FTP
4 1 (0.28%) Intranet
4 1 (0.28%) SAN
Database & Business Intelligence
1 131 (37.22%) SQL Server
2 114 (32.39%) SQL Server Integration Services
3 107 (30.40%) Data Warehouse
4 79 (22.44%) SQL Server Reporting Services
5 61 (17.33%) SQL Server Analysis Services
6 49 (13.92%) Big Data
7 47 (13.35%) Relational Database
8 33 (9.38%) Hadoop
9 31 (8.81%) NoSQL
9 31 (8.81%) SQL Server 2012
10 25 (7.10%) QlikView
11 24 (6.82%) SQL Server 2008
12 21 (5.97%) DB2
12 21 (5.97%) MySQL
13 20 (5.68%) Apache Hive
14 19 (5.40%) Microsoft Analysis Services
15 18 (5.11%) Oracle Database
16 17 (4.83%) OLAP
16 17 (4.83%) OLTP
16 17 (4.83%) SQL Server 2014
Development Applications
1 24 (6.82%) Git (software)
2 16 (4.55%) Jenkins
2 16 (4.55%) Maven
3 15 (4.26%) SQL Server Management Studio (SSMS)
3 15 (4.26%) Team Foundation Server
4 14 (3.98%) JIRA
5 10 (2.84%) Zephyr
6 9 (2.56%) Visual Studio
7 8 (2.27%) Hudson
8 7 (1.99%) git-flow
8 7 (1.99%) Talend Open Studio
9 5 (1.42%) Atlassian Bamboo
9 5 (1.42%) Cucumber
10 3 (0.85%) LSMW
10 3 (0.85%) Vagrant
11 2 (0.57%) MSTest
11 2 (0.57%) SpecFlow
11 2 (0.57%) Visual Studio Team System
12 1 (0.28%) CruiseControl
General
1 126 (35.80%) Finance
2 39 (11.08%) Banking
3 27 (7.67%) Telecoms
4 19 (5.40%) Marketing
5 11 (3.13%) Manufacturing
6 10 (2.84%) Electronics
7 9 (2.56%) Back Office
8 8 (2.27%) Law
8 8 (2.27%) Legal
8 8 (2.27%) Publishing
9 7 (1.99%) General Ledger
9 7 (1.99%) Investment Banking
10 6 (1.70%) Retail
11 5 (1.42%) Billing
11 5 (1.42%) Games
12 3 (0.85%) Pharmaceutical
13 2 (0.57%) Advertising
14 1 (0.28%) Financial Institution
Job Titles
1 135 (38.35%) Developer
2 51 (14.49%) Analyst
3 47 (13.35%) SQL Developer
4 39 (11.08%) Consultant
5 37 (10.51%) Business Intelligence Developer
6 29 (8.24%) SSIS Developer
7 28 (7.95%) Data Engineer
7 28 (7.95%) ETL Developer
8 27 (7.67%) SSRS Developer
9 24 (6.82%) Architect
9 24 (6.82%) Senior Developer
10 16 (4.55%) DBA
10 16 (4.55%) Java Developer
10 16 (4.55%) SQL BI Developer
10 16 (4.55%) SQL DBA
10 16 (4.55%) SQL Server Developer
11 15 (4.26%) Business Intelligence Consultant
11 15 (4.26%) Java Engineer
12 14 (3.98%) Data Migration Engineer
12 14 (3.98%) Migration Engineer
Libraries, Frameworks & Software Standards
1 58 (16.48%) XML
2 54 (15.34%) .NET
3 36 (10.23%) Web Services
4 28 (7.95%) SOAP
5 25 (7.10%) ASP.NET
6 23 (6.53%) REST
7 21 (5.97%) Middleware
8 18 (5.11%) JSON
9 15 (4.26%) EDI
10 12 (3.41%) Oracle GoldenGate
11 11 (3.13%) HTML
12 10 (2.84%) Gherkin
13 8 (2.27%) JMS
14 7 (1.99%) .NET Framework
14 7 (1.99%) Apache Avro
14 7 (1.99%) Apache Camel
14 7 (1.99%) Kafka
14 7 (1.99%) Protocol Buffers
14 7 (1.99%) SAML
14 7 (1.99%) ZeroMQ
Miscellaneous
1 77 (21.88%) Analytical Skills
2 51 (14.49%) Data Integration
3 32 (9.09%) Visualisation
4 21 (5.97%) Enterprise Software
4 21 (5.97%) Management Information System
5 19 (5.40%) Fintech
5 19 (5.40%) Replication
6 15 (4.26%) Computer Science
7 12 (3.41%) Mathematics
8 9 (2.56%) Data Structures
9 8 (2.27%) Data Centre
9 8 (2.27%) Equities
9 8 (2.27%) Wiki
10 7 (1.99%) Algorithms
11 5 (1.42%) Client/Server
11 5 (1.42%) iPad
11 5 (1.42%) Online Games
11 5 (1.42%) Reference Data
11 5 (1.42%) Statistics
11 5 (1.42%) Taxonomies
Operating Systems
1 30 (8.52%) Linux
2 11 (3.13%) Unix
2 11 (3.13%) Windows
3 4 (1.14%) Windows Server
4 2 (0.57%) Windows Server 2012
5 1 (0.28%) Windows 10
5 1 (0.28%) Windows 7
Processes & Methodologies
1 150 (42.61%) ETL
2 142 (40.34%) Business Intelligence
3 95 (26.99%) Data Modelling
4 77 (21.88%) Agile Software Development
5 74 (21.02%) Analytics
6 69 (19.60%) Data Analysis
7 64 (18.18%) Migration
8 60 (17.05%) Data Management
9 49 (13.92%) Performance Tuning
10 43 (12.22%) Data Migration
11 37 (10.51%) Scrum
12 34 (9.66%) SDLC
13 28 (7.95%) Data Analytics
14 27 (7.67%) Data Mapping
14 27 (7.67%) Dimensional Modelling
14 27 (7.67%) ETL Development
15 26 (7.39%) Software Engineering
16 25 (7.10%) Data Governance
17 24 (6.82%) CRM
17 24 (6.82%) SOA
Programming Languages
1 209 (59.38%) SQL
2 75 (21.31%) Java
3 48 (13.64%) C#
4 47 (13.35%) T-SQL
5 33 (9.38%) Python
6 27 (7.67%) JavaScript
7 19 (5.40%) PL/SQL
8 10 (2.84%) R
9 7 (1.99%) PHP
9 7 (1.99%) VBA
10 6 (1.70%) Ruby
10 6 (1.70%) Scala
10 6 (1.70%) VB
11 5 (1.42%) ABAP
11 5 (1.42%) PowerShell
12 3 (0.85%) C
12 3 (0.85%) Perl
13 2 (0.57%) SPARQL
14 1 (0.28%) Groovy
14 1 (0.28%) SAS Macro
Qualifications
1 61 (17.33%) Degree
2 12 (3.41%) ISEB
3 10 (2.84%) ISTQB
3 10 (2.84%) Security Cleared
4 7 (1.99%) PhD
5 6 (1.70%) MCITP
5 6 (1.70%) Microsoft Certification
6 2 (0.57%) APMP
6 2 (0.57%) BPSS Clearance
6 2 (0.57%) CTC Cleared
6 2 (0.57%) DV Cleared
6 2 (0.57%) HND
6 2 (0.57%) MBA
6 2 (0.57%) PMI Certification
6 2 (0.57%) SC Cleared
7 1 (0.28%) ITIL Foundation Certificate
Quality Assurance & Compliance
1 33 (9.38%) Data Quality
2 20 (5.68%) QA
3 8 (2.27%) IAS 39
4 2 (0.57%) HL7
4 2 (0.57%) MiFID
5 1 (0.28%) ISO20022
System Software
1 12 (3.41%) HDFS
2 10 (2.84%) Docker
3 7 (1.99%) Active Directory
4 5 (1.42%) Apache Flume
5 3 (0.85%) Virtual Machines
5 3 (0.85%) VirtualBox
6 1 (0.28%) Apache ZooKeeper
6 1 (0.28%) Oracle RAC
6 1 (0.28%) VMware Infrastructure
6 1 (0.28%) vSphere
6 1 (0.28%) Xen
Systems Management
1 5 (1.42%) Puppet
2 4 (1.14%) Ambari
3 2 (0.57%) HP Quality Center
3 2 (0.57%) Oracle Enterprise Manager
4 1 (0.28%) CA Single Sign-On
4 1 (0.28%) Cobbler
4 1 (0.28%) Oozie
4 1 (0.28%) Opscode Chef
4 1 (0.28%) Xymon
Vendors
1 77 (21.88%) Microsoft
2 61 (17.33%) Oracle
3 31 (8.81%) SAP
4 20 (5.68%) Informatica
5 19 (5.40%) Tableau
6 15 (4.26%) Hortonworks
7 13 (3.69%) Siebel
8 12 (3.41%) Sybase
8 12 (3.41%) WorldPay
9 10 (2.84%) Google
9 10 (2.84%) HP
9 10 (2.84%) Netezza
10 9 (2.56%) Cloudera
10 9 (2.56%) IBM
11 8 (2.27%) Ab Initio
11 8 (2.27%) Cognos
11 8 (2.27%) Hyperion
12 7 (1.99%) Talend
12 7 (1.99%) webMethods
12 7 (1.99%) WSO2
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