The table below looks at the statistics for Data Transformation skills in IT contracts advertised for the England region. Included is a guide to the contractor rates offered in IT contracts that have cited Data Transformation over the 3 months to 16 January 2017 with a comparison to the same period over the previous 2 years.

Note that daily contractor rates and hourly contractor rates are treated separately. When calculating average contractor rates, daily rates are not derived from quoted hourly rates or vice versa.

3 months to
16 Jan 2017
Same period 2016 Same period 2015
Data Transformation
UK / England
Rank 444 495 485
Rank change year-on-year
+51 -10
Contract jobs citing Data Transformation 131 95 112
As % of all contract IT jobs located in England 0.32% 0.21% 0.24%
As % of the Processes & Methodologies category 0.38% 0.25% 0.31%
Number of daily rates quoted 91 52 75
Median daily rate £495 £450 £450
Median daily rate % change year-on-year
+10.00% -
90% offered a daily rate of more than £351 £256 £350
10% offered a daily rate of more than £650 £621 £765
UK excluding London median daily rate £450 £429 £400
% change year-on-year
+4.95% +7.18%
Number of hourly rates quoted 1 2 4
Median hourly rate £38.75 £23.75 £31.20
Median hourly rate % change year-on-year
+63.15% -23.87%
UK excluding London median hourly rate £38.75 - £28.25

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

Processes & Methodologies Category
England
Contract IT job ads with a match in the
Processes & Methodologies category
34196 37462 36478
As % of all contract IT jobs located in England 82.46% 82.05% 78.75%
Number of daily rates quoted 22819 24555 24009
Median daily rate £450 £425 £425
Median daily rate % change year-on-year
+5.88% -
90% offered a daily rate of more than £300 £300 £285
10% offered a daily rate of more than £600 £600 £585
UK excluding London median daily rate £410 £400 £390
% change year-on-year
+2.50% +2.56%
Number of hourly rates quoted 847 1090 988
Median hourly rate £33.00 £37.50 £25.00
Median hourly rate % change year-on-year
-12.00% +50.00%
90% offered a hourly rate of more than £13.00 £12.73 £12.00
10% offered a hourly rate of more than £50.00 £55.00 £47.50
UK excluding London median hourly rate £35.00 £39.00 £26.00
% change year-on-year
-10.25% +50.00%

Data Transformation
Jobs Demand Trend in England

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

Data Transformation Jobs Demand Trend in England

Data Transformation
Daily Rate Trend in England

This chart provides the 3-month moving average for daily rates quoted in IT contract jobs citing Data Transformation across the England region.

Data Transformation Daily Rate Trend in England

Data Transformation
Daily Rate Histogram in England

This chart provides a histogram of daily rates quoted in contract IT jobs citing Data Transformation across the England region over the 3 months to 16 January 2017.

Data Transformation Daily Rate Histogram in England

Data Transformation
Hourly Rate Trend in England

This chart provides the 3-month moving average for hourly rates quoted in IT contractor jobs citing Data Transformation across the England region.

Data Transformation Hourly Rate Trend in England

Data Transformation
Contract Job Locations in England

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Data Transformation within the England region over the 3 months to 16 January 2017. 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 Rank Change
on Same Period
Last Year
Matching
Contract
IT Job Ads
Median
Daily Rate
Last 3 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +30 75 £538 +0.74% 17
South East +27 22 £450 +28.57% 2
West Midlands -2 11 £380 -20.00% 2
East of England -4 8 £469 +4.11% 1
North West +23 6 £625 -28.57% 1
South West +10 5 £360 -11.11% 2
Yorkshire +15 4 £525 -
East Midlands - 2 - -
Data Transformation
UK

Data Transformation
Top 30 Related IT Skills in England

For the 6 months to 16 January 2017, IT contractor 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 contract ads across the England region with a requirement for Data Transformation.

1 134 (47.86%) SQL
2 88 (31.43%) Migration
3 86 (30.71%) Agile Software Development
4 84 (30.00%) Data Modelling
5 75 (26.79%) Oracle
6 74 (26.43%) Data Migration
7 71 (25.36%) Finance
8 63 (22.50%) SDLC
9 61 (21.79%) Java
10 59 (21.07%) ETL
10 59 (21.07%) Business Intelligence
11 56 (20.00%) Banking
12 53 (18.93%) Data Warehouse
13 50 (17.86%) Data Quality
14 47 (16.79%) Data Management
15 46 (16.43%) Big Data
16 43 (15.36%) Analytical Skills
17 42 (15.00%) SQL Server
18 40 (14.29%) Python
19 38 (13.57%) Software Engineering
19 38 (13.57%) Relational Database
20 36 (12.86%) Investment Banking
20 36 (12.86%) Spring
21 35 (12.50%) Data Analysis
22 33 (11.79%) Hadoop
22 33 (11.79%) Workflow
22 33 (11.79%) Validation
22 33 (11.79%) SAP
22 33 (11.79%) XML
22 33 (11.79%) Technical Analysis

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 24 (8.57%) Apache Spark
2 11 (3.93%) Elasticsearch
2 11 (3.93%) SAS
3 6 (2.14%) IIS
4 4 (1.43%) Apache
4 4 (1.43%) Oracle SOA Suite
4 4 (1.43%) SharePoint
5 3 (1.07%) Apache Pig
5 3 (1.07%) Mule
6 2 (0.71%) Apache Solr
6 2 (0.71%) Oracle Service Bus
7 1 (0.36%) ArcGIS
7 1 (0.36%) BizTalk Server
7 1 (0.36%) CMS
7 1 (0.36%) Gentran
7 1 (0.36%) JBoss
7 1 (0.36%) Mule ESB
7 1 (0.36%) WebLogic
7 1 (0.36%) WebSphere
Applications
1 17 (6.07%) MS Excel
2 6 (2.14%) MS Office
3 5 (1.79%) MS PowerPoint
4 1 (0.36%) Spreadsheet
4 1 (0.36%) Stata
Business Applications
1 8 (2.86%) Cognos TM1
2 7 (2.50%) SAP HR
3 6 (2.14%) SAP ERP
4 4 (1.43%) Oracle EBS
5 3 (1.07%) Cognos Controller
6 2 (0.71%) Oracle ERP
6 2 (0.71%) Salesforce.com CRM
6 2 (0.71%) SAP Oil and Gas
7 1 (0.36%) Dynamics CRM
7 1 (0.36%) Oracle Assets
7 1 (0.36%) Oracle Cash Management
7 1 (0.36%) Oracle EBS R12
7 1 (0.36%) Oracle Financials
7 1 (0.36%) Oracle General Ledger
7 1 (0.36%) Oracle Payables
7 1 (0.36%) Oracle Receivables
7 1 (0.36%) Sage 200
7 1 (0.36%) SAP IS-U
7 1 (0.36%) SAP MDM
7 1 (0.36%) Unit4 Business World
Cloud Services
1 9 (3.21%) Microsoft Azure
2 6 (2.14%) Amazon AWS
3 5 (1.79%) Amazon Kinesis
3 5 (1.79%) Azure Active Directory
4 3 (1.07%) Amazon EMR
5 2 (0.71%) Amazon EC2
5 2 (0.71%) AWS Lambda
5 2 (0.71%) Cloud Computing
5 2 (0.71%) SaaS
6 1 (0.36%) Amazon Glacier
6 1 (0.36%) Amazon S3
6 1 (0.36%) AWS CloudFormation
6 1 (0.36%) BlueKai
6 1 (0.36%) FinancialForce.com
6 1 (0.36%) GitHub
6 1 (0.36%) Google Cloud Platform
6 1 (0.36%) IaaS
6 1 (0.36%) PaaS
6 1 (0.36%) Virtual Private Cloud
Communications & Networking
1 5 (1.79%) LAN
2 4 (1.43%) SSH
3 3 (1.07%) HTTP
3 3 (1.07%) HTTPS
4 2 (0.71%) FTP
4 2 (0.71%) Network Security
5 1 (0.36%) DSL
Database & Business Intelligence
1 53 (18.93%) Data Warehouse
2 46 (16.43%) Big Data
3 42 (15.00%) SQL Server
4 38 (13.57%) Relational Database
5 33 (11.79%) Hadoop
6 24 (8.57%) DB2
7 22 (7.86%) Apache Hive
7 22 (7.86%) NoSQL
8 17 (6.07%) SQL Server Integration Services
9 15 (5.36%) Oracle Reports
10 14 (5.00%) Oracle Database
11 13 (4.64%) BusinessObjects
12 12 (4.29%) SQL Server Reporting Services
13 11 (3.93%) SQL Server 2014
13 11 (3.93%) SQL Server Analysis Services
14 9 (3.21%) DataStage
14 9 (3.21%) RDBMS
14 9 (3.21%) SQL Server 2012
15 8 (2.86%) IBM InfoSphere
15 8 (2.86%) MySQL
Development Applications
1 18 (6.43%) JIRA
2 13 (4.64%) Team Foundation Server
3 12 (4.29%) Visual Studio
4 7 (2.50%) ERwin
4 7 (2.50%) LSMW
5 6 (2.14%) Git (software)
6 5 (1.79%) Eclipse
7 4 (1.43%) Talend Open Studio
8 3 (1.07%) Cucumber
8 3 (1.07%) Jenkins
8 3 (1.07%) Maven
8 3 (1.07%) Zephyr
9 2 (0.71%) PowerDesigner
9 2 (0.71%) Toad
10 1 (0.36%) AccuRev
10 1 (0.36%) GoCD
10 1 (0.36%) JDeveloper
10 1 (0.36%) SQL Server Management Studio (SSMS)
10 1 (0.36%) Vagrant
General
1 71 (25.36%) Finance
2 56 (20.00%) Banking
3 36 (12.86%) Investment Banking
4 19 (6.79%) Marketing
5 10 (3.57%) Retail
6 9 (3.21%) Legal
7 7 (2.50%) Law
7 7 (2.50%) Telecoms
8 4 (1.43%) Back Office
8 4 (1.43%) Manufacturing
9 3 (1.07%) Electronics
9 3 (1.07%) Retail Banking
10 2 (0.71%) Advertising
10 2 (0.71%) General Ledger
10 2 (0.71%) Pharmaceutical
11 1 (0.36%) Aerospace
11 1 (0.36%) Billing
11 1 (0.36%) Financial Institution
11 1 (0.36%) Private Banking
Job Titles
1 83 (29.64%) Developer
2 72 (25.71%) Analyst
3 46 (16.43%) Data Analyst
4 39 (13.93%) Java Developer
5 36 (12.86%) Senior Developer
6 30 (10.71%) Agile Developer
6 30 (10.71%) Agile Java Developer
6 30 (10.71%) Senior Java Developer
7 29 (10.36%) Senior Agile Developer
7 29 (10.36%) Senior Agile Java Developer
8 26 (9.29%) Architect
9 22 (7.86%) Business Analyst
10 21 (7.50%) Consultant
11 19 (6.79%) SQL Analyst
11 19 (6.79%) SQL Data Analyst
12 17 (6.07%) Data Engineer
12 17 (6.07%) Team Leader
13 15 (5.36%) Data Architect
14 12 (4.29%) Java Team Leader
14 12 (4.29%) Lead Developer
Libraries, Frameworks & Software Standards
1 36 (12.86%) Spring
2 33 (11.79%) XML
3 30 (10.71%) Hibernate
4 27 (9.64%) J2SE
5 18 (6.43%) .NET
6 13 (4.64%) Web Services
7 12 (4.29%) SOAP
8 10 (3.57%) WCF
9 9 (3.21%) Kafka
9 9 (3.21%) XSLT
10 7 (2.50%) BAPI
10 7 (2.50%) REST
10 7 (2.50%) XML Messaging
11 6 (2.14%) .NET Framework
11 6 (2.14%) ASP.NET
11 6 (2.14%) Pandas
11 6 (2.14%) scikit-learn
12 5 (1.79%) ASP.NET MVC 5
12 5 (1.79%) MFC
12 5 (1.79%) XSD
Miscellaneous
1 43 (15.36%) Analytical Skills
2 29 (10.36%) Economics
3 27 (9.64%) Data Structures
4 12 (4.29%) Data Extraction
4 12 (4.29%) Visualisation
5 11 (3.93%) Replication
6 9 (3.21%) Data Integration
6 9 (3.21%) Enterprise Software
6 9 (3.21%) Management Information System
7 8 (2.86%) Computer Science
7 8 (2.86%) Statistics
8 7 (2.50%) Algorithms
8 7 (2.50%) Client/Server
9 5 (1.79%) Virtual Team
10 4 (1.43%) Data Conversion
10 4 (1.43%) Mainframe
11 3 (1.07%) Credit Risk
11 3 (1.07%) Fintech
11 3 (1.07%) NHS
11 3 (1.07%) Reference Data
Operating Systems
1 17 (6.07%) Linux
2 11 (3.93%) Windows
3 5 (1.79%) Unix
4 1 (0.36%) Solaris
Processes & Methodologies
1 88 (31.43%) Migration
2 86 (30.71%) Agile Software Development
3 84 (30.00%) Data Modelling
4 74 (26.43%) Data Migration
5 63 (22.50%) SDLC
6 59 (21.07%) Business Intelligence
6 59 (21.07%) ETL
7 47 (16.79%) Data Management
8 38 (13.57%) Software Engineering
9 35 (12.50%) Data Analysis
10 33 (11.79%) Technical Analysis
10 33 (11.79%) Validation
10 33 (11.79%) Workflow
11 30 (10.71%) Open Source
12 29 (10.36%) Pair Programming
13 27 (9.64%) Data Architecture
14 25 (8.93%) Scrum
15 23 (8.21%) ERP
16 21 (7.50%) Dimensional Modelling
16 21 (7.50%) Stakeholder Management
Programming Languages
1 134 (47.86%) SQL
2 61 (21.79%) Java
3 40 (14.29%) Python
4 30 (10.71%) R
5 22 (7.86%) C++
5 22 (7.86%) Scala
6 18 (6.43%) C#
7 17 (6.07%) T-SQL
8 6 (2.14%) PL/SQL
9 4 (1.43%) Ruby
9 4 (1.43%) XAML
10 3 (1.07%) VBA
10 3 (1.07%) XQuery
11 2 (0.71%) C
11 2 (0.71%) JavaScript
11 2 (0.71%) VB
12 1 (0.36%) PHP
12 1 (0.36%) Shell Script
12 1 (0.36%) VB.NET
12 1 (0.36%) XPath
Qualifications
1 27 (9.64%) Degree
2 25 (8.93%) Security Cleared
3 20 (7.14%) SC Cleared
4 10 (3.57%) ISTQB
5 7 (2.50%) ISEB
6 3 (1.07%) CIMA
6 3 (1.07%) ISTQB Foundation Certification
7 2 (0.71%) DV Cleared
8 1 (0.36%) Postgraduate
8 1 (0.36%) SAS Certification
Quality Assurance & Compliance
1 50 (17.86%) Data Quality
2 12 (4.29%) QA
3 2 (0.71%) Basel II
3 2 (0.71%) Disclosure Scotland
3 2 (0.71%) ISO20022
4 1 (0.36%) MiFID
4 1 (0.36%) SLA
System Software
1 6 (2.14%) Active Directory
2 3 (1.07%) HDFS
3 2 (0.71%) Apache Flume
4 1 (0.36%) Apache ZooKeeper
4 1 (0.36%) Docker
Systems Management
1 4 (1.43%) Data Guard
2 2 (0.71%) Oozie
3 1 (0.36%) Ansible
3 1 (0.36%) Opscode Chef
Vendors
1 75 (26.79%) Oracle
2 33 (11.79%) SAP
3 26 (9.29%) Teradata
4 22 (7.86%) Sybase
5 21 (7.50%) Netezza
6 20 (7.14%) Microsoft
7 16 (5.71%) Cognos
7 16 (5.71%) Informatica
8 9 (3.21%) IBM
9 7 (2.50%) Cloudera
10 6 (2.14%) Salesforce.com
10 6 (2.14%) Tableau
11 5 (1.79%) Telerik
12 4 (1.43%) MicroStrategy
12 4 (1.43%) Talend
13 3 (1.07%) Hortonworks
13 3 (1.07%) HP
13 3 (1.07%) Northgate
13 3 (1.07%) PeopleSoft
13 3 (1.07%) VMware
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