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 7 December 2016 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
7 Dec 2016
Same period 2015 Same period 2014
Data Transformation
Rank 445 501 514
Rank change year-on-year
+56 +13
Contract jobs citing Data Transformation 151 118 113
As % of all contract IT jobs located in England 0.33% 0.23% 0.22%
As % of the Processes & Methodologies category 0.40% 0.29% 0.28%
Number of daily rates quoted 103 67 73
Median daily rate £525 £475 £425
Median daily rate % change year-on-year
+10.52% +11.76%
90% offered a daily rate of more than £358 £350 £300
10% offered a daily rate of more than £650 £635 £770
UK excluding London median daily rate £444 £450 £381
% change year-on-year
-1.38% +18.03%
Number of hourly rates quoted 2 0 4
Median hourly rate £89.38 - £31.20
90% offered a hourly rate of more than £48.88 - £19.80
10% offered a hourly rate of more than £129.88 - £32.17
UK excluding London median hourly rate £89.38 - £31.20
Data Transformation
UK

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
38173 41342 39811
As % of all contract IT jobs located in England 82.79% 81.45% 77.14%
Number of daily rates quoted 25638 27209 26333
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 £280
10% offered a daily rate of more than £600 £600 £600
UK excluding London median daily rate £413 £400 £385
% change year-on-year
+3.12% +3.89%
Number of hourly rates quoted 1000 1236 1136
Median hourly rate £29.00 £31.44 £24.00
Median hourly rate % change year-on-year
-7.76% +31.00%
90% offered a hourly rate of more than £12.50 £12.50 £11.75
10% offered a hourly rate of more than £50.00 £50.00 £47.50
UK excluding London median hourly rate £31.00 £35.00 £25.00
% change year-on-year
-11.42% +40.00%

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 7 December 2016.

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
Hourly Rate Histogram in England

This chart provides a histogram of hourly rates quoted in contract IT jobs citing Data Transformation across the England region over the 3 months to 7 December 2016.

Data Transformation Hourly Rate Histogram 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 7 December 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
Contract
IT Job Ads
Median
Daily Rate
Last 3 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +49 99 £525 +10.52% 18
South East +36 22 £550 +29.41% 2
East of England +7 12 £456 -13.21%
North West +2 6 £625 +31.57%
South West +9 4 £365 +4.28% 6
East Midlands -2 4 - -
West Midlands -21 4 £358 -24.73% 1
Yorkshire +15 2 £525 +23.52% 2
Data Transformation
UK

Data Transformation
Top 30 Related IT Skills in England

For the 6 months to 7 December 2016, 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.

1 143 (45.40%) SQL
2 108 (34.29%) Migration
3 97 (30.79%) Data Modelling
4 93 (29.52%) Agile Software Development
4 93 (29.52%) Data Migration
5 91 (28.89%) Finance
6 82 (26.03%) Oracle
7 75 (23.81%) Business Intelligence
8 70 (22.22%) ETL
9 67 (21.27%) Data Quality
10 60 (19.05%) SDLC
11 58 (18.41%) Data Management
11 58 (18.41%) Java
12 55 (17.46%) Banking
13 54 (17.14%) Data Warehouse
14 53 (16.83%) SQL Server
15 51 (16.19%) Big Data
16 49 (15.56%) Analytical Skills
17 44 (13.97%) Data Architecture
17 44 (13.97%) Software Engineering
18 43 (13.65%) Python
19 42 (13.33%) Data Analysis
20 40 (12.70%) Validation
21 39 (12.38%) Relational Database
22 37 (11.75%) XML
22 37 (11.75%) Hadoop
23 36 (11.43%) Spring
24 34 (10.79%) Investment Banking
24 34 (10.79%) Open Source
25 33 (10.48%) R

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 (7.62%) Apache Spark
2 12 (3.81%) Elasticsearch
3 10 (3.17%) SAS
4 7 (2.22%) Oracle SOA Suite
5 6 (1.90%) IIS
5 6 (1.90%) Oracle Service Bus
6 4 (1.27%) SharePoint
7 3 (0.95%) Apache Pig
8 2 (0.63%) Apache Solr
9 1 (0.32%) Apache
9 1 (0.32%) ArcGIS
9 1 (0.32%) BizTalk Server
9 1 (0.32%) CMS
9 1 (0.32%) Facebook Platform
9 1 (0.32%) WebLogic
Applications
1 19 (6.03%) MS Excel
2 7 (2.22%) MS PowerPoint
3 6 (1.90%) MS Office
4 5 (1.59%) MS Visio
5 1 (0.32%) Spreadsheet
5 1 (0.32%) Stata
Business Applications
1 8 (2.54%) Cognos TM1
1 8 (2.54%) Oracle EBS
2 7 (2.22%) SAP HR
3 5 (1.59%) Oracle EBS R12
3 5 (1.59%) SAP ERP
4 3 (0.95%) Cognos Controller
4 3 (0.95%) Oracle Assets
4 3 (0.95%) Oracle Cash Management
4 3 (0.95%) Oracle Financials
4 3 (0.95%) Oracle General Ledger
4 3 (0.95%) Oracle Payables
4 3 (0.95%) Oracle Receivables
5 2 (0.63%) Oracle ERP
6 1 (0.32%) Dynamics CRM
6 1 (0.32%) Oracle Retail
6 1 (0.32%) Sage 200
6 1 (0.32%) SAP MDM
6 1 (0.32%) SAP Oil and Gas
6 1 (0.32%) Unit4 Business World
6 1 (0.32%) WebTrends
Cloud Services
1 13 (4.13%) Microsoft Azure
2 6 (1.90%) Amazon AWS
3 5 (1.59%) Amazon Kinesis
3 5 (1.59%) Azure Active Directory
4 3 (0.95%) Amazon EMR
4 3 (0.95%) G Suite
4 3 (0.95%) SaaS
5 2 (0.63%) Amazon EC2
5 2 (0.63%) AWS Lambda
5 2 (0.63%) Cloud Computing
6 1 (0.32%) AdWords
6 1 (0.32%) Amazon Glacier
6 1 (0.32%) Amazon S3
6 1 (0.32%) AWS CloudFormation
6 1 (0.32%) BlueKai
6 1 (0.32%) FinancialForce.com
6 1 (0.32%) Google Cloud Platform
6 1 (0.32%) IaaS
6 1 (0.32%) PaaS
6 1 (0.32%) Virtual Private Cloud
Communications & Networking
1 6 (1.90%) FTP
2 5 (1.59%) LAN
3 3 (0.95%) Firewall
4 2 (0.63%) Internet
4 2 (0.63%) SSH
5 1 (0.32%) DSL
Database & Business Intelligence
1 54 (17.14%) Data Warehouse
2 53 (16.83%) SQL Server
3 51 (16.19%) Big Data
4 39 (12.38%) Relational Database
5 37 (11.75%) Hadoop
6 24 (7.62%) SQL Server Integration Services
7 23 (7.30%) Apache Hive
8 21 (6.67%) NoSQL
9 20 (6.35%) Oracle Database
10 18 (5.71%) SQL Server Reporting Services
11 17 (5.40%) DB2
12 16 (5.08%) SQL Server Analysis Services
13 15 (4.76%) Data Lake
13 15 (4.76%) Oracle Reports
14 12 (3.81%) SQL Server 2014
15 11 (3.49%) SQL Server 2012
16 9 (2.86%) MySQL
17 8 (2.54%) BusinessObjects
17 8 (2.54%) IBM InfoSphere
17 8 (2.54%) SQL Server 2008
Development Applications
1 16 (5.08%) JIRA
2 12 (3.81%) Team Foundation Server
3 11 (3.49%) Visual Studio
4 8 (2.54%) ERwin
5 7 (2.22%) LSMW
6 6 (1.90%) Git (software)
7 5 (1.59%) Eclipse
8 2 (0.63%) Cucumber
8 2 (0.63%) SQL Server Management Studio (SSMS)
8 2 (0.63%) Talend Open Studio
8 2 (0.63%) Toad
8 2 (0.63%) Zephyr
9 1 (0.32%) AccuRev
9 1 (0.32%) GoCD
9 1 (0.32%) JDeveloper
9 1 (0.32%) PowerDesigner
9 1 (0.32%) Vagrant
General
1 91 (28.89%) Finance
2 55 (17.46%) Banking
3 34 (10.79%) Investment Banking
4 20 (6.35%) Marketing
5 11 (3.49%) Retail
6 9 (2.86%) Legal
7 6 (1.90%) General Ledger
8 5 (1.59%) Advertising
9 4 (1.27%) Law
9 4 (1.27%) Pharmaceutical
9 4 (1.27%) Retail Banking
9 4 (1.27%) Telecoms
10 3 (0.95%) Back Office
10 3 (0.95%) Manufacturing
11 2 (0.63%) Billing
11 2 (0.63%) Financial Institution
12 1 (0.32%) Aerospace
12 1 (0.32%) Electronics
12 1 (0.32%) Front Office
Job Titles
1 89 (28.25%) Analyst
2 86 (27.30%) Developer
3 63 (20.00%) Data Analyst
4 38 (12.06%) Architect
5 36 (11.43%) Senior Developer
6 35 (11.11%) Java Developer
7 30 (9.52%) Agile Developer
7 30 (9.52%) Agile Java Developer
7 30 (9.52%) Senior Java Developer
8 29 (9.21%) Senior Agile Developer
8 29 (9.21%) Senior Agile Java Developer
9 24 (7.62%) Business Analyst
10 22 (6.98%) Data Architect
11 21 (6.67%) SQL Analyst
11 21 (6.67%) SQL Data Analyst
12 20 (6.35%) Consultant
12 20 (6.35%) Data Engineer
13 17 (5.40%) Team Leader
14 14 (4.44%) Oracle Analyst
14 14 (4.44%) SQL Developer
Libraries, Frameworks & Software Standards
1 37 (11.75%) XML
2 36 (11.43%) Spring
3 29 (9.21%) Hibernate
4 26 (8.25%) J2SE
5 18 (5.71%) .NET
6 16 (5.08%) Web Services
7 13 (4.13%) XSLT
8 10 (3.17%) Kafka
8 10 (3.17%) WCF
9 9 (2.86%) XML Schema
10 8 (2.54%) JMS
11 7 (2.22%) BAPI
11 7 (2.22%) SOAP
11 7 (2.22%) XML Messaging
12 6 (1.90%) .NET Framework
12 6 (1.90%) ASP.NET
12 6 (1.90%) MDX
12 6 (1.90%) Middleware
12 6 (1.90%) Pandas
12 6 (1.90%) scikit-learn
Miscellaneous
1 49 (15.56%) Analytical Skills
2 33 (10.48%) Data Structures
3 29 (9.21%) Economics
4 19 (6.03%) Data Extraction
5 14 (4.44%) Data Integration
5 14 (4.44%) Visualisation
6 13 (4.13%) Algorithms
6 13 (4.13%) Enterprise Software
6 13 (4.13%) Management Information System
7 12 (3.81%) Statistics
8 11 (3.49%) Data Conversion
9 10 (3.17%) Replication
10 7 (2.22%) Client/Server
10 7 (2.22%) Computer Science
11 5 (1.59%) Reference Data
11 5 (1.59%) Virtual Team
12 4 (1.27%) Data Centre
13 3 (0.95%) Credit Risk
13 3 (0.95%) Fintech
14 2 (0.63%) FMCG
Operating Systems
1 10 (3.17%) Linux
1 10 (3.17%) Windows
2 6 (1.90%) Unix
Processes & Methodologies
1 108 (34.29%) Migration
2 97 (30.79%) Data Modelling
3 93 (29.52%) Agile Software Development
3 93 (29.52%) Data Migration
4 75 (23.81%) Business Intelligence
5 70 (22.22%) ETL
6 60 (19.05%) SDLC
7 58 (18.41%) Data Management
8 44 (13.97%) Data Architecture
8 44 (13.97%) Software Engineering
9 42 (13.33%) Data Analysis
10 40 (12.70%) Validation
11 34 (10.79%) Open Source
12 33 (10.48%) Workflow
13 32 (10.16%) Data Cleansing
14 29 (9.21%) Pair Programming
14 29 (9.21%) Technical Analysis
15 28 (8.89%) ERP
16 26 (8.25%) Data Mapping
17 23 (7.30%) Dimensional Modelling
Programming Languages
1 143 (45.40%) SQL
2 58 (18.41%) Java
3 43 (13.65%) Python
4 33 (10.48%) R
5 22 (6.98%) T-SQL
6 21 (6.67%) C++
6 21 (6.67%) Scala
7 17 (5.40%) C#
8 7 (2.22%) PL/SQL
8 7 (2.22%) XQuery
9 4 (1.27%) XAML
10 3 (0.95%) JavaScript
10 3 (0.95%) Ruby
10 3 (0.95%) VB
10 3 (0.95%) VBA
11 2 (0.63%) C
12 1 (0.32%) PHP
12 1 (0.32%) Shell Script
12 1 (0.32%) VB.NET
12 1 (0.32%) XPath
Qualifications
1 29 (9.21%) Security Cleared
2 26 (8.25%) Degree
3 24 (7.62%) SC Cleared
4 9 (2.86%) CIMA
5 7 (2.22%) ISTQB
6 5 (1.59%) ISEB
7 3 (0.95%) ISTQB Foundation Certification
8 2 (0.63%) BPSS Clearance
8 2 (0.63%) DV Cleared
9 1 (0.32%) CTC Cleared
9 1 (0.32%) Postgraduate
9 1 (0.32%) SAS Certification
Quality Assurance & Compliance
1 67 (21.27%) Data Quality
2 13 (4.13%) QA
3 4 (1.27%) ISO20022
4 2 (0.63%) Disclosure Scotland
System Software
1 9 (2.86%) Active Directory
2 5 (1.59%) Docker
3 3 (0.95%) HDFS
3 3 (0.95%) Hyper-V
3 3 (0.95%) VMware Infrastructure
4 2 (0.63%) Apache Flume
5 1 (0.32%) Apache ZooKeeper
Systems Management
1 5 (1.59%) Opscode Chef
2 4 (1.27%) Data Guard
3 2 (0.63%) Oozie
4 1 (0.32%) Ansible
Vendors
1 82 (26.03%) Oracle
2 32 (10.16%) SAP
3 23 (7.30%) Microsoft
4 22 (6.98%) Sybase
4 22 (6.98%) Teradata
5 20 (6.35%) Informatica
6 18 (5.71%) Netezza
7 12 (3.81%) Cognos
8 7 (2.22%) Cloudera
8 7 (2.22%) Tableau
9 6 (1.90%) IBM
10 5 (1.59%) Google
10 5 (1.59%) PeopleSoft
10 5 (1.59%) Telerik
11 4 (1.27%) Hortonworks
11 4 (1.27%) MicroStrategy
12 3 (0.95%) Northgate
12 3 (0.95%) Salesforce.com
12 3 (0.95%) VMware
13 2 (0.63%) Talend
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