The table below looks at the statistics for Data Transformation skills in IT contracts advertised across the UK. Included is a guide to the contractor rates offered in IT contracts that have cited Data Transformation over the 3 months to 9 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
9 Dec 2016
Same period 2015 Same period 2014
Data Transformation
Rank 470 516 508
Rank change year-on-year
+46 -8
Contract jobs citing Data Transformation 152 129 129
As % of all contract IT jobs located in the UK 0.31% 0.23% 0.23%
As % of the Processes & Methodologies category 0.37% 0.29% 0.30%
Number of daily rates quoted 105 71 80
Median daily rate £510 £475 £425
Median daily rate % change year-on-year
+7.36% +11.76%
90% offered a daily rate of more than £350 £350 £300
10% offered a daily rate of more than £625 £625 £753
UK excluding London median daily rate £434 £475 £400
% change year-on-year
-8.55% +18.75%
Number of hourly rates quoted 2 0 6
Median hourly rate £89.38 - £28.25
90% offered a hourly rate of more than £48.88 - £18.75
10% offered a hourly rate of more than £129.88 - £31.95
UK excluding London median hourly rate £89.38 - £28.25

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

Processes & Methodologies Category
UK
Contract IT job ads with a match in the
Processes & Methodologies category
40912 44753 43508
As % of all contract IT jobs located in the UK 82.54% 81.19% 77.14%
Number of daily rates quoted 27248 29020 28335
Median daily rate £450 £425 £420
Median daily rate % change year-on-year
+5.88% +1.19%
90% offered a daily rate of more than £300 £297 £275
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 1078 1335 1207
Median hourly rate £29.50 £30.15 £25.00
Median hourly rate % change year-on-year
-2.15% +20.60%
90% offered a hourly rate of more than £12.50 £12.35 £11.75
10% offered a hourly rate of more than £50.00 £50.00 £47.50
UK excluding London median hourly rate £30.25 £34.00 £25.00
% change year-on-year
-11.02% +36.00%

Data Transformation
Jobs Demand Trend

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

Data Transformation Jobs Demand Trend in the UK

Data Transformation
Daily Rate Trend

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

Data Transformation Daily Rate Trend in the UK

Data Transformation
Daily Rate Histogram

This chart provides a histogram of daily rates quoted in contract IT jobs citing Data Transformation within the UK over the 3 months to 9 December 2016.

Data Transformation Daily Rate Histogram in the UK

Data Transformation
Hourly Rate Trend

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

Data Transformation Hourly Rate Trend in the UK

Data Transformation
Hourly Rate Histogram

This chart provides a histogram of hourly rates quoted in contract IT jobs citing Data Transformation within the UK over the 3 months to 9 December 2016.

Data Transformation Hourly Rate Histogram in the UK

Data Transformation
Top 30 Contract Locations

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 UK over the 3 months to 9 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
England +41 149 £513 +8.00% 22
London +55 96 £525 +10.52% 12
South East +35 23 £525 +23.52% 1
City of London +4 17 £450 -8.86% 1
East of England -1 12 £456 -13.21%
Berkshire +4 8 £400 -5.88%
Hertfordshire - 8 £468 -
Hampshire +24 6 £675 +22.72%
North West +3 6 £625 +31.57%
Hemel Hempstead - 5 £469 -
South West +6 4 £365 +4.28% 5
East Midlands -3 4 - -
West Midlands -15 4 £358 -24.73% 1
Buckinghamshire - 4 - -
West Sussex - 3 £625 -
Merseyside - 3 £650 -
Portsmouth - 3 - -
Croydon - 3 £488 -
Maidenhead - 3 £425 -
Yorkshire +18 2 £525 +23.52% 2
South Wales +2 2 £384 +18.07%
Manchester 0 2 £425 -
Wales -9 2 £384 +18.07%
Northamptonshire -15 2 - -
Nottinghamshire - 2 - -
Horsham - 2 £625 -
Leeds - 2 £525 - 2
West Yorkshire - 2 £525 - 2
Liverpool - 2 £650 -
Cambridge - 2 - -

Data Transformation
Top 30 Related IT Skills

For the 6 months to 9 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 with a requirement for Data Transformation.

1 149 (46.13%) SQL
2 114 (35.29%) Migration
3 99 (30.65%) Data Migration
4 96 (29.72%) Data Modelling
5 95 (29.41%) Finance
6 93 (28.79%) Agile Software Development
7 86 (26.63%) Oracle
8 78 (24.15%) ETL
8 78 (24.15%) Business Intelligence
9 66 (20.43%) Data Quality
10 64 (19.81%) SDLC
11 59 (18.27%) SQL Server
11 59 (18.27%) Java
12 55 (17.03%) Data Warehouse
12 55 (17.03%) Banking
13 54 (16.72%) Big Data
14 52 (16.10%) Data Management
15 50 (15.48%) Analytical Skills
16 46 (14.24%) Validation
17 44 (13.62%) Python
17 44 (13.62%) Data Analysis
18 43 (13.31%) Software Engineering
19 40 (12.38%) Relational Database
20 37 (11.46%) Data Architecture
20 37 (11.46%) Hadoop
21 36 (11.15%) Spring
21 36 (11.15%) XML
22 35 (10.84%) SAP
22 35 (10.84%) Open Source
23 34 (10.53%) R

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 25 (7.74%) Apache Spark
2 12 (3.72%) Elasticsearch
3 10 (3.10%) SAS
4 7 (2.17%) Oracle SOA Suite
5 6 (1.86%) IIS
5 6 (1.86%) Oracle Service Bus
6 4 (1.24%) SharePoint
7 3 (0.93%) Apache Pig
8 2 (0.62%) Apache Solr
9 1 (0.31%) Apache
9 1 (0.31%) ArcGIS
9 1 (0.31%) BizTalk Server
9 1 (0.31%) CMS
9 1 (0.31%) Facebook Platform
9 1 (0.31%) WebLogic
Applications
1 19 (5.88%) MS Excel
2 6 (1.86%) MS PowerPoint
3 5 (1.55%) MS Office
4 4 (1.24%) MS Visio
5 1 (0.31%) Spreadsheet
5 1 (0.31%) Stata
Business Applications
1 12 (3.72%) Oracle EBS
2 8 (2.48%) Cognos TM1
2 8 (2.48%) Oracle EBS R12
3 7 (2.17%) SAP HR
4 6 (1.86%) Oracle Assets
4 6 (1.86%) Oracle Cash Management
4 6 (1.86%) Oracle Financials
4 6 (1.86%) Oracle General Ledger
4 6 (1.86%) Oracle Payables
4 6 (1.86%) Oracle Receivables
4 6 (1.86%) SAP ERP
5 3 (0.93%) Cognos Controller
6 2 (0.62%) Oracle ERP
7 1 (0.31%) Dynamics CRM
7 1 (0.31%) Oracle Applications
7 1 (0.31%) Oracle Payroll
7 1 (0.31%) Radian6
7 1 (0.31%) SAP IS-U
7 1 (0.31%) SAP MDM
7 1 (0.31%) SAP Oil and Gas
Cloud Services
1 13 (4.02%) Microsoft Azure
2 6 (1.86%) Amazon AWS
3 5 (1.55%) Amazon Kinesis
3 5 (1.55%) Azure Active Directory
4 3 (0.93%) Amazon EMR
4 3 (0.93%) G Suite
4 3 (0.93%) SaaS
5 2 (0.62%) Amazon EC2
5 2 (0.62%) AWS Lambda
5 2 (0.62%) Cloud Computing
6 1 (0.31%) AdWords
6 1 (0.31%) Amazon Glacier
6 1 (0.31%) Amazon S3
6 1 (0.31%) AWS CloudFormation
6 1 (0.31%) BlueKai
6 1 (0.31%) FinancialForce.com
6 1 (0.31%) GitHub
6 1 (0.31%) Google Analytics
6 1 (0.31%) Google Cloud Platform
6 1 (0.31%) Virtual Private Cloud
Communications & Networking
1 6 (1.86%) FTP
2 5 (1.55%) LAN
3 3 (0.93%) Firewall
4 2 (0.62%) Internet
4 2 (0.62%) SSH
5 1 (0.31%) DSL
5 1 (0.31%) TCP/IP
5 1 (0.31%) Wireless
Database & Business Intelligence
1 59 (18.27%) SQL Server
2 55 (17.03%) Data Warehouse
3 54 (16.72%) Big Data
4 40 (12.38%) Relational Database
5 37 (11.46%) Hadoop
6 29 (8.98%) SQL Server Integration Services
7 23 (7.12%) Apache Hive
8 22 (6.81%) NoSQL
9 20 (6.19%) Oracle Database
10 19 (5.88%) SQL Server Reporting Services
11 17 (5.26%) DB2
11 17 (5.26%) SQL Server Analysis Services
12 15 (4.64%) Oracle Reports
13 13 (4.02%) Data Lake
14 12 (3.72%) SQL Server 2014
15 11 (3.41%) SQL Server 2012
16 10 (3.10%) BusinessObjects
17 9 (2.79%) MySQL
18 8 (2.48%) RDBMS
18 8 (2.48%) SQL Server 2008
Development Applications
1 16 (4.95%) JIRA
2 12 (3.72%) Team Foundation Server
3 11 (3.41%) Visual Studio
4 8 (2.48%) ERwin
5 7 (2.17%) LSMW
6 6 (1.86%) Git (software)
7 5 (1.55%) Eclipse
8 2 (0.62%) Cucumber
8 2 (0.62%) SQL Server Management Studio (SSMS)
8 2 (0.62%) Talend Open Studio
8 2 (0.62%) Toad
8 2 (0.62%) Zephyr
9 1 (0.31%) AccuRev
9 1 (0.31%) GoCD
9 1 (0.31%) JDeveloper
9 1 (0.31%) PowerDesigner
9 1 (0.31%) Rational Rhapsody
9 1 (0.31%) Vagrant
General
1 95 (29.41%) Finance
2 55 (17.03%) Banking
3 34 (10.53%) Investment Banking
4 21 (6.50%) Marketing
5 11 (3.41%) Retail
6 9 (2.79%) Legal
7 6 (1.86%) General Ledger
8 5 (1.55%) Advertising
9 4 (1.24%) Law
9 4 (1.24%) Retail Banking
9 4 (1.24%) Telecoms
10 3 (0.93%) Back Office
10 3 (0.93%) Manufacturing
10 3 (0.93%) Pharmaceutical
11 2 (0.62%) Billing
11 2 (0.62%) Financial Institution
12 1 (0.31%) Aerospace
12 1 (0.31%) Electronics
12 1 (0.31%) Front Office
Job Titles
1 97 (30.03%) Analyst
2 87 (26.93%) Developer
3 66 (20.43%) Data Analyst
4 36 (11.15%) Senior Developer
5 35 (10.84%) Java Developer
6 33 (10.22%) Architect
7 30 (9.29%) Agile Developer
7 30 (9.29%) Agile Java Developer
7 30 (9.29%) Senior Java Developer
8 29 (8.98%) Senior Agile Developer
8 29 (8.98%) Senior Agile Java Developer
9 25 (7.74%) SQL Analyst
10 24 (7.43%) Business Analyst
11 22 (6.81%) Consultant
11 22 (6.81%) SQL Data Analyst
12 19 (5.88%) Data Architect
12 19 (5.88%) Data Engineer
13 18 (5.57%) Oracle Analyst
14 17 (5.26%) Team Leader
15 15 (4.64%) SQL Developer
Libraries, Frameworks & Software Standards
1 36 (11.15%) Spring
1 36 (11.15%) XML
2 29 (8.98%) Hibernate
3 26 (8.05%) J2SE
4 18 (5.57%) .NET
5 16 (4.95%) Web Services
6 13 (4.02%) XSLT
7 10 (3.10%) Kafka
7 10 (3.10%) WCF
8 8 (2.48%) JMS
8 8 (2.48%) XML Schema
9 7 (2.17%) BAPI
9 7 (2.17%) MDX
9 7 (2.17%) SOAP
9 7 (2.17%) XML Messaging
10 6 (1.86%) .NET Framework
10 6 (1.86%) ASP.NET
10 6 (1.86%) Middleware
10 6 (1.86%) Pandas
10 6 (1.86%) scikit-learn
Miscellaneous
1 50 (15.48%) Analytical Skills
2 29 (8.98%) Economics
3 28 (8.67%) Data Structures
4 23 (7.12%) Data Extraction
5 13 (4.02%) Enterprise Software
5 13 (4.02%) Management Information System
5 13 (4.02%) Statistics
5 13 (4.02%) Visualisation
6 11 (3.41%) Algorithms
6 11 (3.41%) Data Integration
6 11 (3.41%) Replication
7 7 (2.17%) Client/Server
7 7 (2.17%) Computer Science
8 6 (1.86%) Data Conversion
9 5 (1.55%) Reference Data
9 5 (1.55%) Virtual Team
10 4 (1.24%) Data Centre
11 3 (0.93%) Credit Risk
11 3 (0.93%) Fintech
12 2 (0.62%) Equities
Operating Systems
1 10 (3.10%) Linux
1 10 (3.10%) Windows
2 6 (1.86%) Unix
Processes & Methodologies
1 114 (35.29%) Migration
2 99 (30.65%) Data Migration
3 96 (29.72%) Data Modelling
4 93 (28.79%) Agile Software Development
5 78 (24.15%) Business Intelligence
5 78 (24.15%) ETL
6 64 (19.81%) SDLC
7 52 (16.10%) Data Management
8 46 (14.24%) Validation
9 44 (13.62%) Data Analysis
10 43 (13.31%) Software Engineering
11 37 (11.46%) Data Architecture
12 35 (10.84%) Open Source
13 33 (10.22%) Workflow
14 30 (9.29%) Data Cleansing
14 30 (9.29%) ERP
15 29 (8.98%) Data Mapping
15 29 (8.98%) Pair Programming
15 29 (8.98%) Technical Analysis
16 23 (7.12%) Dimensional Modelling
Programming Languages
1 149 (46.13%) SQL
2 59 (18.27%) Java
3 44 (13.62%) Python
4 34 (10.53%) R
5 22 (6.81%) T-SQL
6 21 (6.50%) C++
6 21 (6.50%) Scala
7 17 (5.26%) C#
8 7 (2.17%) PL/SQL
8 7 (2.17%) XQuery
9 4 (1.24%) XAML
10 3 (0.93%) JavaScript
10 3 (0.93%) Ruby
10 3 (0.93%) VB
10 3 (0.93%) VBA
11 2 (0.62%) C
12 1 (0.31%) PHP
12 1 (0.31%) Shell Script
12 1 (0.31%) VB.NET
12 1 (0.31%) XMLA
Qualifications
1 29 (8.98%) Security Cleared
2 25 (7.74%) Degree
3 24 (7.43%) SC Cleared
4 9 (2.79%) CIMA
5 8 (2.48%) ISTQB
6 5 (1.55%) ISEB
7 3 (0.93%) ISTQB Foundation Certification
8 2 (0.62%) BPSS Clearance
8 2 (0.62%) DV Cleared
9 1 (0.31%) CTC Cleared
9 1 (0.31%) Postgraduate
9 1 (0.31%) SAS Certification
Quality Assurance & Compliance
1 66 (20.43%) Data Quality
2 13 (4.02%) QA
3 4 (1.24%) ISO20022
4 2 (0.62%) Disclosure Scotland
System Software
1 9 (2.79%) Active Directory
2 5 (1.55%) Docker
3 3 (0.93%) HDFS
3 3 (0.93%) Hyper-V
3 3 (0.93%) VMware Infrastructure
4 2 (0.62%) Apache Flume
5 1 (0.31%) Apache ZooKeeper
Systems Management
1 5 (1.55%) Opscode Chef
2 4 (1.24%) Data Guard
3 2 (0.62%) Oozie
4 1 (0.31%) Ansible
Vendors
1 86 (26.63%) Oracle
2 35 (10.84%) SAP
3 25 (7.74%) Microsoft
4 22 (6.81%) Sybase
4 22 (6.81%) Teradata
5 18 (5.57%) Netezza
6 16 (4.95%) Informatica
7 12 (3.72%) Cognos
8 7 (2.17%) Cloudera
8 7 (2.17%) Tableau
9 6 (1.86%) IBM
10 5 (1.55%) Google
10 5 (1.55%) PeopleSoft
10 5 (1.55%) Telerik
11 4 (1.24%) Hortonworks
11 4 (1.24%) MicroStrategy
12 3 (0.93%) Northgate
12 3 (0.93%) Salesforce.com
12 3 (0.93%) VMware
13 2 (0.62%) Bloomberg
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