The table below looks at the statistics for Data Modelling skills in IT contracts advertised across the UK. Included is a guide to the contractor rates offered in IT contracts that have cited Data Modelling over the 3 months to 21 February 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
21 Feb 2017
Same period 2016 Same period 2015
Data Modelling
UK
Rank 88 70 66
Rank change year-on-year
-18 -4
Contract jobs citing Data Modelling 1172 1426 1475
As % of all contract IT jobs located in the UK 2.58% 2.79% 2.86%
As % of the Processes & Methodologies category 3.13% 3.37% 3.60%
Number of daily rates quoted 772 949 910
Median daily rate £463 £450 £450
Median daily rate % change year-on-year
+2.77% -
90% offered a daily rate of more than £341 £325 £320
10% offered a daily rate of more than £625 £600 £600
UK excluding London median daily rate £450 £438 £425
% change year-on-year
+2.85% +2.94%
Number of hourly rates quoted 7 11 5
Median hourly rate £34.24 £49.82 £52.50
Median hourly rate % change year-on-year
-31.27% -5.10%
90% offered a hourly rate of more than £28.80 £19.50 £43.80
10% offered a hourly rate of more than £50.50 £53.00 £79.00
UK excluding London median hourly rate £42.50 £46.58 £52.50
% change year-on-year
-8.75% -11.27%

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
37463 42318 40948
As % of all contract IT jobs located in the UK 82.62% 82.71% 79.33%
Number of daily rates quoted 24877 27655 25965
Median daily rate £450 £425 £425
Median daily rate % change year-on-year
+5.88% -
90% offered a daily rate of more than £300 £297 £280
10% offered a daily rate of more than £600 £600 £575
UK excluding London median daily rate £410 £400 £400
% change year-on-year
+2.50% -
Number of hourly rates quoted 969 1164 1085
Median hourly rate £35.00 £38.75 £26.00
Median hourly rate % change year-on-year
-9.67% +49.03%
90% offered a hourly rate of more than £13.00 £13.00 £12.00
10% offered a hourly rate of more than £55.00 £57.00 £47.50
UK excluding London median hourly rate £35.75 £40.00 £27.50
% change year-on-year
-10.62% +45.45%

Data Modelling
Jobs Demand Trend

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

Data Modelling Jobs Demand Trend in the UK

Data Modelling
Daily Rate Trend

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

Data Modelling Daily Rate Trend in the UK

Data Modelling
Daily Rate Histogram

This chart provides a histogram of daily rates quoted in contract IT jobs citing Data Modelling within the UK over the 3 months to 21 February 2017.

Data Modelling Daily Rate Histogram in the UK

Data Modelling
Hourly Rate Trend

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

Data Modelling Hourly Rate Trend in the UK

Data Modelling
Hourly Rate Histogram

This chart provides a histogram of hourly rates quoted in contract IT jobs citing Data Modelling within the UK over the 3 months to 21 February 2017.

Data Modelling Hourly Rate Histogram in the UK

Data Modelling
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 Modelling within the UK over the 3 months to 21 February 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
England -14 1108 £475 +5.55% 170
London +6 615 £475 -1.04% 81
South East +3 175 £475 +5.55% 31
City of London +3 114 £450 -10.00% 18
North West +19 88 £375 -8.53% 12
West Midlands -22 70 £450 - 11
Manchester +35 56 £375 -16.20% 7
Berkshire +7 56 £413 -8.33% 7
South West -31 47 £468 +16.51% 5
East of England -25 37 £450 -5.26% 7
Hampshire -8 36 £475 +11.76% 6
Birmingham +20 35 £500 +15.60% 3
West Sussex +18 33 £525 +40.00%
Scotland -32 32 £400 -11.11% 8
Yorkshire -35 32 £400 -1.23% 11
East Midlands +7 28 £400 +17.64% 9
West Yorkshire -4 22 £400 +10.34% 9
Wiltshire -4 19 £513 +28.12% 1
Leeds -14 17 £431 +18.96% 8
Bracknell +8 16 £450 - 2
Swindon +5 16 £525 +31.25% 1
Oxfordshire -7 16 £550 -6.38% 4
Glasgow -3 15 £400 +18.51% 3
Surrey +14 14 £525 +15.06% 6
Buckinghamshire -5 14 £455 +16.66% 1
Reading -8 14 £382 -18.72%
North East -23 14 £463 +3.35% 3
Canary Wharf +7 13 £513 +6.77%
Wales +15 12 £455 +41.08% 1
Southampton +11 12 £500 -

Data Modelling
Top 30 Related IT Skills

For the 6 months to 21 February 2017, IT contractor jobs citing Data Modelling 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 Modelling.

1 979 (38.91%) SQL
2 677 (26.91%) Agile Software Development
3 657 (26.11%) Finance
4 637 (25.32%) Business Intelligence
5 624 (24.80%) ETL
6 618 (24.56%) Data Warehouse
7 492 (19.55%) Oracle
8 465 (18.48%) SQL Server
9 403 (16.02%) Data Management
10 327 (13.00%) Data Architecture
11 325 (12.92%) Analytical Skills
12 322 (12.80%) Data Quality
13 321 (12.76%) Java
14 314 (12.48%) Microsoft
15 313 (12.44%) Analytics
16 311 (12.36%) Logical Data Model
17 301 (11.96%) Migration
18 300 (11.92%) Data Analysis
19 288 (11.45%) Big Data
20 281 (11.17%) Banking
21 244 (9.70%) SQL Server Integration Services
22 238 (9.46%) Hadoop
23 226 (8.98%) Scrum
24 223 (8.86%) SAP
25 216 (8.59%) Data Migration
26 211 (8.39%) Business Analysis
27 204 (8.11%) Stakeholder Management
28 196 (7.79%) MS Excel
29 195 (7.75%) Degree
30 194 (7.71%) SQL Server Reporting Services

Data Modelling
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
1 102 (4.05%) Apache Spark
2 94 (3.74%) SAS
3 62 (2.46%) Confluence
3 62 (2.46%) Oracle SOA Suite
4 51 (2.03%) SharePoint
5 42 (1.67%) CMS
6 36 (1.43%) Apache Pig
7 34 (1.35%) Elasticsearch
8 29 (1.15%) WebLogic
9 24 (0.95%) JBoss
10 22 (0.87%) Apache
11 17 (0.68%) Umbraco
12 15 (0.60%) Apache Solr
12 15 (0.60%) Oracle Workflow
13 13 (0.52%) Tomcat
14 11 (0.44%) IIS
15 10 (0.40%) Drupal
15 10 (0.40%) Liferay
16 9 (0.36%) BizTalk Server
16 9 (0.36%) WebSphere
Applications
1 196 (7.79%) MS Excel
2 73 (2.90%) MS Visio
3 70 (2.78%) MS Office
4 31 (1.23%) MS Project
5 27 (1.07%) MS PowerPoint
6 14 (0.56%) Spreadsheet
7 13 (0.52%) SPSS
8 7 (0.28%) AutoCAD
9 6 (0.24%) Siemens NX
10 4 (0.16%) Mathematica
11 3 (0.12%) CATIA
11 3 (0.12%) Pro/ENGINEER
11 3 (0.12%) PTC Creo
12 1 (0.040%) Acrobat
12 1 (0.040%) FrameMaker
12 1 (0.040%) GNU Octave
12 1 (0.040%) Weka
Business Applications
1 58 (2.31%) Dynamics CRM
2 13 (0.52%) SAP Oil and Gas
3 12 (0.48%) Cognos Business Intelligence
3 12 (0.48%) Dynamics AX
3 12 (0.48%) Oracle Receivables
3 12 (0.48%) SAP ERP
4 11 (0.44%) Oracle EBS
4 11 (0.44%) SAP MDG
5 9 (0.36%) Cognos TM1
5 9 (0.36%) Loan IQ
5 9 (0.36%) Remedy ITSM
5 9 (0.36%) SAP HCM
6 8 (0.32%) Oracle Applications
6 8 (0.32%) Teamcenter
7 7 (0.28%) Oracle BPM
8 6 (0.24%) Endur
8 6 (0.24%) Oracle EBS R12
8 6 (0.24%) SAP Retail
9 5 (0.20%) Dynamics NAV
9 5 (0.20%) Remedy AR System
Cloud Services
1 86 (3.42%) Amazon AWS
2 69 (2.74%) Microsoft Azure
3 30 (1.19%) PaaS
4 22 (0.87%) SaaS
5 19 (0.76%) IaaS
6 12 (0.48%) SuccessFactors
7 11 (0.44%) Amazon Kinesis
7 11 (0.44%) Office 365
8 7 (0.28%) Google Analytics
9 6 (0.24%) IBM Cloud
10 4 (0.16%) Amazon S3
10 4 (0.16%) Force.com
11 3 (0.12%) Adobe Analytics
11 3 (0.12%) Azure Active Directory
11 3 (0.12%) Cloud Computing
11 3 (0.12%) GitHub
11 3 (0.12%) OpenShift
12 2 (0.079%) AWS Lambda
12 2 (0.079%) Oracle CX
12 2 (0.079%) Trello
Communications & Networking
1 19 (0.76%) Firewall
2 17 (0.68%) HTTP
2 17 (0.68%) Internet
3 16 (0.64%) LDAP
4 11 (0.44%) Network Security
5 10 (0.40%) TCP/IP
6 7 (0.28%) FTP
6 7 (0.28%) LAN
7 6 (0.24%) MPLS
7 6 (0.24%) WAN
8 5 (0.20%) NAS
8 5 (0.20%) SSL
9 4 (0.16%) Intranet
9 4 (0.16%) Kerberos
10 3 (0.12%) Ethernet
10 3 (0.12%) IPsec
10 3 (0.12%) Skype
10 3 (0.12%) VPN
11 2 (0.079%) PuTTY
11 2 (0.079%) Wireless
Database & Business Intelligence
1 618 (24.56%) Data Warehouse
2 465 (18.48%) SQL Server
3 288 (11.45%) Big Data
4 244 (9.70%) SQL Server Integration Services
5 238 (9.46%) Hadoop
6 194 (7.71%) SQL Server Reporting Services
7 172 (6.84%) Relational Database
8 135 (5.37%) QlikView
9 130 (5.17%) BusinessObjects
10 129 (5.13%) Oracle Database
11 128 (5.09%) SQL Server Analysis Services
12 111 (4.41%) NoSQL
13 102 (4.05%) Apache Hive
14 90 (3.58%) Power BI
15 87 (3.46%) DB2
16 73 (2.90%) RDBMS
17 72 (2.86%) SQL Server 2012
18 70 (2.78%) HBase
19 61 (2.42%) MongoDB
20 57 (2.27%) Data Mining
Development Applications
1 102 (4.05%) JIRA
2 99 (3.93%) ERwin
3 94 (3.74%) Team Foundation Server
4 69 (2.74%) Talend Open Studio
5 50 (1.99%) Git (software)
6 41 (1.63%) Jenkins
7 37 (1.47%) JUnit
8 34 (1.35%) Visual Studio
9 26 (1.03%) Eclipse
10 24 (0.95%) Maven
11 22 (0.87%) PowerDesigner
12 21 (0.83%) Toad
13 20 (0.79%) Subversion
14 17 (0.68%) Gradle
15 16 (0.64%) Bitbucket
15 16 (0.64%) IntelliJ
15 16 (0.64%) SonarQube
16 15 (0.60%) Oracle APEX
17 13 (0.52%) JProfiler
18 12 (0.48%) Selenium
General
1 657 (26.11%) Finance
2 281 (11.17%) Banking
3 118 (4.69%) Retail
4 83 (3.30%) Investment Banking
5 58 (2.31%) Marketing
6 55 (2.19%) Legal
7 52 (2.07%) Telecoms
8 38 (1.51%) Publishing
9 29 (1.15%) Manufacturing
10 27 (1.07%) Back Office
11 20 (0.79%) Advertising
12 19 (0.76%) Billing
13 18 (0.72%) Law
14 17 (0.68%) Financial Institution
15 15 (0.60%) Front Office
15 15 (0.60%) Pharmaceutical
16 12 (0.48%) Retail Banking
17 11 (0.44%) Automotive
17 11 (0.44%) Electronics
18 9 (0.36%) Games
Job Titles
1 696 (27.66%) Architect
2 660 (26.23%) Developer
3 632 (25.12%) Analyst
4 444 (17.65%) Data Architect
5 302 (12.00%) Business Analyst
6 244 (9.70%) Data Analyst
7 168 (6.68%) Consultant
8 115 (4.57%) SQL Developer
9 104 (4.13%) Data Modeller
10 84 (3.34%) Business Intelligence Developer
11 79 (3.14%) Solutions Architect
12 75 (2.98%) ETL Developer
12 75 (2.98%) Java Developer
13 66 (2.62%) SQL Analyst
14 64 (2.54%) Data Business Analyst
15 63 (2.50%) Senior Developer
16 58 (2.31%) Business Intelligence Analyst
16 58 (2.31%) Oracle Developer
17 54 (2.15%) Data Consultant
18 53 (2.11%) Technical Architect
Libraries, Frameworks & Software Standards
1 180 (7.15%) .NET
1 180 (7.15%) XML
2 143 (5.68%) Web Services
3 129 (5.13%) HTML
4 105 (4.17%) REST
5 95 (3.78%) CSS
6 83 (3.30%) J2EE
6 83 (3.30%) Spring
7 77 (3.06%) AngularJS
8 75 (2.98%) SOAP
9 65 (2.58%) ASP.NET
9 65 (2.58%) JSON
9 65 (2.58%) RESTful
10 61 (2.42%) jQuery
11 54 (2.15%) Hibernate
12 53 (2.11%) HTML5
13 44 (1.75%) Kafka
14 43 (1.71%) MDX
15 37 (1.47%) Node.js
16 34 (1.35%) Java EE
Miscellaneous
1 325 (12.92%) Analytical Skills
2 147 (5.84%) Management Information System
3 135 (5.37%) Data Structures
4 88 (3.50%) Computer Science
5 86 (3.42%) Reference Data
6 52 (2.07%) User Experience
7 31 (1.23%) Replication
8 30 (1.19%) Credit Risk
9 26 (1.03%) Foreign Exchange (FX)
9 26 (1.03%) Mainframe
10 22 (0.87%) NHS
11 21 (0.83%) Taxonomies
12 20 (0.79%) Algorithms
12 20 (0.79%) Data Centre
12 20 (0.79%) Enterprise Software
13 18 (0.72%) Market Risk
14 17 (0.68%) Derivative
15 16 (0.64%) Fixed Income
16 15 (0.60%) Equities
17 14 (0.56%) Virtual Team
Operating Systems
1 124 (4.93%) Unix
2 96 (3.82%) Windows
3 86 (3.42%) Linux
4 15 (0.60%) Windows Server
5 5 (0.20%) Mac OS
6 4 (0.16%) Windows Vista
7 3 (0.12%) AIX
7 3 (0.12%) Android
7 3 (0.12%) Apple iOS
7 3 (0.12%) CentOS
7 3 (0.12%) Solaris
7 3 (0.12%) Windows 7
7 3 (0.12%) Windows XP
8 2 (0.079%) Red Hat Enterprise Linux
8 2 (0.079%) VME
9 1 (0.040%) HPUX
9 1 (0.040%) Ubuntu
9 1 (0.040%) Windows Server 2012
9 1 (0.040%) zOS
Processes & Methodologies
1 677 (26.91%) Agile Software Development
2 637 (25.32%) Business Intelligence
3 624 (24.80%) ETL
4 403 (16.02%) Data Management
5 327 (13.00%) Data Architecture
6 313 (12.44%) Analytics
7 311 (12.36%) Logical Data Model
8 301 (11.96%) Migration
9 300 (11.92%) Data Analysis
10 226 (8.98%) Scrum
11 216 (8.59%) Data Migration
12 211 (8.39%) Business Analysis
13 204 (8.11%) Stakeholder Management
14 183 (7.27%) Physical Data Model
15 181 (7.19%) Data Integration
16 177 (7.03%) Data Governance
17 171 (6.80%) Project Management
18 163 (6.48%) Visualisation
19 148 (5.88%) CRM
20 143 (5.68%) Performance Tuning
Programming Languages
1 979 (38.91%) SQL
2 321 (12.76%) Java
3 183 (7.27%) T-SQL
4 179 (7.11%) JavaScript
5 175 (6.96%) Python
6 155 (6.16%) PL/SQL
7 145 (5.76%) C#
8 72 (2.86%) R
9 65 (2.58%) Scala
10 50 (1.99%) Perl
10 50 (1.99%) VBA
11 43 (1.71%) Shell Script
12 39 (1.55%) C++
13 27 (1.07%) ABAP
14 26 (1.03%) Ruby
15 18 (0.72%) VB
16 17 (0.68%) C
16 17 (0.68%) PHP
17 11 (0.44%) Bash Shell
18 10 (0.40%) Data Analysis Expressions (DAX)
Qualifications
1 195 (7.75%) Degree
2 131 (5.21%) Security Cleared
3 88 (3.50%) SC Cleared
4 39 (1.55%) ISEB
5 16 (0.64%) BPSS Clearance
5 16 (0.64%) DV Cleared
6 15 (0.60%) PhD
7 13 (0.52%) ISTQB
8 12 (0.48%) CCA
8 12 (0.48%) PMP
9 7 (0.28%) BC Cleared
9 7 (0.28%) CTC Cleared
9 7 (0.28%) PMI Certification
10 6 (0.24%) Microsoft Certification
11 5 (0.20%) APMP
11 5 (0.20%) IIBA
11 5 (0.20%) OCPJP
12 4 (0.16%) ITIL Certification
12 4 (0.16%) Six Sigma Green Belt
12 4 (0.16%) Sun Certification
Quality Assurance & Compliance
1 322 (12.80%) Data Quality
2 66 (2.62%) QA
3 32 (1.27%) MiFID
4 21 (0.83%) Disclosure Scotland
5 20 (0.79%) SLA
6 19 (0.76%) IFRS
6 19 (0.76%) Solvency II
7 18 (0.72%) ISO20022
8 16 (0.64%) FATCA
9 15 (0.60%) IFRS 9
10 12 (0.48%) GDPR
11 7 (0.28%) Dodd-Frank
12 6 (0.24%) PCI DSS
13 5 (0.20%) Basel II
13 5 (0.20%) Basel III
13 5 (0.20%) COBIT
13 5 (0.20%) EMIR
14 4 (0.16%) ISO/IEC 27001
14 4 (0.16%) Sarbanes-Oxley
15 3 (0.12%) JSP 440
System Software
1 25 (0.99%) Apache Flume
2 21 (0.83%) HDFS
3 20 (0.79%) Docker
4 16 (0.64%) Active Directory
5 11 (0.44%) Oracle RAC
6 8 (0.32%) VMware Infrastructure
7 7 (0.28%) vCloud
8 3 (0.12%) VMware Workstation
9 2 (0.079%) Btrfs
10 1 (0.040%) Time Sharing Option
10 1 (0.040%) Virtual Desktop
10 1 (0.040%) VMware ESX
Systems Management
1 12 (0.48%) Hadoop YARN
2 10 (0.40%) Kubernetes
3 9 (0.36%) Ansible
3 9 (0.36%) Data Guard
3 9 (0.36%) Oozie
3 9 (0.36%) Rsyslog
4 7 (0.28%) Opscode Chef
4 7 (0.28%) Puppet
5 6 (0.24%) Control-M
5 6 (0.24%) Nagios
5 6 (0.24%) SCOM
6 5 (0.20%) Oracle Enterprise Manager
7 4 (0.16%) Forefront Identity Manager
7 4 (0.16%) HP Quality Center
7 4 (0.16%) Tivoli
8 3 (0.12%) Kibana
8 3 (0.12%) SCCM
9 2 (0.079%) CFEngine
9 2 (0.079%) HP SiteScope
9 2 (0.079%) logstash
Vendors
1 492 (19.55%) Oracle
2 314 (12.48%) Microsoft
3 223 (8.86%) SAP
4 125 (4.97%) Tableau
5 119 (4.73%) Informatica
6 93 (3.70%) IBM
7 92 (3.66%) Cognos
8 86 (3.42%) Teradata
9 81 (3.22%) Netezza
10 69 (2.74%) Talend
11 61 (2.42%) Sybase
12 38 (1.51%) Salesforce.com
13 37 (1.47%) Splunk
14 35 (1.39%) Cloudera
15 32 (1.27%) MicroStrategy
16 31 (1.23%) Atlassian
17 26 (1.03%) Ab Initio
18 23 (0.91%) Pega
19 21 (0.83%) Adobe
19 21 (0.83%) hybris
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South East
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