The following table provides summary statistics for contract job vacancies advertised in London with a requirement for Data Modelling skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Data Modelling over the 3 months to 28 June 2017 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Data Modelling
England / London
3 months to
28 Jun 2017
Same period 2016 Same period 2015
Rank 84 79 72
Rank change year-on-year -5 -7  
Contract jobs citing Data Modelling 622 668 686
As % of all contract IT jobs advertised in London 3.00% 3.08% 2.98%
As % of the Processes & Methodologies category 3.46% 3.61% 3.62%
Number of daily rates quoted 459 481 463
Median daily rate £500 £500 £475
Median daily rate % change year-on-year - +5.26%  
90% offered a daily rate of more than £395 £350 £350
10% offered a daily rate of more than £650 £668 £625
UK excluding London median daily rate £425 £425 £420
% change year-on-year - +1.19%  
Number of hourly rates quoted 0 1 1
Median hourly rate - £100.00 £65.00
Median hourly rate % change year-on-year - +53.84%  
UK excluding London median hourly rate £40.70 - £33.50

Data Modelling is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in London with a requirement for process and methodology skills.

Contract Process & Methodology Skills
London
Contract job vacancies with a requirement for process and methodology skills 17998 18524 18927
As % of all contract IT job vacancies advertised in London 86.68% 85.33% 82.18%
Number of daily rates quoted 12875 13537 13435
Median daily rate £500 £475 £450
Median daily rate % change year-on-year +5.26% +5.55%  
90% offered a daily rate of more than £350 £325 £310
10% offered a daily rate of more than £630 £638 £625
UK excluding London median daily rate £415 £400 £385
% change year-on-year +3.75% +3.89%  
Number of hourly rates quoted 188 158 253
Median hourly rate £25.75 £21.00 £22.00
Median hourly rate % change year-on-year +22.61% -4.54%  
90% offered a hourly rate of more than £14.75 £12.50 £11.00
10% offered a hourly rate of more than £52.50 £46.00 £55.50
UK excluding London median hourly rate £34.75 £28.50 £30.00
% change year-on-year +21.92% -5.00%  

Data Modelling
Job Vacancy Trend in London

The job posting trend of jobs advertised in London citing Data Modelling as a proportion of all contract or permanent IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Data Modelling in London

Data Modelling
Contractor Daily Rate Trend in London

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

Contractor daily rate trend for Data Modelling in London

Data Modelling
Contractor Daily Rate Histogram in London

The daily rate distribution of IT jobs citing Data Modelling in London over the 3 months to 28 June 2017.

Contractor daily rate histogram for Data Modelling in London

Data Modelling
Contractor Hourly Rate Trend in London

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

Contractor hourly rate trend for Data Modelling in London

Data Modelling
Contract Job Locations in London

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 London region over the 3 months to 28 June 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
City of London +9 101 £525 +10.52% 20
Canary Wharf +2 6 £561 +44.83%
Croydon -4 6 £590 +41.31%
Docklands, London +1 4 £513 -5.09%
Westminster +5 2 £613 +28.94%
Brentford +2 2 £385 -
Bromley - 2 £700 -
West End of London +6 1 £500 -14.89% 2
Hounslow +4 1 £600 +118.18%
Heathrow +4 1 £600 +166.66%
Moorgate - 1 £500 -
Ilford - 1 £425 -
Feltham - 1 £460 -
Data Modelling
England

For the 6 months to 28 June 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 across the London region with a requirement for Data Modelling.

1 531 (44.51%) SQL
2 402 (33.70%) Finance
3 396 (33.19%) Agile Software Development
4 294 (24.64%) Business Intelligence
5 289 (24.22%) Data Warehouse
6 281 (23.55%) ETL
7 224 (18.78%) Java
8 216 (18.11%) Oracle
8 216 (18.11%) Banking
9 212 (17.77%) Analytics
10 210 (17.60%) SQL Server
11 198 (16.60%) Microsoft
12 193 (16.18%) Analytical Skills
13 183 (15.34%) Data Analysis
14 159 (13.33%) Big Data
15 151 (12.66%) Data Management
16 149 (12.49%) Data Quality
17 140 (11.74%) Python
18 125 (10.48%) Hadoop
19 124 (10.39%) Data Architecture
20 119 (9.97%) Business Analysis
21 118 (9.89%) Migration
22 114 (9.56%) Relational Database
23 112 (9.39%) Degree
24 111 (9.30%) JavaScript
25 110 (9.22%) Logical Data Model
26 103 (8.63%) SQL Server Integration Services
27 97 (8.13%) Visualisation
27 97 (8.13%) Physical Data Model
28 95 (7.96%) SAP

Data Modelling
Co-occurring IT Skills in London 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 55 (4.61%) Apache Spark
2 40 (3.35%) SAS
3 33 (2.77%) Confluence
4 28 (2.35%) Oracle SOA Suite
5 25 (2.10%) SharePoint
6 20 (1.68%) Apache
7 16 (1.34%) Apache Pig
8 14 (1.17%) WebLogic
9 13 (1.09%) Elasticsearch
9 13 (1.09%) JBoss
10 11 (0.92%) WebSphere
11 10 (0.84%) Oracle Workflow
12 9 (0.75%) CMS
12 9 (0.75%) Skype for Business
12 9 (0.75%) Tomcat
13 7 (0.59%) Drupal
14 5 (0.42%) Mule
15 4 (0.34%) Jupyter
15 4 (0.34%) Liferay
15 4 (0.34%) MQSeries
Applications
1 89 (7.46%) Microsoft Excel
2 41 (3.44%) MS Visio
3 33 (2.77%) Microsoft Office
4 22 (1.84%) Microsoft PowerPoint
5 14 (1.17%) SPSS
6 8 (0.67%) Microsoft Project
7 5 (0.42%) Spreadsheet
7 5 (0.42%) Stata
8 4 (0.34%) InDesign
9 3 (0.25%) S-PLUS
10 2 (0.17%) Mathematica
11 1 (0.084%) GNU Octave
11 1 (0.084%) Weka
Business Applications
1 25 (2.10%) Dynamics CRM
2 19 (1.59%) SAP Oil and Gas
3 9 (0.75%) Cognos Business Intelligence
3 9 (0.75%) Loan IQ
3 9 (0.75%) Markit EDM
4 7 (0.59%) Cognos TM1
4 7 (0.59%) Endur
4 7 (0.59%) Oracle BPM
4 7 (0.59%) Siebel CRM
5 5 (0.42%) NetSuite
5 5 (0.42%) Salesforce.com CRM
5 5 (0.42%) SAP S/4HANA
6 4 (0.34%) Eagle PACE
6 4 (0.34%) Pega PRPC
6 4 (0.34%) SAP CRM
7 3 (0.25%) Oracle EBS
7 3 (0.25%) SAP CO
7 3 (0.25%) SAP FI
7 3 (0.25%) SAP FI/CO
7 3 (0.25%) Workday HCM
Cloud Services
1 60 (5.03%) Microsoft Azure
2 51 (4.27%) Amazon AWS
3 14 (1.17%) Office 365
4 10 (0.84%) GitHub
5 6 (0.50%) SaaS
6 5 (0.42%) Force.com
6 5 (0.42%) Google Cloud Platform
7 4 (0.34%) Adobe Creative Cloud
7 4 (0.34%) Amazon S3
7 4 (0.34%) Cloud Computing
7 4 (0.34%) Salesforce Service Cloud
8 3 (0.25%) Amazon EMR
8 3 (0.25%) Amazon Kinesis
8 3 (0.25%) AWS Lambda
9 2 (0.17%) Azure Machine Learning
9 2 (0.17%) IBM Blueworks
9 2 (0.17%) iPaaS
9 2 (0.17%) Oracle CX
9 2 (0.17%) PaaS
9 2 (0.17%) Yammer
Communications & Networking
1 11 (0.92%) HTTP
2 10 (0.84%) LDAP
2 10 (0.84%) Skype
3 9 (0.75%) Internet
4 8 (0.67%) FTP
5 7 (0.59%) NAS
6 5 (0.42%) Intranet
6 5 (0.42%) MPLS
6 5 (0.42%) WAN
7 4 (0.34%) Firewall
7 4 (0.34%) LAN
8 3 (0.25%) Ethernet
8 3 (0.25%) IPsec
8 3 (0.25%) TCP/IP
8 3 (0.25%) VPN
9 2 (0.17%) SSL
10 1 (0.084%) 3G
10 1 (0.084%) DNS
10 1 (0.084%) Network Security
10 1 (0.084%) Wi-Fi
Database & Business Intelligence
1 289 (24.22%) Data Warehouse
2 210 (17.60%) SQL Server
3 159 (13.33%) Big Data
4 125 (10.48%) Hadoop
5 114 (9.56%) Relational Database
6 103 (8.63%) SQL Server Integration Services
7 92 (7.71%) QlikView
8 88 (7.38%) NoSQL
9 78 (6.54%) SQL Server Reporting Services
10 66 (5.53%) Power BI
11 62 (5.20%) RDBMS
12 56 (4.69%) Apache Hive
13 51 (4.27%) SQL Server Analysis Services
14 50 (4.19%) MongoDB
15 46 (3.86%) Oracle Database
16 41 (3.44%) MySQL
16 41 (3.44%) PostgreSQL
17 40 (3.35%) DB2
18 38 (3.19%) HBase
19 33 (2.77%) Qlik Sense
Development Applications
1 63 (5.28%) JIRA
2 50 (4.19%) Git (software)
3 48 (4.02%) ERwin
4 42 (3.52%) Team Foundation Server
5 34 (2.85%) Talend Open Studio
6 29 (2.43%) Jenkins
7 22 (1.84%) JUnit
8 20 (1.68%) Visual Studio
9 18 (1.51%) PowerDesigner
10 14 (1.17%) Subversion
10 14 (1.17%) TeamCity
11 12 (1.01%) Maven
11 12 (1.01%) NUnit
12 11 (0.92%) Ant
12 11 (0.92%) HP UFT
13 10 (0.84%) Bitbucket
13 10 (0.84%) Cucumber
13 10 (0.84%) Oracle APEX
14 9 (0.75%) MSTest
14 9 (0.75%) Selenium
General
1 402 (33.70%) Finance
2 216 (18.11%) Banking
3 69 (5.78%) Legal
4 68 (5.70%) Investment Banking
5 39 (3.27%) Marketing
6 36 (3.02%) Back Office
7 35 (2.93%) Front Office
8 34 (2.85%) Retail
9 30 (2.51%) Telecoms
10 20 (1.68%) Manufacturing
11 19 (1.59%) Electronics
11 19 (1.59%) Financial Institution
12 14 (1.17%) Law
12 14 (1.17%) Publishing
13 13 (1.09%) Billing
14 10 (0.84%) Advertising
14 10 (0.84%) Pharmaceutical
15 7 (0.59%) German Language
16 5 (0.42%) Games
16 5 (0.42%) Prime Brokerage
Job Titles
1 408 (34.20%) Developer
2 314 (26.32%) Analyst
3 271 (22.72%) Architect
4 151 (12.66%) Data Analyst
5 146 (12.24%) Data Architect
6 137 (11.48%) Business Analyst
7 69 (5.78%) Java Developer
8 65 (5.45%) Data Modeller
9 52 (4.36%) Consultant
10 50 (4.19%) SQL Developer
11 47 (3.94%) Senior Developer
12 42 (3.52%) Lead Architect
13 39 (3.27%) Business Intelligence Developer
14 36 (3.02%) Lead Developer
15 33 (2.77%) Data Engineer
16 32 (2.68%) SQL Analyst
17 31 (2.60%) Data Business Analyst
18 30 (2.51%) QlikView Developer
19 27 (2.26%) ETL Developer
19 27 (2.26%) Solutions Architect
Libraries, Frameworks & Software Standards
1 93 (7.80%) XML
2 80 (6.71%) Node.js
3 70 (5.87%) HTML
4 61 (5.11%) .NET
4 61 (5.11%) RESTful
5 56 (4.69%) Spring
6 55 (4.61%) REST
7 54 (4.53%) AngularJS
7 54 (4.53%) CSS
7 54 (4.53%) Web Services
8 45 (3.77%) J2EE
9 43 (3.60%) HTML5
10 41 (3.44%) SOAP
11 31 (2.60%) JSON
12 27 (2.26%) MDX
13 26 (2.18%) Middleware
14 23 (1.93%) XSLT
15 20 (1.68%) Hibernate
15 20 (1.68%) React
16 19 (1.59%) Kafka
Miscellaneous
1 193 (16.18%) Analytical Skills
2 60 (5.03%) Data Structures
3 57 (4.78%) Management Information System
4 56 (4.69%) Computer Science
5 40 (3.35%) Reference Data
6 30 (2.51%) Fixed Income
7 26 (2.18%) User Experience
8 23 (1.93%) Derivative
8 23 (1.93%) Foreign Exchange (FX)
9 22 (1.84%) Equities
10 20 (1.68%) Market Risk
10 20 (1.68%) Private Cloud
11 19 (1.59%) Algorithms
12 17 (1.42%) Credit Risk
12 17 (1.42%) Greenfield Project
13 14 (1.17%) Enterprise Software
14 12 (1.01%) SWIFT
14 12 (1.01%) Taxonomies
15 11 (0.92%) Virtual Team
16 9 (0.75%) Fintech
Operating Systems
1 71 (5.95%) Linux
2 69 (5.78%) Unix
3 42 (3.52%) Windows
4 14 (1.17%) Mac OS
5 7 (0.59%) Windows Server
6 6 (0.50%) Windows Server 2012
7 5 (0.42%) Windows Server 2003
7 5 (0.42%) Windows Server 2008
8 3 (0.25%) CentOS
9 2 (0.17%) Android
9 2 (0.17%) Apple iOS
10 1 (0.084%) Ubuntu
Processes & Methodologies
1 396 (33.19%) Agile Software Development
2 294 (24.64%) Business Intelligence
3 281 (23.55%) ETL
4 212 (17.77%) Analytics
5 183 (15.34%) Data Analysis
6 151 (12.66%) Data Management
7 124 (10.39%) Data Architecture
8 119 (9.97%) Business Analysis
9 118 (9.89%) Migration
10 110 (9.22%) Logical Data Model
11 97 (8.13%) Physical Data Model
11 97 (8.13%) Visualisation
12 92 (7.71%) SDLC
13 85 (7.12%) Scrum
14 83 (6.96%) Stakeholder Management
15 82 (6.87%) OO
16 80 (6.71%) TDD
17 78 (6.54%) Project Management
18 76 (6.37%) Data Migration
18 76 (6.37%) DevOps
Programming Languages
1 531 (44.51%) SQL
2 224 (18.78%) Java
3 140 (11.74%) Python
4 111 (9.30%) JavaScript
5 80 (6.71%) PL/SQL
6 77 (6.45%) T-SQL
7 71 (5.95%) R
8 62 (5.20%) C#
9 36 (3.02%) Scala
10 22 (1.84%) C++
11 20 (1.68%) PHP
11 20 (1.68%) Ruby
12 19 (1.59%) VBA
13 18 (1.51%) Shell Script
14 17 (1.42%) Data Analysis Expressions (DAX)
15 16 (1.34%) C
16 12 (1.01%) MATLAB
16 12 (1.01%) VB
17 11 (0.92%) Apex Code
18 9 (0.75%) PowerShell
Qualifications
1 112 (9.39%) Degree
2 75 (6.29%) Security Cleared
3 66 (5.53%) SC Cleared
4 21 (1.76%) Computer Science Degree
5 20 (1.68%) ISEB
6 11 (0.92%) DV Cleared
6 11 (0.92%) ISTQB
7 9 (0.75%) OCPJP
8 8 (0.67%) Numerate Degree
9 7 (0.59%) BPSS Clearance
10 6 (0.50%) CCA
10 6 (0.50%) Microsoft Certification
11 5 (0.42%) CFA
11 5 (0.42%) MCSE
11 5 (0.42%) PMI Certification
11 5 (0.42%) PMP
12 4 (0.34%) CBAP
12 4 (0.34%) IIBA
13 3 (0.25%) ACCA
13 3 (0.25%) Master's Degree
Quality Assurance & Compliance
1 149 (12.49%) Data Quality
2 43 (3.60%) QA
3 42 (3.52%) MiFID
4 18 (1.51%) ISO 20022
5 17 (1.42%) GDPR
6 16 (1.34%) PCI DSS
7 10 (0.84%) Dodd-Frank
8 8 (0.67%) EMIR
8 8 (0.67%) IFRS
9 7 (0.59%) IFRS 9
10 6 (0.50%) Solvency II
11 5 (0.42%) Sarbanes-Oxley
12 4 (0.34%) WCAG
13 2 (0.17%) Actionable Recommendations
13 2 (0.17%) ISO/IEC 27001
13 2 (0.17%) P3O
13 2 (0.17%) PMO
14 1 (0.084%) Basel II
14 1 (0.084%) FINREP
14 1 (0.084%) IAS 39
System Software
1 45 (3.77%) Docker
2 10 (0.84%) Apache Flume
3 9 (0.75%) Active Directory
4 4 (0.34%) HDFS
4 4 (0.34%) vCloud
5 3 (0.25%) Apache ZooKeeper
5 3 (0.25%) Oracle RAC
5 3 (0.25%) VMware Infrastructure
6 2 (0.17%) VMware Workstation
7 1 (0.084%) Hyper-V
Systems Management
1 36 (3.02%) Kubernetes
2 14 (1.17%) Puppet
3 12 (1.01%) Opscode Chef
4 7 (0.59%) Ansible
5 5 (0.42%) CFEngine
5 5 (0.42%) HP SiteScope
5 5 (0.42%) Nagios
5 5 (0.42%) Oozie
5 5 (0.42%) SCCM
6 4 (0.34%) MOM
7 2 (0.17%) Control-M
7 2 (0.17%) Forefront Identity Manager
7 2 (0.17%) Hadoop YARN
7 2 (0.17%) Oracle Enterprise Manager
8 1 (0.084%) Enterprise Manager Cloud Control
8 1 (0.084%) Oracle EDQ
8 1 (0.084%) Rundeck
8 1 (0.084%) SCOM
Vendors
1 216 (18.11%) Oracle
2 198 (16.60%) Microsoft
3 95 (7.96%) SAP
4 70 (5.87%) Informatica
5 61 (5.11%) Tableau
6 54 (4.53%) IBM
7 43 (3.60%) Sybase
8 42 (3.52%) Teradata
9 35 (2.93%) Cloudera
10 34 (2.85%) ServiceNow
10 34 (2.85%) Talend
11 27 (2.26%) Salesforce.com
12 24 (2.01%) Cognos
13 23 (1.93%) MicroStrategy
13 23 (1.93%) Netezza
13 23 (1.93%) Splunk
14 16 (1.34%) Bloomberg
14 16 (1.34%) MapR
15 15 (1.26%) Alteryx
15 15 (1.26%) Nuix
City, London
McGregor Boyall
Rate: £525 - £550 per day
Posted: 50 minutes ago
London
Computer People
Rate: £550 - £650 per day
Posted: 21 hours ago
London
TEKsystems
Rate: £550 - £650 per day
Posted: 2 hours ago
London
Harvey Nash plc
Rate: £450 - £500 per day
Posted: 2 hours ago
London
Marks Sattin
Rate: £250 - £300 per day
Posted: 2 days ago
West London
Spencer Rose
Rate: From £250 to £350 per annum
Posted: 23 hours ago
London
TEKsystems
Rate: £600 - £700 per day
Posted: Yesterday
City, London
Deerfoot IT Resources Ltd
Rate: £500 - £550 per day
Posted: Yesterday
London
NST Recruitment Limited
Posted: 2 days ago
City, London
TEKsystems
Rate: £550 - £600 per annum
Posted: Yesterday
City, London
Cititec
Rate: £600.00 - £620.00 per day
Posted: 22 hours ago
London
Sanderson
Rate: £500 - £544 per day
Posted: 2 days ago
City, London
LA International
Posted: 2 days ago
London
Real Staffing
Rate: £250 per day + competitive
Posted: 5 days ago
London
Real Staffing
Rate: competitive
Posted: 7 days ago
London
Harris Global
Rate: Unspecified COMPETITIVE
Posted: 6 days ago
London
Sopra Steria Recruitment
Rate: Unspecified
Posted: Yesterday
London
Nigel Frank International Ltd
Rate: £500 - £650 per annum
Posted: 5 days ago
City of London
Edward Carter Solutions
Rate: £500 per day
Posted: 7 days ago
London
AMS contingency
Posted: 12 days ago
London
Computer People
Posted: 5 days ago
East London
Careerwise UK Limited
Rate: £600 - £650 per day
Posted: 6 days ago
London
Square One Resources
Rate: Market Rates
Posted: 6 days ago
London
LA International
Rate: £550 - £650 per day
Posted: 6 days ago
London
Square One Resources
Rate: £520 per day
Posted: 5 days ago
North West London
Oblix IT
Rate: From £400 to £500 per annum
Posted: 4 days ago
London
CPS Group Limited
Rate: £400 - £450 per annum + Depending on Experience
Posted: 23 days ago
London
Lorien Resourcing
Posted: 5 days ago
West London
Lorien Resourcing
Rate: £500 - £535 per annum
Posted: 4 days ago
London
Lawrence Harvey
Rate: NEGOTIABLE (MARKET RATES)
Posted: 7 days ago