Period
to 25 February 2018

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 6 months to 25 February 2018 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
6 months to
25 Feb 2018
Same period 2017 Same period 2016
Rank 94 80 86
Rank change year-on-year -14 +6 -28
Contract jobs citing Data Modelling 1,186 1,298 1,226
As % of all contract IT jobs advertised in London 2.56% 3.17% 2.75%
As % of the Processes & Methodologies category 2.96% 3.69% 3.24%
Number of daily rates quoted 868 926 844
London median daily rate £523 £500 £489
Median daily rate % change year-on-year +4.50% +2.25% +2.95%
10th Percentile £363 £363 £350
90th Percentile £675 £672 £670
England median daily rate £475 £475 £450
% change year-on-year - +5.56% -
Number of hourly rates quoted 7 4 7
London median hourly rate £18.80 £34.00 £50.00
Median hourly rate % change year-on-year -44.72% -32.00% -20.00%
10th Percentile £15.40 £29.28 £26.90
90th Percentile £41.50 £66.73 £54.50
England median hourly rate £19.00 £34.12 £50.00
% change year-on-year -44.31% -31.76% -16.32%

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

All Process and Methodology Skills
London
Contract vacancies with a requirement for process or methodology skills 40,129 35,222 37,867
As % of all contract IT jobs advertised in London 86.66% 85.90% 85.07%
Number of daily rates quoted 29,272 25,345 27,124
London median daily rate £500 £475 £450
Median daily rate % change year-on-year +5.26% +5.56% -
10th Percentile £313 £313 £300
90th Percentile £675 £650 £645
England median daily rate £455 £438 £425
% change year-on-year +4.00% +2.94% +4.94%
Number of hourly rates quoted 468 398 459
London median hourly rate £22.75 £25.00 £19.92
Median hourly rate % change year-on-year -9.00% +25.53% +7.07%
10th Percentile £13.68 £12.25 £11.25
90th Percentile £53.58 £53.94 £50.20
England median hourly rate £24.56 £25.00 £23.42
% change year-on-year -1.76% +6.75% +14.24%

Data Modelling
Job Vacancy Trend in London

Job postings citing Data Modelling as a percentage of all IT jobs advertised in London.

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 6 months to 25 February 2018.

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
Contractor Hourly Rate Histogram in London

The hourly rate distribution of IT jobs citing Data Modelling in London over the 6 months to 25 February 2018.

Contractor hourly rate histogram 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 6 months to 25 February 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
Central London -49 202 £525 +9.09% 58
West London -8 42 £400 -12.09% 24
South London -9 36 £538 +7.50% 5
East London -20 22 £525 -9.68% 6
Data Modelling
England

For the 6 months to 25 February 2018, IT contractor jobs citing Data Modelling also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all contract job ads across the London region with a requirement for Data Modelling.

1 485 (40.89%) SQL
2 336 (28.33%) Agile Software Development
3 314 (26.48%) Business Intelligence
4 308 (25.97%) Finance
5 271 (22.85%) ETL
6 270 (22.77%) Data Warehouse
7 239 (20.15%) SQL Server
8 202 (17.03%) Big Data
9 200 (16.86%) Analytics
10 188 (15.85%) Analytical Skills
11 176 (14.84%) Java
12 175 (14.76%) Banking
13 173 (14.59%) Data Analysis
13 173 (14.59%) SQL Server Integration Services
14 161 (13.58%) Data Quality
15 157 (13.24%) Microsoft
16 155 (13.07%) Oracle
17 149 (12.56%) Data Architecture
18 147 (12.39%) Python
19 133 (11.21%) Data Management
20 132 (11.13%) Relational Database
21 131 (11.05%) Logical Data Model
22 127 (10.71%) Stakeholder Management
23 123 (10.37%) Migration
24 117 (9.87%) Hadoop
25 113 (9.53%) Power BI
26 107 (9.02%) Visualisation
27 106 (8.94%) XML
28 102 (8.60%) T-SQL
29 100 (8.43%) JavaScript

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 88 (7.42%) Apache Spark
2 46 (3.88%) SAS
3 28 (2.36%) Confluence
4 26 (2.19%) SharePoint
5 19 (1.60%) Apache
6 16 (1.35%) Elasticsearch
7 14 (1.18%) Oracle SOA Suite
8 9 (0.76%) JBoss
8 9 (0.76%) WebLogic
9 7 (0.59%) Apache Pig
9 7 (0.59%) Skype for Business
10 6 (0.51%) Apache Airflow
10 6 (0.51%) WebSphere
11 5 (0.42%) CMS
12 4 (0.34%) Oracle Coherence
13 3 (0.25%) Adobe Experience Manager
13 3 (0.25%) BizTalk Server
13 3 (0.25%) Cloud Foundry
13 3 (0.25%) IIS
13 3 (0.25%) Oracle Workflow
Applications
1 85 (7.17%) Microsoft Excel
2 59 (4.97%) MS Visio
3 26 (2.19%) Microsoft Office
4 15 (1.26%) Microsoft PowerPoint
5 9 (0.76%) SPSS
6 6 (0.51%) Microsoft Project
7 5 (0.42%) Spreadsheet
8 1 (0.084%) Adobe Illustrator
8 1 (0.084%) Fireworks
8 1 (0.084%) InVision
8 1 (0.084%) Photoshop
8 1 (0.084%) SPSS Modeler
8 1 (0.084%) Stata
Business Applications
1 19 (1.60%) Markit EDM
2 8 (0.67%) NetSuite
3 5 (0.42%) Dynamics CRM
3 5 (0.42%) Loan IQ
4 4 (0.34%) Workday HCM
5 3 (0.25%) Maximo
5 3 (0.25%) Oracle EBS
5 3 (0.25%) Oracle Retail
5 3 (0.25%) Summit
5 3 (0.25%) SystmOne
6 2 (0.17%) Dynamics NAV
6 2 (0.17%) ION MarketView
6 2 (0.17%) Kondor
6 2 (0.17%) Salesforce.com CRM
6 2 (0.17%) SAP HR
7 1 (0.084%) FINCAD Analytics
7 1 (0.084%) Oracle Payables
7 1 (0.084%) Oracle Procure-to-Pay
7 1 (0.084%) PeopleSoft HCM
7 1 (0.084%) SAP Hybris
Cloud Services
1 96 (8.09%) Amazon AWS
2 84 (7.08%) Microsoft Azure
3 20 (1.69%) Google Cloud Platform
4 19 (1.60%) Amazon S3
5 16 (1.35%) Office 365
6 15 (1.26%) Serverless
7 12 (1.01%) Boomi
8 11 (0.93%) Amazon EMR
9 10 (0.84%) Amazon Kinesis
9 10 (0.84%) Azure Data Factory
9 10 (0.84%) SaaS
9 10 (0.84%) Salesforce Sales Cloud
10 8 (0.67%) AWS Lambda
10 8 (0.67%) GitHub
10 8 (0.67%) OpenShift
10 8 (0.67%) PaaS
11 6 (0.51%) Amazon CloudWatch
11 6 (0.51%) Force.com
11 6 (0.51%) IBM Blueworks
12 5 (0.42%) Azure Machine Learning
Communications & Networking
1 9 (0.76%) Skype
2 4 (0.34%) DNS
2 4 (0.34%) HTTP
2 4 (0.34%) SMS
2 4 (0.34%) TCP/IP
3 3 (0.25%) Internet
3 3 (0.25%) WAN
4 2 (0.17%) Firewall
4 2 (0.17%) LAN
4 2 (0.17%) Network Security
4 2 (0.17%) snoop
5 1 (0.084%) CTI
5 1 (0.084%) DSL
5 1 (0.084%) Intranet
5 1 (0.084%) Kerberos
Database & Business Intelligence
1 270 (22.77%) Data Warehouse
2 239 (20.15%) SQL Server
3 202 (17.03%) Big Data
4 173 (14.59%) SQL Server Integration Services
5 132 (11.13%) Relational Database
6 117 (9.87%) Hadoop
7 113 (9.53%) Power BI
8 100 (8.43%) SQL Server Reporting Services
9 99 (8.35%) NoSQL
10 91 (7.67%) SQL Server Analysis Services
11 69 (5.82%) RDBMS
12 61 (5.14%) PostgreSQL
13 52 (4.38%) Data Lake
14 51 (4.30%) Apache Hive
15 46 (3.88%) QlikView
16 41 (3.46%) OLAP
17 39 (3.29%) HBase
18 38 (3.20%) MySQL
19 33 (2.78%) Oracle Database
20 31 (2.61%) BusinessObjects
Development Applications
1 61 (5.14%) Git (software)
1 61 (5.14%) JIRA
2 44 (3.71%) ERwin
3 26 (2.19%) Jenkins
4 24 (2.02%) PowerDesigner
5 21 (1.77%) Cucumber
6 14 (1.18%) Maven
7 11 (0.93%) Visual Studio
8 9 (0.76%) SonarQube
8 9 (0.76%) TeamCity
9 8 (0.67%) Toad
10 7 (0.59%) Appium
10 7 (0.59%) Team Foundation Server
10 7 (0.59%) webpack
11 6 (0.51%) Bitbucket
11 6 (0.51%) gulp
11 6 (0.51%) Visual Studio Team System
12 5 (0.42%) JMeter
12 5 (0.42%) JUnit
12 5 (0.42%) SpecFlow
General
1 308 (25.97%) Finance
2 175 (14.76%) Banking
3 62 (5.23%) Investment Banking
4 44 (3.71%) Legal
5 35 (2.95%) Retail
6 34 (2.87%) Marketing
7 29 (2.45%) Front Office
8 21 (1.77%) Pharmaceutical
8 21 (1.77%) Publishing
9 18 (1.52%) Law
9 18 (1.52%) Telecoms
10 14 (1.18%) Back Office
11 11 (0.93%) Advertising
12 10 (0.84%) Manufacturing
13 9 (0.76%) Financial Institution
14 7 (0.59%) Billing
14 7 (0.59%) Games
14 7 (0.59%) Retail Banking
15 6 (0.51%) Electronics
15 6 (0.51%) Private Banking
Job Titles
1 376 (31.70%) Developer
2 320 (26.98%) Analyst
3 290 (24.45%) Architect
4 168 (14.17%) Business Analyst
5 156 (13.15%) Data Architect
6 105 (8.85%) Data Analyst
7 88 (7.42%) SQL Developer
8 84 (7.08%) Business Intelligence Developer
9 55 (4.64%) Senior Developer
10 52 (4.38%) Data Engineer
11 44 (3.71%) Business Intelligence Analyst
12 41 (3.46%) Data Business Analyst
12 41 (3.46%) Lead Architect
13 39 (3.29%) Data Modeller
14 38 (3.20%) Solutions Architect
15 30 (2.53%) SSIS Developer
16 29 (2.45%) Consultant
17 28 (2.36%) Lead Developer
17 28 (2.36%) SQL BI Developer
18 27 (2.28%) SQL Analyst
Libraries, Frameworks & Software Standards
1 106 (8.94%) XML
2 64 (5.40%) JSON
3 61 (5.14%) .NET
4 51 (4.30%) HTML
5 40 (3.37%) MDX
5 40 (3.37%) Web Services
6 39 (3.29%) CSS
7 38 (3.20%) RESTful
8 37 (3.12%) Kafka
9 31 (2.61%) Node.js
10 29 (2.45%) AngularJS
10 29 (2.45%) REST
11 26 (2.19%) Flask
12 25 (2.11%) Middleware
13 24 (2.02%) Spring
14 21 (1.77%) HTML5
15 19 (1.60%) React
16 18 (1.52%) XSD
17 17 (1.43%) SOAP
18 16 (1.35%) FpML
Miscellaneous
1 188 (15.85%) Analytical Skills
2 55 (4.64%) Data Structures
3 49 (4.13%) Management Information System
4 38 (3.20%) Computer Science
5 37 (3.12%) Reference Data
6 35 (2.95%) Greenfield Project
6 35 (2.95%) User Experience
7 31 (2.61%) Derivative
8 28 (2.36%) Credit Risk
9 27 (2.28%) Market Risk
10 26 (2.19%) Taxonomies
11 24 (2.02%) Fixed Income
11 24 (2.02%) Foreign Exchange (FX)
12 22 (1.85%) Equities
13 15 (1.26%) Fintech
14 14 (1.18%) Data Centre
14 14 (1.18%) FMCG
14 14 (1.18%) NHS
15 13 (1.10%) Algorithms
16 11 (0.93%) Replication
Operating Systems
1 53 (4.47%) Linux
2 46 (3.88%) Unix
3 19 (1.60%) Windows
4 8 (0.67%) Windows Server
5 3 (0.25%) Apple iOS
5 3 (0.25%) CentOS
6 2 (0.17%) Mac OS
6 2 (0.17%) Ubuntu
6 2 (0.17%) Windows 10
6 2 (0.17%) Windows Server 2012
7 1 (0.084%) Android
7 1 (0.084%) Mesosphere
7 1 (0.084%) Red Hat Enterprise Linux
Processes & Methodologies
1 336 (28.33%) Agile Software Development
2 314 (26.48%) Business Intelligence
3 271 (22.85%) ETL
4 200 (16.86%) Analytics
5 173 (14.59%) Data Analysis
6 149 (12.56%) Data Architecture
7 133 (11.21%) Data Management
8 131 (11.05%) Logical Data Model
9 127 (10.71%) Stakeholder Management
10 123 (10.37%) Migration
11 107 (9.02%) Visualisation
12 99 (8.35%) SDLC
13 97 (8.18%) Business Analysis
14 96 (8.09%) Scrum
15 90 (7.59%) Data Integration
16 88 (7.42%) Data Migration
17 78 (6.58%) Data Governance
18 76 (6.41%) Physical Data Model
18 76 (6.41%) TDD
19 73 (6.16%) Data Mapping
Programming Languages
1 485 (40.89%) SQL
2 176 (14.84%) Java
3 147 (12.39%) Python
4 102 (8.60%) T-SQL
5 100 (8.43%) JavaScript
6 62 (5.23%) C#
6 62 (5.23%) PL/SQL
7 54 (4.55%) R
8 49 (4.13%) Scala
9 35 (2.95%) Data Analysis Expressions (DAX)
9 35 (2.95%) VBA
10 29 (2.45%) Shell Script
11 21 (1.77%) Bash Shell
11 21 (1.77%) PHP
12 19 (1.60%) C
12 19 (1.60%) C++
13 18 (1.52%) Ruby
14 15 (1.26%) PowerShell
15 10 (0.84%) Go
16 9 (0.76%) XPath
Qualifications
1 90 (7.59%) Security Cleared
2 71 (5.99%) Degree
3 45 (3.79%) SC Cleared
4 27 (2.28%) DV Cleared
5 16 (1.35%) CTC Cleared
6 14 (1.18%) Computer Science Degree
7 10 (0.84%) ISEB
8 8 (0.67%) BPSS Clearance
8 8 (0.67%) IIBA
9 7 (0.59%) CISSP
10 6 (0.51%) CBAP
11 5 (0.42%) ITIL Certification
11 5 (0.42%) Microsoft Certification
11 5 (0.42%) PhD
12 3 (0.25%) ISTQB
12 3 (0.25%) MCSA
12 3 (0.25%) PMI Certification
13 2 (0.17%) MCITP
13 2 (0.17%) MCTS
13 2 (0.17%) Oracle Certification
Quality Assurance & Compliance
1 161 (13.58%) Data Quality
2 47 (3.96%) GDPR
3 33 (2.78%) QA
4 20 (1.69%) MiFID
5 11 (0.93%) EMIR
6 10 (0.84%) Dodd-Frank
7 9 (0.76%) SLA
8 5 (0.42%) IFRS
8 5 (0.42%) ISO 20022
8 5 (0.42%) PMO
9 4 (0.34%) GCP
10 3 (0.25%) HL7
11 2 (0.17%) COBIT
11 2 (0.17%) COREP
11 2 (0.17%) Disclosure Scotland
11 2 (0.17%) IFRS 9
11 2 (0.17%) WAI
11 2 (0.17%) WCAG
12 1 (0.084%) Actionable Recommendations
12 1 (0.084%) FATCA
System Software
1 28 (2.36%) Docker
2 19 (1.60%) HDFS
3 18 (1.52%) Oracle RAC
4 15 (1.26%) Apache Flume
4 15 (1.26%) Oracle Clusterware
5 11 (0.93%) Active Directory
5 11 (0.93%) Apache ZooKeeper
6 1 (0.084%) OpenAM
6 1 (0.084%) OpenDJ
6 1 (0.084%) Virtual Machines
6 1 (0.084%) VMware Infrastructure
6 1 (0.084%) XenApp
Systems Management
1 23 (1.94%) Kubernetes
2 18 (1.52%) Data Guard
3 17 (1.43%) Oozie
4 15 (1.26%) Oracle Flashback
4 15 (1.26%) Oracle RMAN
5 10 (0.84%) Ansible
5 10 (0.84%) Puppet
6 9 (0.76%) Opscode Chef
7 8 (0.67%) Terraform
8 5 (0.42%) Salt
9 4 (0.34%) HP ALM
9 4 (0.34%) HP SiteScope
9 4 (0.34%) Nagios
9 4 (0.34%) SCCM
10 3 (0.25%) CFEngine
10 3 (0.25%) Control-M
10 3 (0.25%) Mesos
10 3 (0.25%) Systems Management Server (SMS)
11 2 (0.17%) Business Desktop Deployment
11 2 (0.17%) Failover Clustering
Vendors
1 157 (13.24%) Microsoft
2 155 (13.07%) Oracle
3 98 (8.26%) Tableau
4 55 (4.64%) Informatica
5 54 (4.55%) SAP
6 48 (4.05%) Salesforce.com
7 43 (3.63%) IBM
8 37 (3.12%) Cognos
8 37 (3.12%) ServiceNow
9 29 (2.45%) Google
10 20 (1.69%) Sybase
11 19 (1.60%) Cloudera
12 17 (1.43%) MuleSoft
12 17 (1.43%) Talend
13 16 (1.35%) Hortonworks
13 16 (1.35%) Teradata
14 15 (1.26%) Capita
15 12 (1.01%) Splunk
16 11 (0.93%) MicroStrategy
17 10 (0.84%) Workday