Job Vacancy Trend Daily Rate Trend Daily Rate Histogram Hourly Rate Trend Hourly Rate Histogram Job Locations Skill Sets
Period
to 27 May 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 27 May 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
27 May 2018		 Same period 2017 Same period 2016
Rank 90 88 82
Rank change year-on-year -2 -6 -19
Contract jobs citing Data Modelling 1,271 1,188 1,250
As % of all contract IT jobs advertised in London 2.79% 2.99% 2.88%
As % of the Processes & Methodologies category 3.19% 3.46% 3.35%
Number of daily rates quoted 927 863 860
London median daily rate £525 £500 £486
Median daily rate % change year-on-year +5.00% +2.88% +2.32%
10th Percentile £375 £363 £325
90th Percentile £675 £675 £670
England median daily rate £500 £475 £450
% change year-on-year +5.26% +5.56% -
Number of hourly rates quoted 3 2 8
London median hourly rate £24.00 £34.00 £50.00
Median hourly rate % change year-on-year -29.41% -32.00% -20.00%
10th Percentile £19.17 £34.00 £28.17
90th Percentile £56.80 £34.00 £54.50
England median hourly rate £18.17 £34.00 £46.88
% change year-on-year -46.57% -27.47% -5.30%

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 39,792 34,367 37,315
As % of all contract IT jobs advertised in London 87.29% 86.46% 86.00%
Number of daily rates quoted 28,772 24,667 27,027
London median daily rate £500 £475 £458
Median daily rate % change year-on-year +5.26% +3.83% +1.67%
10th Percentile £325 £313 £300
90th Percentile £675 £650 £650
England median daily rate £463 £450 £425
% change year-on-year +2.78% +5.88% +4.94%
Number of hourly rates quoted 554 388 391
London median hourly rate £25.00 £25.00 £21.00
Median hourly rate % change year-on-year - +19.05% +9.49%
10th Percentile £14.00 £12.68 £11.25
90th Percentile £50.50 £52.50 £51.25
England median hourly rate £22.00 £25.50 £23.62
% change year-on-year -13.73% +7.98% +12.45%

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 27 May 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 27 May 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 27 May 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 -44 213 £525 +10.53% 57
South London -16 46 £525 -8.70% 3
West London -11 40 £413 -2.94% 29
East London -18 26 £500 -13.04% 8
North London +6 3 £475 -44.12%
Data Modelling
England

For the 6 months to 27 May 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.

1 530 (41.70%) SQL
2 392 (30.84%) Finance
3 385 (30.29%) Agile Software Development
4 334 (26.28%) Data Warehouse
5 303 (23.84%) Business Intelligence
6 291 (22.90%) ETL
7 277 (21.79%) SQL Server
8 276 (21.72%) Analytics
9 260 (20.46%) Big Data
10 206 (16.21%) Java
11 198 (15.58%) Hadoop
12 192 (15.11%) Data Quality
13 187 (14.71%) Python
14 174 (13.69%) SQL Server Integration Services
15 168 (13.22%) Data Analysis
16 160 (12.59%) Microsoft
17 153 (12.04%) Analytical Skills
18 150 (11.80%) Oracle
19 149 (11.72%) Banking
20 140 (11.01%) Data Architecture
20 140 (11.01%) Apache Spark
21 128 (10.07%) Amazon AWS
22 126 (9.91%) Data Management
23 125 (9.83%) Migration
24 124 (9.76%) Stakeholder Management
25 119 (9.36%) Data Integration
26 116 (9.13%) Data Science
27 115 (9.05%) Apache Hive
28 113 (8.89%) XML
29 111 (8.73%) Relational Database

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
1 140 (11.01%) Apache Spark
2 53 (4.17%) Confluence
3 51 (4.01%) Elasticsearch
4 47 (3.70%) SAS
5 46 (3.62%) SharePoint
6 30 (2.36%) Apache
7 16 (1.26%) Apache Pig
8 14 (1.10%) WebLogic
9 12 (0.94%) CMS
9 12 (0.94%) JBoss
10 10 (0.79%) Oracle SOA Suite
11 8 (0.63%) Apache Solr
12 7 (0.55%) Skype for Business
12 7 (0.55%) WebSphere
13 6 (0.47%) Apache Airflow
14 5 (0.39%) Adobe Experience Manager
15 4 (0.31%) Tomcat
16 3 (0.24%) Cloud Foundry
16 3 (0.24%) Oracle Workflow
17 2 (0.16%) IBM Domino
Applications
1 78 (6.14%) Microsoft Excel
2 57 (4.48%) MS Visio
3 28 (2.20%) Microsoft Office
4 11 (0.87%) Microsoft PowerPoint
5 9 (0.71%) SPSS
6 5 (0.39%) Spreadsheet
7 3 (0.24%) Microsoft Project
7 3 (0.24%) OmniGraffle
8 2 (0.16%) Gliffy
8 2 (0.16%) Stata
9 1 (0.079%) Adobe Creative Suite
9 1 (0.079%) AutoCAD
9 1 (0.079%) Blender
9 1 (0.079%) Revit
9 1 (0.079%) SPSS Modeler
Business Applications
1 19 (1.49%) Markit EDM
2 10 (0.79%) Workday HCM
3 9 (0.71%) Loan IQ
4 7 (0.55%) Oracle EBS
5 6 (0.47%) Dynamics CRM
6 5 (0.39%) SAP CO
6 5 (0.39%) SAP FI
6 5 (0.39%) SAP FI/CO
7 4 (0.31%) ION MarketView
7 4 (0.31%) Oracle Financials
7 4 (0.31%) Salesforce.com CRM
7 4 (0.31%) SAP BPC
8 3 (0.24%) Dynamics AX
8 3 (0.24%) Maximo
8 3 (0.24%) Oracle 11i
8 3 (0.24%) Oracle EBS R12
8 3 (0.24%) Summit
9 2 (0.16%) Kondor
9 2 (0.16%) PolarLake
9 2 (0.16%) SAP Oil and Gas
Cloud Services
1 128 (10.07%) Amazon AWS
2 99 (7.79%) Microsoft Azure
3 26 (2.05%) Google Cloud Platform
4 24 (1.89%) Amazon S3
5 20 (1.57%) Serverless
6 18 (1.42%) Amazon EMR
7 16 (1.26%) SaaS
8 14 (1.10%) Azure Data Factory
9 12 (0.94%) Amazon Kinesis
9 12 (0.94%) AWS Lambda
9 12 (0.94%) Office 365
9 12 (0.94%) PaaS
10 11 (0.87%) IaaS
11 10 (0.79%) Amazon CloudWatch
12 9 (0.71%) Virtual Private Cloud
13 8 (0.63%) AWS CloudTrail
13 8 (0.63%) Data Lake Analytics
13 8 (0.63%) iPaaS
13 8 (0.63%) OpenShift
14 7 (0.55%) Salesforce Sales Cloud
Communications & Networking
1 13 (1.02%) SMS
2 8 (0.63%) Skype
3 7 (0.55%) Intranet
4 6 (0.47%) DNS
5 4 (0.31%) HTTP
5 4 (0.31%) TCP/IP
6 3 (0.24%) Kerberos
6 3 (0.24%) WAN
7 2 (0.16%) BIG-IP
7 2 (0.16%) CTI
7 2 (0.16%) DHCP
7 2 (0.16%) Firewall
7 2 (0.16%) Junos
7 2 (0.16%) LAN
7 2 (0.16%) SAN
7 2 (0.16%) VoIP
7 2 (0.16%) Wireless
8 1 (0.079%) Internet
8 1 (0.079%) snoop
8 1 (0.079%) VLAN
Database & Business Intelligence
1 334 (26.28%) Data Warehouse
2 277 (21.79%) SQL Server
3 260 (20.46%) Big Data
4 198 (15.58%) Hadoop
5 174 (13.69%) SQL Server Integration Services
6 115 (9.05%) Apache Hive
7 111 (8.73%) Relational Database
8 101 (7.95%) SQL Server Reporting Services
9 97 (7.63%) Power BI
10 91 (7.16%) SQL Server Analysis Services
11 90 (7.08%) Star Schema
12 79 (6.22%) Data Lake
13 74 (5.82%) OLAP
14 69 (5.43%) NoSQL
15 67 (5.27%) Enterprise Data Warehouse
15 67 (5.27%) PostgreSQL
16 57 (4.48%) QlikView
17 55 (4.33%) OLAP Cube
18 42 (3.30%) HBase
19 41 (3.23%) Data Mining
Development Applications
1 85 (6.69%) JIRA
2 71 (5.59%) Jenkins
3 69 (5.43%) Git (software)
4 42 (3.30%) ERwin
5 26 (2.05%) TeamCity
6 25 (1.97%) Visual Studio
7 21 (1.65%) Team Foundation Server
8 20 (1.57%) PowerDesigner
9 18 (1.42%) Cucumber
10 15 (1.18%) Visual Studio Team System
11 14 (1.10%) Maven
12 13 (1.02%) ER Studio
13 10 (0.79%) Eclipse
14 9 (0.71%) JUnit
14 9 (0.71%) Selenium
14 9 (0.71%) SonarQube
14 9 (0.71%) SpecFlow
15 8 (0.63%) Subversion
15 8 (0.63%) tSQLt
15 8 (0.63%) webpack
General
1 392 (30.84%) Finance
2 149 (11.72%) Banking
3 61 (4.80%) Investment Banking
4 38 (2.99%) Retail
5 33 (2.60%) Marketing
6 32 (2.52%) Legal
7 31 (2.44%) Front Office
8 25 (1.97%) Back Office
9 19 (1.49%) Pharmaceutical
9 19 (1.49%) Publishing
10 16 (1.26%) Law
11 11 (0.87%) Games
12 10 (0.79%) Financial Institution
13 9 (0.71%) Advertising
14 8 (0.63%) Retail Banking
15 7 (0.55%) Billing
16 6 (0.47%) Telecoms
17 3 (0.24%) Manufacturing
18 2 (0.16%) Electronics
18 2 (0.16%) General Ledger
Job Titles
1 340 (26.75%) Developer
2 333 (26.20%) Architect
3 287 (22.58%) Analyst
4 167 (13.14%) Data Architect
5 153 (12.04%) Business Analyst
6 113 (8.89%) Data Engineer
7 99 (7.79%) Data Analyst
8 78 (6.14%) Business Intelligence Developer
9 68 (5.35%) SQL Developer
10 66 (5.19%) Data Modeller
11 62 (4.88%) Solutions Architect
12 55 (4.33%) Hadoop Engineer
13 45 (3.54%) Consultant
14 44 (3.46%) Technical Architect
15 42 (3.30%) Lead Architect
16 39 (3.07%) Big Data Engineer
17 35 (2.75%) Python Developer
18 34 (2.68%) Senior Developer
19 33 (2.60%) Data Business Analyst
20 31 (2.44%) Business Intelligence Analyst
Libraries, Frameworks & Software Standards
1 113 (8.89%) XML
2 99 (7.79%) Kafka
3 69 (5.43%) .NET
4 63 (4.96%) JSON
5 62 (4.88%) Web Services
6 49 (3.86%) REST
7 47 (3.70%) AngularJS
8 45 (3.54%) HTML
9 43 (3.38%) MDX
10 38 (2.99%) Node.js
11 36 (2.83%) CSS
11 36 (2.83%) React
12 34 (2.68%) Spring
13 30 (2.36%) SOAP
14 25 (1.97%) Middleware
15 23 (1.81%) RESTful
16 20 (1.57%) J2EE
17 19 (1.49%) XSD
18 18 (1.42%) HTML5
19 14 (1.10%) ASP.NET
Miscellaneous
1 153 (12.04%) Analytical Skills
2 52 (4.09%) Self-Motivation
3 46 (3.62%) Data Structures
3 46 (3.62%) Reference Data
4 43 (3.38%) Management Information System
5 40 (3.15%) Computer Science
6 35 (2.75%) Greenfield Project
7 34 (2.68%) User Experience
8 33 (2.60%) Foreign Exchange (FX)
9 25 (1.97%) Taxonomies
10 23 (1.81%) Derivative
10 23 (1.81%) Fixed Income
11 22 (1.73%) Credit Risk
12 19 (1.49%) Algorithms
12 19 (1.49%) Fintech
13 18 (1.42%) Equities
13 18 (1.42%) Market Risk
14 15 (1.18%) NHS
14 15 (1.18%) Replication
15 14 (1.10%) Virtual Team
Operating Systems
1 97 (7.63%) Linux
2 53 (4.17%) Unix
3 25 (1.97%) Windows
4 10 (0.79%) Windows Server
5 9 (0.71%) Apple iOS
6 7 (0.55%) Solaris
7 5 (0.39%) Windows Server 2012
8 3 (0.24%) Android
8 3 (0.24%) CentOS
9 2 (0.16%) Mesosphere
9 2 (0.16%) Red Hat Enterprise Linux
9 2 (0.16%) Ubuntu
9 2 (0.16%) Windows 10
9 2 (0.16%) Windows Server 2008
10 1 (0.079%) Mac OS X
10 1 (0.079%) SUSE
10 1 (0.079%) SUSE Linux Enterprise Server
Processes & Methodologies
1 385 (30.29%) Agile Software Development
2 303 (23.84%) Business Intelligence
3 291 (22.90%) ETL
4 276 (21.72%) Analytics
5 168 (13.22%) Data Analysis
6 140 (11.01%) Data Architecture
7 126 (9.91%) Data Management
8 125 (9.83%) Migration
9 124 (9.76%) Stakeholder Management
10 119 (9.36%) Data Integration
11 116 (9.13%) Data Science
12 110 (8.65%) Problem-Solving
12 110 (8.65%) Scrum
12 110 (8.65%) SDLC
13 107 (8.42%) Visualisation
14 105 (8.26%) Logical Data Model
15 104 (8.18%) Business Analysis
16 93 (7.32%) Data Migration
17 89 (7.00%) Continuous Integration
18 86 (6.77%) Data Governance
Programming Languages
1 530 (41.70%) SQL
2 206 (16.21%) Java
3 187 (14.71%) Python
4 106 (8.34%) T-SQL
5 100 (7.87%) JavaScript
6 70 (5.51%) R
7 59 (4.64%) C#
8 45 (3.54%) Scala
9 36 (2.83%) Data Analysis Expressions (DAX)
10 35 (2.75%) Go
10 35 (2.75%) Perl
11 33 (2.60%) PL/SQL
12 30 (2.36%) Ruby
13 29 (2.28%) Bash Shell
13 29 (2.28%) VBA
14 28 (2.20%) C
15 26 (2.05%) Shell Script
16 19 (1.49%) PowerShell
17 18 (1.42%) C++
18 13 (1.02%) Java 8
Qualifications
1 87 (6.85%) Security Cleared
2 75 (5.90%) Degree
3 62 (4.88%) SC Cleared
4 19 (1.49%) DV Cleared
5 16 (1.26%) Computer Science Degree
6 10 (0.79%) TOGAF Certification
7 8 (0.63%) BPSS Clearance
8 6 (0.47%) CISSP
8 6 (0.47%) IIBA
8 6 (0.47%) ISEB
8 6 (0.47%) PhD
9 5 (0.39%) CBAP
9 5 (0.39%) CTC Cleared
9 5 (0.39%) DBS Check
9 5 (0.39%) Microsoft Certification
9 5 (0.39%) Oracle Certification
10 4 (0.31%) PMI Certification
11 3 (0.24%) CCA
11 3 (0.24%) ITIL Certification
11 3 (0.24%) MCSA
Quality Assurance & Compliance
1 192 (15.11%) Data Quality
2 46 (3.62%) GDPR
3 34 (2.68%) QA
4 21 (1.65%) SLA
5 13 (1.02%) MiFID
6 12 (0.94%) EMIR
6 12 (0.94%) PMO
7 11 (0.87%) Dodd-Frank
8 10 (0.79%) IFRS
9 8 (0.63%) ISO 20022
10 7 (0.55%) GCP
11 6 (0.47%) IFRS 9
12 4 (0.31%) HL7
13 3 (0.24%) PSD2
14 2 (0.16%) Actionable Recommendations
14 2 (0.16%) COREP
14 2 (0.16%) Disclosure Scotland
14 2 (0.16%) Solvency II
14 2 (0.16%) WCAG
15 1 (0.079%) PCI DSS
System Software
1 27 (2.12%) HDFS
2 26 (2.05%) Docker
3 18 (1.42%) Apache Flume
4 14 (1.10%) Active Directory
5 13 (1.02%) Apache ZooKeeper
6 5 (0.39%) Oracle RAC
7 3 (0.24%) VMware Infrastructure
8 2 (0.16%) Virtual Machines
8 2 (0.16%) VMware ESXi
9 1 (0.079%) XenApp
Systems Management
1 72 (5.66%) Oozie
2 39 (3.07%) Ansible
3 38 (2.99%) Puppet
4 37 (2.91%) Opscode Chef
5 28 (2.20%) Salt
6 10 (0.79%) Terraform
7 9 (0.71%) Kubernetes
8 6 (0.47%) Mesos
9 5 (0.39%) HP ALM
10 4 (0.31%) Business Desktop Deployment
10 4 (0.31%) HP SiteScope
10 4 (0.31%) Nagios
10 4 (0.31%) SCCM
11 3 (0.24%) CFEngine
11 3 (0.24%) Data Guard
11 3 (0.24%) Kibana
11 3 (0.24%) Oracle Enterprise Manager
11 3 (0.24%) Oracle RMAN
11 3 (0.24%) Single Sign-On
12 2 (0.16%) Hadoop YARN
Vendors
1 160 (12.59%) Microsoft
2 150 (11.80%) Oracle
3 79 (6.22%) Tableau
4 70 (5.51%) Informatica
5 63 (4.96%) SAP
6 49 (3.86%) Cloudera
6 49 (3.86%) Salesforce.com
7 45 (3.54%) Talend
8 42 (3.30%) IBM
9 39 (3.07%) Sybase
10 37 (2.91%) Google
10 37 (2.91%) ServiceNow
11 32 (2.52%) Hortonworks
12 30 (2.36%) Teradata
13 17 (1.34%) Cognos
14 15 (1.18%) Workday
15 14 (1.10%) Capita
15 14 (1.10%) MicroStrategy
16 10 (0.79%) RedGate
16 10 (0.79%) Splunk