Period
to 18 November 2017

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Data Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Modelling over the 6 months to 18 November 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
England > London
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 135 165 144
Rank change year-on-year +30 -21 -8
Permanent jobs citing Data Modelling 1914 1583 2155
As % of all permanent IT jobs advertised in London 2.55% 2.08% 2.41%
As % of the Processes & Methodologies category 2.78% 2.30% 2.70%
Number of salaries quoted 1228 1332 1769
London median annual salary £65,000 £65,000 £62,500
Median salary % change year-on-year - +4.00% +4.17%
10th Percentile £42,500 £41,780 £40,000
90th Percentile £92,500 £90,000 £90,000
England median annual salary £55,000 £55,000 £55,000

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

All Process and Methodology Skills
London
Permanent vacancies with a requirement for process or methodology skills 68732 68845 79948
As % of all permanent IT jobs advertised in London 91.62% 90.63% 89.56%
Number of salaries quoted 52798 59247 67347
London median annual salary £60,000 £57,500 £55,000
Median salary % change year-on-year +4.35% +4.55% -
10th Percentile £35,000 £33,750 £32,750
90th Percentile £90,000 £88,750 £86,250
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

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
Salary Trend in London

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Modelling in London.

Salary trend for Data Modelling in London

Data Modelling
Salary Histogram in London

The salary distribution of IT jobs citing Data Modelling in London over the 6 months to 18 November 2017.

Salary histogram for Data Modelling in London

Data Modelling
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the London region over the 6 months to 18 November 2017. 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Central London +26 350 £60,000 - 22
West London +32 79 £57,500 -6.12% 6
East London +38 53 £66,250 +1.92% 4
South London +19 36 £48,000 -20.00% 6
North London +8 4 £75,000 - 2
Data Modelling
England

For the 6 months to 18 November 2017, IT 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 job ads across the London region with a requirement for Data Modelling.

1 996 (52.04%) SQL
2 857 (44.78%) Finance
3 681 (35.58%) Business Intelligence
4 610 (31.87%) Data Warehouse
5 602 (31.45%) Agile Software Development
6 552 (28.84%) Analytics
7 523 (27.32%) SQL Server
8 503 (26.28%) Banking
9 416 (21.73%) Analytical Skills
10 408 (21.32%) ETL
11 378 (19.75%) Investment Banking
12 377 (19.70%) Asset Management
13 332 (17.35%) Java
14 328 (17.14%) Wealth Management
15 323 (16.88%) Tableau
16 322 (16.82%) Retail Banking
17 313 (16.35%) Degree
18 301 (15.73%) Microsoft
19 294 (15.36%) Oracle
20 280 (14.63%) Data Management
21 278 (14.52%) .NET
22 268 (14.00%) Data Analytics
23 266 (13.90%) Microsoft Excel
24 258 (13.48%) Python
25 256 (13.38%) SQL Server Integration Services
26 254 (13.27%) Data Analysis
27 244 (12.75%) Data Architecture
28 237 (12.38%) C#
29 235 (12.28%) Business Analysis
29 235 (12.28%) Big Data

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
1 108 (5.64%) Apache Spark
2 86 (4.49%) JBoss
2 86 (4.49%) Tomcat
3 73 (3.81%) SAS
4 40 (2.09%) CMS
4 40 (2.09%) SharePoint
5 37 (1.93%) WebLogic
6 35 (1.83%) Apache
7 34 (1.78%) WebSphere
8 23 (1.20%) Apache Geronimo
8 23 (1.20%) WildFly
9 15 (0.78%) Confluence
10 14 (0.73%) Elasticsearch
11 12 (0.63%) OpenStack
12 11 (0.57%) IIS
13 7 (0.37%) Apache Pig
14 6 (0.31%) Oracle SOA Suite
15 5 (0.26%) Apache Solr
15 5 (0.26%) BizTalk Server
15 5 (0.26%) MS Exchange
Applications
1 266 (13.90%) Microsoft Excel
2 123 (6.43%) Microsoft PowerPoint
3 67 (3.50%) Microsoft Office
4 58 (3.03%) MS Visio
5 19 (0.99%) SPSS
6 9 (0.47%) Spreadsheet
7 2 (0.10%) Microsoft Project
8 1 (0.052%) AutoCAD
8 1 (0.052%) GNU Octave
8 1 (0.052%) Mathematica
8 1 (0.052%) Photoshop
8 1 (0.052%) Revit
8 1 (0.052%) SPSS Modeler
Business Applications
1 14 (0.73%) Remedy ITSM
2 10 (0.52%) Dynamics AX
2 10 (0.52%) Markit EDM
3 8 (0.42%) Eagle PACE
4 7 (0.37%) thinkFolio
5 6 (0.31%) Dynamics CRM
5 6 (0.31%) Oracle Applications
5 6 (0.31%) SAP BPC
5 6 (0.31%) SAP Hybris
6 5 (0.26%) SAP CO
6 5 (0.26%) SAP FI
6 5 (0.26%) SAP FI/CO
7 4 (0.21%) Oracle BPM
8 3 (0.16%) MetaTrader
8 3 (0.16%) OpenText MBPM
8 3 (0.16%) Oracle EBS
8 3 (0.16%) SAP CRM
8 3 (0.16%) SAP MM
8 3 (0.16%) SAP S/4HANA
8 3 (0.16%) SAP SD
Cloud Services
1 177 (9.25%) Amazon AWS
2 119 (6.22%) Microsoft Azure
3 36 (1.88%) SaaS
4 23 (1.20%) Google Cloud Platform
5 21 (1.10%) Azure Machine Learning
5 21 (1.10%) PaaS
6 16 (0.84%) Cloud Computing
6 16 (0.84%) Salesforce Service Cloud
7 15 (0.78%) IaaS
8 14 (0.73%) Force.com
9 12 (0.63%) Amazon EC2
10 9 (0.47%) Serverless
11 7 (0.37%) AWS Lambda
11 7 (0.37%) Google Analytics
12 6 (0.31%) IBM Blueworks
13 5 (0.26%) Salesforce Sales Cloud
14 4 (0.21%) Amazon EMR
14 4 (0.21%) Amazon S3
14 4 (0.21%) npm
15 3 (0.16%) Office 365
Communications & Networking
1 51 (2.66%) TCP/IP
2 46 (2.40%) HTTP
3 44 (2.30%) SSL
4 31 (1.62%) Intranet
5 21 (1.10%) Firewall
6 12 (0.63%) LAN
6 12 (0.63%) SNMP
6 12 (0.63%) WAN
7 8 (0.42%) SAN
8 6 (0.31%) Internet
9 5 (0.26%) Ethernet
9 5 (0.26%) NAS
10 4 (0.21%) CHAP
11 2 (0.10%) AMQP
11 2 (0.10%) DNS
11 2 (0.10%) FTP
11 2 (0.10%) Kerberos
11 2 (0.10%) WebEx
12 1 (0.052%) DHCP
12 1 (0.052%) SMTP
Database & Business Intelligence
1 610 (31.87%) Data Warehouse
2 523 (27.32%) SQL Server
3 256 (13.38%) SQL Server Integration Services
4 235 (12.28%) Big Data
5 228 (11.91%) Relational Database
6 218 (11.39%) SQL Server Reporting Services
7 165 (8.62%) Power BI
8 144 (7.52%) Hadoop
9 121 (6.32%) NoSQL
10 113 (5.90%) QlikView
11 109 (5.69%) SQL Server Analysis Services
12 103 (5.38%) BusinessObjects
13 80 (4.18%) PostgreSQL
14 71 (3.71%) Apache Cassandra
15 67 (3.50%) SQL Server 2012
16 63 (3.29%) OLAP
17 58 (3.03%) MySQL
18 54 (2.82%) Apache Hive
18 54 (2.82%) RDBMS
19 53 (2.77%) SQL Server 2014
Development Applications
1 79 (4.13%) Visual Studio
2 67 (3.50%) Talend Open Studio
3 63 (3.29%) JIRA
4 60 (3.13%) Maven
5 51 (2.66%) JUnit
6 47 (2.46%) Mockito
6 47 (2.46%) Sonatype Nexus
7 37 (1.93%) Git (software)
8 33 (1.72%) Team Foundation Server
9 32 (1.67%) XMLSpy
10 31 (1.62%) Toad
11 30 (1.57%) MagicDraw
12 29 (1.52%) SQL Server Management Studio (SSMS)
13 26 (1.36%) ERwin
14 17 (0.89%) Jenkins
15 12 (0.63%) Subversion
16 10 (0.52%) Eclipse
17 9 (0.47%) Flyway
17 9 (0.47%) NUnit
18 8 (0.42%) Selenium
General
1 857 (44.78%) Finance
2 503 (26.28%) Banking
3 378 (19.75%) Investment Banking
4 322 (16.82%) Retail Banking
5 156 (8.15%) Marketing
6 113 (5.90%) Retail
7 77 (4.02%) Publishing
8 59 (3.08%) Telecoms
9 48 (2.51%) Front Office
10 46 (2.40%) Financial Institution
11 27 (1.41%) Manufacturing
12 26 (1.36%) Legal
13 22 (1.15%) Back Office
14 21 (1.10%) Electronics
15 19 (0.99%) Games
16 18 (0.94%) Pharmaceutical
17 11 (0.57%) Advertising
18 8 (0.42%) Billing
19 4 (0.21%) General Ledger
20 3 (0.16%) French Language
Job Titles
1 593 (30.98%) Developer
2 391 (20.43%) Architect
3 374 (19.54%) Analyst
4 224 (11.70%) Business Analyst
5 194 (10.14%) Data Architect
6 186 (9.72%) Senior Developer
7 167 (8.73%) Business Intelligence Developer
8 126 (6.58%) Consultant
9 113 (5.90%) Data Analyst
10 99 (5.17%) Java Developer
11 96 (5.02%) SQL Developer
12 73 (3.81%) Solutions Architect
13 70 (3.66%) Senior Java Developer
14 65 (3.40%) Business IT Analyst
14 65 (3.40%) IT Analyst
14 65 (3.40%) IT Business Analyst
15 59 (3.08%) Oracle Developer
16 58 (3.03%) C# Developer
17 53 (2.77%) Data Business Analyst
17 53 (2.77%) IT Architect
Libraries, Frameworks & Software Standards
1 278 (14.52%) .NET
2 170 (8.88%) Web Services
3 151 (7.89%) XML
4 127 (6.64%) ASP.NET
5 103 (5.38%) AngularJS
6 102 (5.33%) J2EE
7 101 (5.28%) Spring
8 100 (5.22%) HTML
9 93 (4.86%) RESTful
10 82 (4.28%) CSS
11 81 (4.23%) ASP.NET MVC
12 77 (4.02%) Middleware
13 73 (3.81%) JSON
14 67 (3.50%) REST
15 62 (3.24%) SOAP
16 61 (3.19%) JMS
17 56 (2.93%) .NET Framework
18 55 (2.87%) JDBC
19 47 (2.46%) TIBCO EMS
20 46 (2.40%) HTML5
Miscellaneous
1 416 (21.73%) Analytical Skills
2 169 (8.83%) Computer Science
3 135 (7.05%) User Experience
4 124 (6.48%) Enterprise Software
5 110 (5.75%) Data Structures
6 109 (5.69%) Reference Data
7 108 (5.64%) Management Information System
8 73 (3.81%) Algorithms
9 45 (2.35%) Equities
10 44 (2.30%) Greenfield Project
11 42 (2.19%) Derivative
12 40 (2.09%) Fintech
13 28 (1.46%) Equity Derivative
13 28 (1.46%) Life Science
14 27 (1.41%) Credit Risk
15 26 (1.36%) Data Centre
15 26 (1.36%) Hedge funds
16 22 (1.15%) Mobile App
17 20 (1.04%) NHS
18 18 (0.94%) CMDB
Operating Systems
1 129 (6.74%) Linux
2 126 (6.58%) Unix
3 81 (4.23%) Windows
4 7 (0.37%) Android
5 5 (0.26%) Oracle Linux
5 5 (0.26%) Solaris
6 3 (0.16%) Apple iOS
7 1 (0.052%) Windows Server 2008
Processes & Methodologies
1 681 (35.58%) Business Intelligence
2 602 (31.45%) Agile Software Development
3 552 (28.84%) Analytics
4 408 (21.32%) ETL
5 377 (19.70%) Asset Management
6 328 (17.14%) Wealth Management
7 280 (14.63%) Data Management
8 268 (14.00%) Data Analytics
9 254 (13.27%) Data Analysis
10 244 (12.75%) Data Architecture
11 235 (12.28%) Business Analysis
12 209 (10.92%) Visualisation
13 201 (10.50%) Data Governance
14 184 (9.61%) Data Integration
15 182 (9.51%) SDLC
16 175 (9.14%) UML
17 168 (8.78%) MVC
18 159 (8.31%) OO
19 152 (7.94%) Scrum
20 148 (7.73%) CRM
Programming Languages
1 996 (52.04%) SQL
2 332 (17.35%) Java
3 258 (13.48%) Python
4 237 (12.38%) C#
5 208 (10.87%) JavaScript
6 178 (9.30%) T-SQL
7 122 (6.37%) PL/SQL
8 102 (5.33%) Scala
9 93 (4.86%) R
10 71 (3.71%) VBA
11 64 (3.34%) Bash Shell
12 54 (2.82%) Perl
13 51 (2.66%) VB.NET
14 48 (2.51%) PowerShell
15 42 (2.19%) C++
16 36 (1.88%) VB
17 31 (1.62%) C
18 29 (1.52%) Apex Code
19 28 (1.46%) Shell Script
20 25 (1.31%) PHP
Qualifications
1 313 (16.35%) Degree
2 43 (2.25%) Computer Science Degree
3 35 (1.83%) Microsoft Certification
4 34 (1.78%) Security Cleared
5 30 (1.57%) MCITP
6 26 (1.36%) Master's Degree
7 23 (1.20%) SC Cleared
8 19 (0.99%) ISEB
9 18 (0.94%) Numerate Degree
9 18 (0.94%) PhD
10 8 (0.42%) ITIL Foundation Certificate
10 8 (0.42%) MCTS
11 7 (0.37%) MBA
12 6 (0.31%) CTC Cleared
13 5 (0.26%) CIMA
13 5 (0.26%) DV Cleared
13 5 (0.26%) MCSA
13 5 (0.26%) MCSE
13 5 (0.26%) PMI Certification
14 4 (0.21%) ACCA
Quality Assurance & Compliance
1 227 (11.86%) Data Quality
2 131 (6.84%) QA
3 54 (2.82%) MiFID
4 49 (2.56%) EMIR
5 41 (2.14%) Dodd-Frank
6 33 (1.72%) ISO 20022
7 28 (1.46%) GDPR
8 18 (0.94%) GCP
9 13 (0.68%) SLA
10 11 (0.57%) PMO
11 8 (0.42%) CRD IV
12 5 (0.26%) NEBOSH
13 4 (0.21%) Actionable Recommendations
13 4 (0.21%) SEPA
14 3 (0.16%) IFRS
15 2 (0.10%) COBIT
15 2 (0.10%) IFRS 9
15 2 (0.10%) Solvency II
16 1 (0.052%) GAAP
16 1 (0.052%) ISO/IEC 27001
System Software
1 17 (0.89%) Docker
1 17 (0.89%) HDFS
2 14 (0.73%) Apache Flume
3 9 (0.47%) VMware Infrastructure
4 8 (0.42%) Virtual Machines
5 7 (0.37%) Active Directory
6 6 (0.31%) Apache ZooKeeper
7 1 (0.052%) GridGain
7 1 (0.052%) Oracle RAC
Systems Management
1 13 (0.68%) Control-M
2 12 (0.63%) Opscode Chef
3 11 (0.57%) Hadoop YARN
4 8 (0.42%) Terraform
5 7 (0.37%) Ansible
6 6 (0.31%) Mesos
7 5 (0.26%) HP Quality Center
8 4 (0.21%) Puppet
9 3 (0.16%) Ambari
9 3 (0.16%) Oozie
10 2 (0.10%) CA Single Sign-On
11 1 (0.052%) Galera Cluster
11 1 (0.052%) Kubernetes
11 1 (0.052%) Tivoli
Vendors
1 323 (16.88%) Tableau
2 301 (15.73%) Microsoft
3 294 (15.36%) Oracle
4 86 (4.49%) SAP
5 80 (4.18%) Informatica
6 79 (4.13%) MicroStrategy
7 67 (3.50%) Talend
8 63 (3.29%) Salesforce.com
9 61 (3.19%) TIBCO
10 45 (2.35%) IBM
11 44 (2.30%) GoldenSource
12 38 (1.99%) Alteryx
13 33 (1.72%) Google
14 28 (1.46%) Teradata
15 25 (1.31%) Jaspersoft
16 21 (1.10%) Cognizant
17 20 (1.04%) Cognos
18 19 (0.99%) Ab Initio
19 17 (0.89%) Cadence
20 15 (0.78%) webMethods