Period
to 18 July 2018

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 July 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
England > London
6 months to
18 Jul 2018
Same period 2017 Same period 2016
Rank 147 150 160
Rank change year-on-year +3 +10 -17
Permanent jobs citing Data Modelling 1,708 1,716 1,797
As % of all permanent IT jobs advertised in London 2.40% 2.34% 2.16%
As % of the Processes & Methodologies category 2.63% 2.56% 2.37%
Number of salaries quoted 1,165 1,220 1,494
London median annual salary £65,000 £65,000 £62,500
Median salary % change year-on-year - +4.00% +4.17%
10th Percentile £42,500 £42,500 £42,500
90th Percentile £96,250 £92,500 £90,000
England median annual salary £57,500 £55,000 £55,000
% change year-on-year +4.55% - -

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 64,983 67,141 75,969
As % of all permanent IT jobs advertised in London 91.40% 91.75% 91.38%
Number of salaries quoted 51,984 53,539 65,481
London median annual salary £60,000 £60,000 £57,500
Median salary % change year-on-year - +4.35% +4.55%
10th Percentile £35,000 £35,000 £33,250
90th Percentile £95,000 £90,000 £87,500
England median annual salary £50,000 £50,000 £50,000

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 July 2018.

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 July 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Central London -10 298 £65,000 - 62
South London +23 54 £47,500 -29.63% 14
West London +31 50 £55,000 - 27
East London -34 29 £66,250 +10.42% 10
North London -2 1 £60,000 -20.00%
Data Modelling
England

For the 6 months to 18 July 2018, IT 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 permanent job ads across the London region with a requirement for Data Modelling.

1 963 (56.38%) SQL
2 687 (40.22%) Finance
3 619 (36.24%) Agile Software Development
4 600 (35.13%) Business Intelligence
5 547 (32.03%) SQL Server
6 528 (30.91%) Analytics
7 493 (28.86%) Data Warehouse
8 486 (28.45%) ETL
9 399 (23.36%) Problem-Solving
10 391 (22.89%) Big Data
11 373 (21.84%) Analytical Skills
12 370 (21.66%) Degree
13 342 (20.02%) Java
14 313 (18.33%) SQL Server Integration Services
15 310 (18.15%) Python
16 296 (17.33%) Microsoft
17 279 (16.33%) Data Management
18 273 (15.98%) Data Analysis
19 260 (15.22%) Tableau
20 255 (14.93%) Power BI
21 245 (14.34%) Oracle
22 238 (13.93%) Scrum
23 236 (13.82%) Visualisation
24 220 (12.88%) T-SQL
25 218 (12.76%) SQL Server Reporting Services
26 216 (12.65%) Hadoop
27 207 (12.12%) NoSQL
28 206 (12.06%) Microsoft Excel
29 205 (12.00%) Banking
30 202 (11.83%) Data Architecture

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
1 175 (10.25%) Apache Spark
2 63 (3.69%) Elasticsearch
3 55 (3.22%) Apache
4 50 (2.93%) SharePoint
5 47 (2.75%) SAS
6 42 (2.46%) Confluence
7 24 (1.41%) Apache Solr
8 18 (1.05%) Apache Pig
9 15 (0.88%) JBoss
10 13 (0.76%) Adobe Experience Manager
10 13 (0.76%) CMS
11 12 (0.70%) WebLogic
12 9 (0.53%) Oracle SOA Suite
12 9 (0.53%) WebSphere
13 5 (0.29%) Apache Airflow
13 5 (0.29%) MS Exchange
14 4 (0.23%) BizTalk Server
14 4 (0.23%) nginx
14 4 (0.23%) R Markdown
14 4 (0.23%) Sitecore CMS
Applications
1 206 (12.06%) Microsoft Excel
2 49 (2.87%) Microsoft Office
3 36 (2.11%) MS Visio
4 33 (1.93%) Spreadsheet
5 24 (1.41%) SPSS
6 21 (1.23%) Microsoft PowerPoint
7 9 (0.53%) Microsoft Project
8 6 (0.35%) Stata
9 5 (0.29%) GNU Octave
10 4 (0.23%) AutoCAD
10 4 (0.23%) Revit
11 2 (0.12%) Camtasia
11 2 (0.12%) Snagit
12 1 (0.059%) EViews
12 1 (0.059%) Photoshop
12 1 (0.059%) ProjectWise
Business Applications
1 13 (0.76%) Dynamics CRM
2 11 (0.64%) SAP CRM
3 10 (0.59%) Adobe Campaign
3 10 (0.59%) Cognos Business Intelligence
4 9 (0.53%) Eloqua
4 9 (0.53%) Salesforce.com CRM
4 9 (0.53%) SAP S/4HANA
4 9 (0.53%) Unica
5 8 (0.47%) Cognos TM1
5 8 (0.47%) SAP IS-U
6 7 (0.41%) Endur
6 7 (0.41%) Findur
6 7 (0.41%) SAP BPC
6 7 (0.41%) SAP CO
6 7 (0.41%) SAP FI
6 7 (0.41%) SAP FI/CO
7 6 (0.35%) Actimize
8 5 (0.29%) Dynamics NAV
9 4 (0.23%) Dynamics AX
9 4 (0.23%) SAP MDG
Cloud Services
1 175 (10.25%) Microsoft Azure
2 172 (10.07%) Amazon AWS
3 39 (2.28%) Google Cloud Platform
3 39 (2.28%) SaaS
4 33 (1.93%) Cloud Computing
5 31 (1.81%) PaaS
6 30 (1.76%) Serverless
7 24 (1.41%) Amazon S3
7 24 (1.41%) AWS Lambda
8 19 (1.11%) Amazon EMR
8 19 (1.11%) Salesforce Service Cloud
9 15 (0.88%) Force.com
9 15 (0.88%) IaaS
10 14 (0.82%) Adobe Analytics
10 14 (0.82%) Amazon EC2
11 10 (0.59%) npm
12 9 (0.53%) Google Analytics
13 8 (0.47%) Azure Data Factory
13 8 (0.47%) IBM Blueworks
14 7 (0.41%) Salesforce Sales Cloud
Communications & Networking
1 14 (0.82%) Anycast
1 14 (0.82%) DHCP
1 14 (0.82%) DNS
1 14 (0.82%) Quagga
2 13 (0.76%) AMQP
3 10 (0.59%) HTTP
4 8 (0.47%) Firewall
5 7 (0.41%) LAN
5 7 (0.41%) WAN
5 7 (0.41%) Wireless
6 6 (0.35%) BIG-IP
6 6 (0.35%) Cisco Nexus
6 6 (0.35%) MPLS
6 6 (0.35%) VoIP
7 5 (0.29%) Network Security
7 5 (0.29%) SAN
8 4 (0.23%) Broadband
8 4 (0.23%) Internet
9 3 (0.18%) FTP
9 3 (0.18%) SMS
Database & Business Intelligence
1 547 (32.03%) SQL Server
2 493 (28.86%) Data Warehouse
3 391 (22.89%) Big Data
4 313 (18.33%) SQL Server Integration Services
5 255 (14.93%) Power BI
6 218 (12.76%) SQL Server Reporting Services
7 216 (12.65%) Hadoop
8 207 (12.12%) NoSQL
9 192 (11.24%) Relational Database
10 173 (10.13%) SQL Server Analysis Services
11 137 (8.02%) Data Lake
12 103 (6.03%) MongoDB
13 96 (5.62%) PostgreSQL
14 89 (5.21%) MySQL
15 82 (4.80%) Apache Hive
16 66 (3.86%) BusinessObjects
17 64 (3.75%) OLAP
17 64 (3.75%) RDBMS
18 61 (3.57%) Data Mining
19 55 (3.22%) QlikView
Development Applications
1 120 (7.03%) Git (software)
2 93 (5.44%) JIRA
3 65 (3.81%) Team Foundation Server
4 48 (2.81%) ERwin
5 39 (2.28%) Jenkins
6 38 (2.22%) Subversion
7 32 (1.87%) Maven
8 28 (1.64%) SQL Server Management Studio (SSMS)
8 28 (1.64%) Visual Studio
9 22 (1.29%) Atlassian Bamboo
10 17 (1.00%) Bitbucket
10 17 (1.00%) ER Studio
11 15 (0.88%) Eclipse
12 14 (0.82%) Visual Studio Team System
13 10 (0.59%) GitLab
13 10 (0.59%) NUnit
13 10 (0.59%) Phabricator
13 10 (0.59%) TeamCity
14 9 (0.53%) MSTest
14 9 (0.53%) PowerDesigner
General
1 687 (40.22%) Finance
2 205 (12.00%) Banking
3 140 (8.20%) Marketing
4 139 (8.14%) Financial Institution
5 123 (7.20%) Investment Banking
6 101 (5.91%) Front Office
6 101 (5.91%) Retail
7 57 (3.34%) Telecoms
8 53 (3.10%) Games
9 41 (2.40%) Advertising
10 25 (1.46%) Pharmaceutical
11 20 (1.17%) Back Office
12 18 (1.05%) Publishing
13 13 (0.76%) Legal
14 11 (0.64%) General Ledger
15 7 (0.41%) Retail Banking
16 6 (0.35%) Billing
16 6 (0.35%) Law
16 6 (0.35%) Local Government
17 4 (0.23%) Military
Job Titles
1 564 (33.02%) Developer
2 313 (18.33%) Analyst
3 278 (16.28%) Architect
4 199 (11.65%) Data Architect
5 175 (10.25%) Business Intelligence Developer
6 137 (8.02%) Business Analyst
7 129 (7.55%) SQL Developer
8 116 (6.79%) Consultant
9 109 (6.38%) Data Engineer
10 107 (6.26%) Data Analyst
11 85 (4.98%) C# Developer
12 72 (4.22%) Senior Developer
13 68 (3.98%) Data Scientist
14 50 (2.93%) Lead Developer
14 50 (2.93%) SSIS Developer
15 48 (2.81%) SQL BI Developer
16 47 (2.75%) Business Intelligence Analyst
17 46 (2.69%) Java Developer
18 45 (2.63%) Data Modeller
18 45 (2.63%) Data Warehouse Developer
Libraries, Frameworks & Software Standards
1 133 (7.79%) XML
2 125 (7.32%) .NET
3 120 (7.03%) HTML
4 110 (6.44%) Kafka
5 102 (5.97%) REST
6 94 (5.50%) AngularJS
7 91 (5.33%) Web Services
8 88 (5.15%) WCF
9 84 (4.92%) CSS
10 80 (4.68%) Spring
11 69 (4.04%) React
12 67 (3.92%) RESTful
13 65 (3.81%) RabbitMQ
14 61 (3.57%) JSON
15 58 (3.40%) ASP.NET
16 54 (3.16%) jQuery
17 53 (3.10%) SOAP
18 45 (2.63%) JMS
19 44 (2.58%) Node.js
20 41 (2.40%) HTML5
Miscellaneous
1 373 (21.84%) Analytical Skills
2 198 (11.59%) Computer Science
3 100 (5.85%) Management Information System
4 85 (4.98%) Data Structures
5 81 (4.74%) Cyberthreat
6 75 (4.39%) Fintech
7 68 (3.98%) Self-Motivation
8 58 (3.40%) Greenfield Project
8 58 (3.40%) Hedge funds
9 54 (3.16%) Equities
10 40 (2.34%) Life Science
11 36 (2.11%) Enterprise Software
12 34 (1.99%) User Experience
13 26 (1.52%) Virtual Team
14 25 (1.46%) Algorithms
15 22 (1.29%) Derivative
15 22 (1.29%) Replication
16 18 (1.05%) Data Centre
17 15 (0.88%) Market Risk
17 15 (0.88%) Public Cloud
Operating Systems
1 142 (8.31%) Linux
2 68 (3.98%) Windows
3 66 (3.86%) Unix
4 21 (1.23%) Windows Server
5 7 (0.41%) Red Hat Enterprise Linux
6 6 (0.35%) Solaris
6 6 (0.35%) Windows Server 2012
7 5 (0.29%) Android
7 5 (0.29%) Apple iOS
7 5 (0.29%) CentOS
7 5 (0.29%) Oracle Linux
7 5 (0.29%) Ubuntu
8 3 (0.18%) Debian
8 3 (0.18%) Windows Server 2008
9 2 (0.12%) VMS
10 1 (0.059%) Windows Server 2003
Processes & Methodologies
1 619 (36.24%) Agile Software Development
2 600 (35.13%) Business Intelligence
3 528 (30.91%) Analytics
4 486 (28.45%) ETL
5 399 (23.36%) Problem-Solving
6 279 (16.33%) Data Management
7 273 (15.98%) Data Analysis
8 238 (13.93%) Scrum
9 236 (13.82%) Visualisation
10 202 (11.83%) Data Architecture
11 194 (11.36%) Data Governance
12 151 (8.84%) SDLC
13 150 (8.78%) Data Analytics
13 150 (8.78%) Data Science
14 148 (8.67%) Data Integration
15 139 (8.14%) Performance Tuning
16 135 (7.90%) Business Analysis
16 135 (7.90%) Stakeholder Management
17 131 (7.67%) Logical Data Model
18 129 (7.55%) Software Engineering
Programming Languages
1 963 (56.38%) SQL
2 342 (20.02%) Java
3 310 (18.15%) Python
4 220 (12.88%) T-SQL
5 201 (11.77%) C#
6 168 (9.84%) JavaScript
7 116 (6.79%) Scala
8 111 (6.50%) VBA
9 101 (5.91%) R
10 67 (3.92%) Perl
11 57 (3.34%) PL/SQL
12 56 (3.28%) Shell Script
13 42 (2.46%) VB
14 31 (1.81%) Data Analysis Expressions (DAX)
15 28 (1.64%) Apex Code
15 28 (1.64%) PHP
16 27 (1.58%) PowerShell
17 26 (1.52%) C
17 26 (1.52%) C++
18 15 (0.88%) Go
Qualifications
1 370 (21.66%) Degree
2 88 (5.15%) Computer Science Degree
3 55 (3.22%) Master's Degree
4 40 (2.34%) Security Cleared
5 28 (1.64%) PhD
6 14 (0.82%) MBA
7 11 (0.64%) Microsoft Certification
7 11 (0.64%) Numerate Degree
8 8 (0.47%) Cisco Certification
9 6 (0.35%) MCSD
9 6 (0.35%) PMI Certification
9 6 (0.35%) SC Cleared
9 6 (0.35%) TOGAF Certification
10 4 (0.23%) CCA
10 4 (0.23%) CITP
10 4 (0.23%) DBS Check
10 4 (0.23%) Microsoft Certified Architect
10 4 (0.23%) Postgraduate
11 3 (0.18%) DV Cleared
11 3 (0.18%) Six Sigma Yellow Belt
Quality Assurance & Compliance
1 187 (10.95%) Data Quality
2 80 (4.68%) QA
3 43 (2.52%) GDPR
4 18 (1.05%) PMO
5 12 (0.70%) IFRS
6 10 (0.59%) IFRS 9
6 10 (0.59%) MiFID
7 6 (0.35%) GCP
8 5 (0.29%) Actionable Recommendations
8 5 (0.29%) PSD2
9 4 (0.23%) PCI DSS
10 3 (0.18%) Basel III
10 3 (0.18%) EMIR
10 3 (0.18%) HL7
10 3 (0.18%) ISO 20022
10 3 (0.18%) Solvency II
11 2 (0.12%) GxP
12 1 (0.059%) GAAP
12 1 (0.059%) ISO/IEC 27001
12 1 (0.059%) SLA
System Software
1 35 (2.05%) Docker
1 35 (2.05%) HDFS
2 17 (1.00%) Apache ZooKeeper
3 16 (0.94%) Apache Flume
4 10 (0.59%) Active Directory
5 8 (0.47%) Virtual Machines
6 6 (0.35%) VirtualBox
7 5 (0.29%) VMware Infrastructure
8 2 (0.12%) iptables
8 2 (0.12%) KVM
8 2 (0.12%) QEMU
9 1 (0.059%) Oracle RAC
9 1 (0.059%) vSphere
Systems Management
1 21 (1.23%) Kubernetes
1 21 (1.23%) Oozie
2 15 (0.88%) Ansible
3 12 (0.70%) Kibana
4 10 (0.59%) Opscode Chef
5 8 (0.47%) Oracle Enterprise Manager
6 6 (0.35%) Control-M
6 6 (0.35%) Docker Swarm
6 6 (0.35%) Terraform
7 5 (0.29%) BladeLogic
7 5 (0.29%) Hadoop YARN
8 4 (0.23%) Failover Clustering
8 4 (0.23%) Puppet
8 4 (0.23%) Single Sign-On
9 2 (0.12%) Mesos
9 2 (0.12%) Salt
10 1 (0.059%) Ambari
10 1 (0.059%) HP Quality Center
10 1 (0.059%) Istio
10 1 (0.059%) Nagios
Vendors
1 296 (17.33%) Microsoft
2 260 (15.22%) Tableau
3 245 (14.34%) Oracle
4 125 (7.32%) Informatica
5 116 (6.79%) Talend
6 96 (5.62%) Cloudera
7 88 (5.15%) SAP
8 73 (4.27%) IBM
9 71 (4.16%) Salesforce.com
10 68 (3.98%) Google
11 48 (2.81%) MicroStrategy
12 38 (2.22%) Alteryx
13 32 (1.87%) Cognos
14 31 (1.81%) Cognizant
15 29 (1.70%) Vertica
16 28 (1.64%) SnapLogic
17 27 (1.58%) EXASOL
17 27 (1.58%) Teradata
18 26 (1.52%) Ab Initio
19 22 (1.29%) TIBCO