Period
to 24 April 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 24 April 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
England > London
6 months to
24 Apr 2018
Same period 2017 Same period 2016
Rank 140 172 137
Rank change year-on-year +32 -35 -3
Permanent jobs citing Data Modelling 1,745 1,407 2,010
As % of all permanent IT jobs advertised in London 2.49% 2.07% 2.41%
As % of the Processes & Methodologies category 2.72% 2.26% 2.64%
Number of salaries quoted 1,240 1,152 1,660
London median annual salary £65,000 £65,000 £62,500
Median salary % change year-on-year - +4.00% +4.17%
10th Percentile £42,500 £41,250 £42,500
90th Percentile £93,750 £91,250 £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 64,216 62,144 76,010
As % of all permanent IT jobs advertised in London 91.79% 91.28% 91.06%
Number of salaries quoted 52,616 52,127 65,165
London median annual salary £60,000 £60,000 £55,000
Median salary % change year-on-year - +9.09% -
10th Percentile £35,500 £34,000 £33,500
90th Percentile £93,750 £90,000 £87,500
England median annual salary £50,000 £50,000 £47,823
% change year-on-year - +4.55% +2.84%

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 24 April 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 24 April 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 +26 383 £60,000 -7.69% 45
South London +11 52 £47,500 -39.68% 5
West London +2 42 £57,500 -4.17% 30
East London -5 25 £75,000 +22.45% 5
Data Modelling
England

For the 6 months to 24 April 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.

1 978 (56.05%) SQL
2 674 (38.62%) Business Intelligence
3 667 (38.22%) Finance
4 606 (34.73%) Agile Software Development
5 595 (34.10%) SQL Server
6 525 (30.09%) Data Warehouse
7 524 (30.03%) Analytics
8 492 (28.19%) ETL
9 365 (20.92%) Degree
10 350 (20.06%) Analytical Skills
11 312 (17.88%) SQL Server Integration Services
12 300 (17.19%) Big Data
13 294 (16.85%) Microsoft
14 290 (16.62%) Problem-Solving
15 288 (16.50%) Data Management
16 270 (15.47%) Tableau
17 268 (15.36%) Python
18 258 (14.79%) Data Governance
19 256 (14.67%) Java
20 254 (14.56%) Data Analysis
21 240 (13.75%) Power BI
22 238 (13.64%) SQL Server Reporting Services
23 235 (13.47%) Visualisation
23 235 (13.47%) Data Architecture
24 218 (12.49%) Oracle
25 211 (12.09%) Hadoop
26 203 (11.63%) Data Quality
27 199 (11.40%) C#
28 197 (11.29%) Scrum
29 194 (11.12%) T-SQL

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
1 184 (10.54%) Apache Spark
2 72 (4.13%) Elasticsearch
3 56 (3.21%) SAS
4 53 (3.04%) SharePoint
5 47 (2.69%) Confluence
6 38 (2.18%) Apache
7 18 (1.03%) CMS
8 16 (0.92%) Apache Solr
9 12 (0.69%) JBoss
10 10 (0.57%) WebSphere
11 9 (0.52%) Apache Pig
11 9 (0.52%) nginx
12 8 (0.46%) SharePoint Server
13 6 (0.34%) BizTalk Server
13 6 (0.34%) WebLogic
14 5 (0.29%) Adobe Experience Manager
14 5 (0.29%) MS Exchange
14 5 (0.29%) OpenStack
14 5 (0.29%) Oracle SOA Suite
14 5 (0.29%) Tomcat
Applications
1 190 (10.89%) Microsoft Excel
2 63 (3.61%) Microsoft Office
3 34 (1.95%) MS Visio
4 31 (1.78%) Spreadsheet
5 28 (1.60%) SPSS
6 24 (1.38%) Microsoft PowerPoint
7 9 (0.52%) Microsoft Project
8 5 (0.29%) Stata
9 4 (0.23%) AutoCAD
9 4 (0.23%) GNU Octave
9 4 (0.23%) InfoPath
10 3 (0.17%) Revit
11 2 (0.11%) Photoshop
12 1 (0.057%) Adobe Illustrator
12 1 (0.057%) Adobe Premiere
12 1 (0.057%) Fireworks
12 1 (0.057%) InVision
Business Applications
1 21 (1.20%) Dynamics CRM
2 12 (0.69%) SAP S/4HANA
3 10 (0.57%) SAP CRM
4 9 (0.52%) Remedy ITSM
5 8 (0.46%) Cognos TM1
5 8 (0.46%) SAP Hybris
6 7 (0.40%) Cognos Business Intelligence
6 7 (0.40%) Markit EDM
7 6 (0.34%) Salesforce.com CRM
7 6 (0.34%) SAP BPC
8 5 (0.29%) Eagle PACE
8 5 (0.29%) SAP CO
8 5 (0.29%) SAP FI
8 5 (0.29%) SAP FI/CO
9 4 (0.23%) Adobe Campaign
9 4 (0.23%) SAP IS-U
9 4 (0.23%) thinkFolio
10 3 (0.17%) Primavera
10 3 (0.17%) SAP BRIM
10 3 (0.17%) SAP SD
Cloud Services
1 194 (11.12%) Microsoft Azure
2 174 (9.97%) Amazon AWS
3 41 (2.35%) PaaS
4 40 (2.29%) Cloud Computing
5 33 (1.89%) Google Cloud Platform
6 32 (1.83%) SaaS
7 25 (1.43%) Amazon S3
8 19 (1.09%) AWS Lambda
8 19 (1.09%) Serverless
9 18 (1.03%) Amazon EC2
9 18 (1.03%) Salesforce Service Cloud
10 17 (0.97%) Amazon EMR
11 16 (0.92%) IaaS
12 15 (0.86%) Force.com
13 12 (0.69%) Azure Machine Learning
14 11 (0.63%) Salesforce Sales Cloud
15 10 (0.57%) GitHub
15 10 (0.57%) Google Analytics
16 9 (0.52%) CloudFront
17 7 (0.40%) npm
Communications & Networking
1 13 (0.74%) Firewall
1 13 (0.74%) Internet
2 11 (0.63%) HTTP
3 10 (0.57%) AMQP
4 9 (0.52%) Wireless
5 7 (0.40%) LAN
5 7 (0.40%) WAN
6 6 (0.34%) BIG-IP
6 6 (0.34%) Cisco Nexus
6 6 (0.34%) Network Security
6 6 (0.34%) SNMP
6 6 (0.34%) VoIP
7 5 (0.29%) MPLS
7 5 (0.29%) SAN
8 4 (0.23%) Broadband
8 4 (0.23%) DNS
8 4 (0.23%) Ethernet
8 4 (0.23%) VPN
9 3 (0.17%) DHCP
9 3 (0.17%) FIX Connectivity
Database & Business Intelligence
1 595 (34.10%) SQL Server
2 525 (30.09%) Data Warehouse
3 312 (17.88%) SQL Server Integration Services
4 300 (17.19%) Big Data
5 240 (13.75%) Power BI
6 238 (13.64%) SQL Server Reporting Services
7 211 (12.09%) Hadoop
8 190 (10.89%) SQL Server Analysis Services
9 188 (10.77%) Relational Database
10 170 (9.74%) NoSQL
11 101 (5.79%) MySQL
12 94 (5.39%) Data Lake
13 88 (5.04%) QlikView
14 84 (4.81%) Apache Hive
15 83 (4.76%) PostgreSQL
16 82 (4.70%) MongoDB
17 73 (4.18%) BusinessObjects
18 72 (4.13%) Star Schema
19 62 (3.55%) OLAP
20 59 (3.38%) RDBMS
Development Applications
1 116 (6.65%) Git (software)
2 106 (6.07%) JIRA
3 71 (4.07%) ERwin
4 63 (3.61%) Team Foundation Server
5 60 (3.44%) Jenkins
6 31 (1.78%) NUnit
7 28 (1.60%) Maven
8 27 (1.55%) SQL Server Management Studio (SSMS)
8 27 (1.55%) Subversion
9 26 (1.49%) Moq
9 26 (1.49%) MSTest
10 21 (1.20%) Phabricator
11 19 (1.09%) Visual Studio
12 15 (0.86%) TeamCity
13 14 (0.80%) Atlassian Bamboo
14 13 (0.74%) ER Studio
14 13 (0.74%) gulp
15 9 (0.52%) CircleCI
16 8 (0.46%) GitLab
16 8 (0.46%) Visual Studio Team System
General
1 667 (38.22%) Finance
2 150 (8.60%) Marketing
3 139 (7.97%) Banking
4 109 (6.25%) Retail
5 83 (4.76%) Financial Institution
6 77 (4.41%) Front Office
7 64 (3.67%) Telecoms
8 49 (2.81%) Advertising
9 41 (2.35%) Games
10 36 (2.06%) Investment Banking
11 22 (1.26%) Pharmaceutical
12 18 (1.03%) Legal
13 16 (0.92%) Back Office
14 10 (0.57%) Manufacturing
15 9 (0.52%) Law
16 7 (0.40%) Publishing
16 7 (0.40%) Retail Banking
17 6 (0.34%) Local Government
18 5 (0.29%) Billing
18 5 (0.29%) General Ledger
Job Titles
1 589 (33.75%) Developer
2 340 (19.48%) Analyst
3 332 (19.03%) Architect
4 238 (13.64%) Data Architect
5 203 (11.63%) Business Analyst
6 166 (9.51%) Business Intelligence Developer
7 130 (7.45%) SQL Developer
8 129 (7.39%) Consultant
9 99 (5.67%) Data Analyst
10 97 (5.56%) C# Developer
11 86 (4.93%) Senior Developer
12 70 (4.01%) Data Business Analyst
13 64 (3.67%) Data Engineer
14 61 (3.50%) Data Scientist
14 61 (3.50%) SSIS Developer
15 53 (3.04%) Business Intelligence Analyst
16 47 (2.69%) Lead Developer
16 47 (2.69%) SQL BI Developer
17 46 (2.64%) Data Modeller
18 43 (2.46%) Solutions Architect
Libraries, Frameworks & Software Standards
1 144 (8.25%) .NET
2 114 (6.53%) Web Services
3 109 (6.25%) XML
4 102 (5.85%) Kafka
5 101 (5.79%) HTML
6 89 (5.10%) REST
7 86 (4.93%) CSS
8 80 (4.58%) AngularJS
9 79 (4.53%) ASP.NET
10 63 (3.61%) WCF
11 60 (3.44%) RESTful
12 57 (3.27%) SOAP
13 52 (2.98%) HTML5
14 44 (2.52%) JSON
15 39 (2.23%) jQuery
15 39 (2.23%) Node.js
16 38 (2.18%) Akka
17 36 (2.06%) Natural Language Processing
17 36 (2.06%) Spring
18 35 (2.01%) CSS3
Miscellaneous
1 350 (20.06%) Analytical Skills
2 176 (10.09%) Computer Science
3 119 (6.82%) Management Information System
4 94 (5.39%) Data Structures
5 77 (4.41%) Fintech
6 63 (3.61%) Enterprise Software
7 59 (3.38%) Greenfield Project
8 54 (3.09%) Self-Motivation
9 49 (2.81%) Equities
10 47 (2.69%) Hedge funds
11 43 (2.46%) Life Science
12 39 (2.23%) Market Risk
13 28 (1.60%) Data Centre
14 24 (1.38%) NHS
15 23 (1.32%) Algorithms
16 22 (1.26%) User Experience
17 21 (1.20%) Foreign Exchange (FX)
18 19 (1.09%) Derivative
18 19 (1.09%) Marketing Technology
18 19 (1.09%) Social Media
Operating Systems
1 149 (8.54%) Linux
2 82 (4.70%) Windows
3 76 (4.36%) Unix
4 14 (0.80%) Windows Server
5 8 (0.46%) Android
6 7 (0.40%) Windows Server 2008
7 6 (0.34%) Solaris
7 6 (0.34%) Windows Server 2012
8 5 (0.29%) CentOS
8 5 (0.29%) Oracle Linux
8 5 (0.29%) Red Hat Enterprise Linux
8 5 (0.29%) Ubuntu
9 4 (0.23%) Apple iOS
10 2 (0.11%) Debian
10 2 (0.11%) VMS
10 2 (0.11%) Windows 10
11 1 (0.057%) Windows Server 2003
Processes & Methodologies
1 674 (38.62%) Business Intelligence
2 606 (34.73%) Agile Software Development
3 524 (30.03%) Analytics
4 492 (28.19%) ETL
5 290 (16.62%) Problem-Solving
6 288 (16.50%) Data Management
7 258 (14.79%) Data Governance
8 254 (14.56%) Data Analysis
9 235 (13.47%) Data Architecture
9 235 (13.47%) Visualisation
10 197 (11.29%) Scrum
11 169 (9.68%) Data Integration
12 155 (8.88%) Data Science
13 153 (8.77%) Logical Data Model
14 148 (8.48%) Stakeholder Management
15 145 (8.31%) Data Analytics
16 142 (8.14%) Business Analysis
17 135 (7.74%) Migration
18 134 (7.68%) Physical Data Model
19 122 (6.99%) Decision-Making
Programming Languages
1 978 (56.05%) SQL
2 268 (15.36%) Python
3 256 (14.67%) Java
4 199 (11.40%) C#
5 194 (11.12%) T-SQL
6 153 (8.77%) JavaScript
7 112 (6.42%) VBA
8 107 (6.13%) Scala
9 101 (5.79%) R
10 58 (3.32%) PL/SQL
11 47 (2.69%) Perl
12 39 (2.23%) Shell Script
13 37 (2.12%) VB
14 36 (2.06%) PowerShell
15 31 (1.78%) Apex Code
15 31 (1.78%) Data Analysis Expressions (DAX)
16 29 (1.66%) C
17 21 (1.20%) C++
18 17 (0.97%) PHP
18 17 (0.97%) Ruby
Qualifications
1 365 (20.92%) Degree
2 51 (2.92%) Computer Science Degree
3 36 (2.06%) Security Cleared
4 31 (1.78%) Master's Degree
5 25 (1.43%) Microsoft Certification
6 23 (1.32%) PhD
7 14 (0.80%) MCITP
8 11 (0.63%) SC Cleared
8 11 (0.63%) TOGAF Certification
9 10 (0.57%) ISEB
10 9 (0.52%) MCSD
11 8 (0.46%) Microsoft Certified Architect
12 7 (0.40%) MBA
13 6 (0.34%) Cisco Certification
13 6 (0.34%) Numerate Degree
14 5 (0.29%) PMI Certification
15 4 (0.23%) CITP
15 4 (0.23%) DBS Check
15 4 (0.23%) Postgraduate
15 4 (0.23%) Six Sigma Black Belt
Quality Assurance & Compliance
1 203 (11.63%) Data Quality
2 111 (6.36%) QA
3 44 (2.52%) GDPR
4 16 (0.92%) PMO
5 10 (0.57%) EMIR
5 10 (0.57%) IFRS
6 8 (0.46%) MiFID
7 6 (0.34%) CRD IV
7 6 (0.34%) IFRS 9
8 5 (0.29%) PCI DSS
8 5 (0.29%) SLA
9 4 (0.23%) GAAP
9 4 (0.23%) PSD2
9 4 (0.23%) Solvency II
10 3 (0.17%) ISO/IEC 27001
11 2 (0.11%) HL7
12 1 (0.057%) Basel III
12 1 (0.057%) FATCA
12 1 (0.057%) GxP
12 1 (0.057%) WCAG
System Software
1 48 (2.75%) Docker
2 28 (1.60%) HDFS
3 17 (0.97%) Apache Flume
4 11 (0.63%) Apache ZooKeeper
4 11 (0.63%) VMware Infrastructure
5 9 (0.52%) Active Directory
5 9 (0.52%) Virtual Machines
6 4 (0.23%) VirtualBox
7 2 (0.11%) Hyper-V
7 2 (0.11%) iptables
7 2 (0.11%) KVM
7 2 (0.11%) QEMU
8 1 (0.057%) GridGain
8 1 (0.057%) vSphere
Systems Management
1 17 (0.97%) Kubernetes
2 16 (0.92%) Hadoop YARN
3 13 (0.74%) Oozie
4 10 (0.57%) Single Sign-On
5 9 (0.52%) Ansible
5 9 (0.52%) Terraform
6 8 (0.46%) Oracle Enterprise Manager
7 7 (0.40%) Kibana
7 7 (0.40%) Opscode Chef
8 6 (0.34%) Control-M
8 6 (0.34%) Mesos
9 5 (0.29%) BladeLogic
10 4 (0.23%) Docker Swarm
10 4 (0.23%) Failover Clustering
11 3 (0.17%) Puppet
12 2 (0.11%) SCCM
12 2 (0.11%) SCOM
12 2 (0.11%) WSUS
13 1 (0.057%) HP Quality Center
13 1 (0.057%) Systems Management Server (SMS)
Vendors
1 294 (16.85%) Microsoft
2 270 (15.47%) Tableau
3 218 (12.49%) Oracle
4 142 (8.14%) Informatica
5 115 (6.59%) Talend
6 85 (4.87%) Salesforce.com
7 76 (4.36%) SAP
8 72 (4.13%) Cloudera
8 72 (4.13%) Google
9 57 (3.27%) IBM
10 56 (3.21%) MicroStrategy
11 38 (2.18%) Alteryx
11 38 (2.18%) Cognos
12 32 (1.83%) Ab Initio
13 29 (1.66%) Teradata
14 27 (1.55%) Vertica
15 24 (1.38%) TIBCO
16 19 (1.09%) Cognizant
16 19 (1.09%) SnapLogic
17 16 (0.92%) Cisco