Period
to 22 September 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 22 September 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
England > London
6 months to
22 Sep 2018
Same period 2017 Same period 2016
Rank 158 141 166
Rank change year-on-year -17 +25 -20
Permanent jobs citing Data Modelling 1,525 1,866 1,663
As % of all permanent IT jobs advertised in London 2.23% 2.49% 2.10%
As % of the Processes & Methodologies category 2.43% 2.69% 2.28%
Number of salaries quoted 1,074 1,211 1,382
London median annual salary £62,500 £65,000 £65,000
Median salary % change year-on-year -3.85% - +4.00%
10th Percentile £42,500 £42,500 £42,500
90th Percentile £91,250 £93,750 £90,000
England median annual salary £59,000 £55,000 £55,000
% change year-on-year +7.27% - -

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 62,732 69,489 72,827
As % of all permanent IT jobs advertised in London 91.71% 92.77% 92.18%
Number of salaries quoted 50,229 53,279 63,040
London median annual salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.17% +4.35% +4.55%
10th Percentile £35,000 £35,000 £33,560
90th Percentile £95,000 £90,000 £87,500
England median annual salary £50,100 £50,000 £50,000
% change year-on-year +0.20% - +5.26%

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 22 September 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 22 September 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 -40 246 £62,500 - 64
South London +32 65 £47,500 -24.00% 7
West London +17 50 £57,500 - 25
East London -30 34 £66,250 +6.00% 6
North London +9 1 £60,000 -20.00% 2
Data Modelling
England

For the 6 months to 22 September 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.

1 855 (56.07%) SQL
2 589 (38.62%) Agile Software Development
3 581 (38.10%) Finance
4 541 (35.48%) Business Intelligence
5 467 (30.62%) SQL Server
6 424 (27.80%) Analytics
7 420 (27.54%) Data Warehouse
8 404 (26.49%) ETL
9 379 (24.85%) Big Data
10 349 (22.89%) Analytical Skills
11 343 (22.49%) Problem-Solving
12 333 (21.84%) Degree
13 312 (20.46%) Java
14 309 (20.26%) Microsoft
15 305 (20.00%) Python
16 260 (17.05%) Power BI
17 256 (16.79%) SQL Server Integration Services
18 238 (15.61%) Visualisation
19 229 (15.02%) Data Analysis
20 227 (14.89%) Microsoft Azure
21 226 (14.82%) Scrum
22 215 (14.10%) Oracle
23 212 (13.90%) Hadoop
24 211 (13.84%) Data Management
25 203 (13.31%) Tableau
26 192 (12.59%) Computer Science
26 192 (12.59%) C#
27 180 (11.80%) T-SQL
28 175 (11.48%) Banking
28 175 (11.48%) NoSQL

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
1 148 (9.70%) Apache Spark
2 55 (3.61%) Apache
3 54 (3.54%) SAS
4 44 (2.89%) Elasticsearch
5 35 (2.30%) SharePoint
6 34 (2.23%) Confluence
7 22 (1.44%) Apache Solr
8 20 (1.31%) WebLogic
9 19 (1.25%) Apache Pig
10 13 (0.85%) Oracle SOA Suite
11 12 (0.79%) JBoss
12 11 (0.72%) WebSphere
13 9 (0.59%) Adobe Experience Manager
14 8 (0.52%) Apache Airflow
15 5 (0.33%) CMS
15 5 (0.33%) nginx
16 4 (0.26%) Sitecore CMS
17 3 (0.20%) Cloud Foundry
18 2 (0.13%) Jupyter
18 2 (0.13%) Mule ESB
Applications
1 151 (9.90%) Microsoft Excel
2 39 (2.56%) MS Visio
3 32 (2.10%) Microsoft Office
4 31 (2.03%) SPSS
5 15 (0.98%) Microsoft PowerPoint
6 13 (0.85%) Spreadsheet
7 6 (0.39%) Microsoft Project
8 4 (0.26%) Stata
9 3 (0.20%) GNU Octave
10 2 (0.13%) Camtasia
10 2 (0.13%) Snagit
11 1 (0.066%) EViews
11 1 (0.066%) ProjectWise
11 1 (0.066%) Revit
Business Applications
1 19 (1.25%) Salesforce.com CRM
2 14 (0.92%) Dynamics CRM
3 12 (0.79%) Dynamics NAV
4 11 (0.72%) Dynamics AX
5 8 (0.52%) Cognos Business Intelligence
5 8 (0.52%) Eloqua
6 7 (0.46%) Adobe Campaign
6 7 (0.46%) Cognos TM1
6 7 (0.46%) Endur
6 7 (0.46%) Findur
6 7 (0.46%) SAP S/4HANA
6 7 (0.46%) Unica
7 6 (0.39%) SAP BPC
7 6 (0.39%) SAP CRM
8 5 (0.33%) Actimize
8 5 (0.33%) SAP CO
8 5 (0.33%) SAP FI
8 5 (0.33%) SAP FI/CO
8 5 (0.33%) SAP Hybris
9 4 (0.26%) SAP MDG
Cloud Services
1 227 (14.89%) Microsoft Azure
2 172 (11.28%) Amazon AWS
3 55 (3.61%) PaaS
4 46 (3.02%) SaaS
5 36 (2.36%) Serverless
6 34 (2.23%) Google Cloud Platform
7 21 (1.38%) AWS Lambda
7 21 (1.38%) Salesforce Service Cloud
8 19 (1.25%) Cloud Computing
9 16 (1.05%) Amazon S3
10 14 (0.92%) Amazon EMR
11 13 (0.85%) Azure Data Factory
11 13 (0.85%) Azure Functions
12 11 (0.72%) Google Analytics
13 10 (0.66%) Adobe Analytics
13 10 (0.66%) Amazon SageMaker
14 9 (0.59%) Amazon EC2
14 9 (0.59%) IaaS
14 9 (0.59%) Office 365
14 9 (0.59%) Oracle CX
Communications & Networking
1 13 (0.85%) Anycast
1 13 (0.85%) DHCP
1 13 (0.85%) DNS
1 13 (0.85%) Quagga
2 11 (0.72%) AMQP
3 9 (0.59%) HTTP
4 6 (0.39%) Internet
5 3 (0.20%) Firewall
5 3 (0.20%) FTP
5 3 (0.20%) Intranet
5 3 (0.20%) LAN
5 3 (0.20%) WAN
6 2 (0.13%) PuTTY
6 2 (0.13%) Wireless
7 1 (0.066%) MPLS
7 1 (0.066%) SAN
7 1 (0.066%) SMS
7 1 (0.066%) TCP/IP
7 1 (0.066%) VoIP
7 1 (0.066%) VPN
Database & Business Intelligence
1 467 (30.62%) SQL Server
2 420 (27.54%) Data Warehouse
3 379 (24.85%) Big Data
4 260 (17.05%) Power BI
5 256 (16.79%) SQL Server Integration Services
6 212 (13.90%) Hadoop
7 175 (11.48%) NoSQL
8 174 (11.41%) SQL Server Reporting Services
9 167 (10.95%) Relational Database
10 141 (9.25%) SQL Server Analysis Services
11 129 (8.46%) Data Lake
12 88 (5.77%) MongoDB
13 81 (5.31%) MySQL
14 74 (4.85%) Apache Hive
15 73 (4.79%) PostgreSQL
16 68 (4.46%) Data Mining
17 67 (4.39%) SQL Server 2012
18 66 (4.33%) BusinessObjects
19 55 (3.61%) OLAP
20 50 (3.28%) Amazon Redshift
Development Applications
1 133 (8.72%) Git (software)
2 76 (4.98%) JIRA
3 72 (4.72%) Team Foundation Server
4 43 (2.82%) Visual Studio
5 37 (2.43%) SQL Server Management Studio (SSMS)
6 35 (2.30%) Subversion
7 34 (2.23%) Octopus Deploy
8 32 (2.10%) Maven
9 31 (2.03%) Jenkins
10 26 (1.70%) ERwin
11 24 (1.57%) Visual Studio Team System
12 23 (1.51%) Eclipse
13 22 (1.44%) Atlassian Bamboo
14 21 (1.38%) Bitbucket
15 20 (1.31%) ER Studio
16 9 (0.59%) PowerDesigner
16 9 (0.59%) TeamCity
16 9 (0.59%) Vagrant
17 7 (0.46%) GitLab
18 6 (0.39%) Selenium
General
1 581 (38.10%) Finance
2 175 (11.48%) Banking
3 116 (7.61%) Marketing
4 115 (7.54%) Investment Banking
5 113 (7.41%) Financial Institution
6 90 (5.90%) Retail
7 80 (5.25%) Front Office
8 46 (3.02%) Games
9 38 (2.49%) Telecoms
10 30 (1.97%) Advertising
11 22 (1.44%) Pharmaceutical
12 18 (1.18%) Publishing
13 15 (0.98%) Back Office
14 13 (0.85%) Legal
15 12 (0.79%) General Ledger
16 7 (0.46%) Billing
16 7 (0.46%) Manufacturing
17 6 (0.39%) Music Industry
18 5 (0.33%) Law
18 5 (0.33%) Retail Banking
Job Titles
1 491 (32.20%) Developer
2 299 (19.61%) Analyst
3 232 (15.21%) Architect
4 158 (10.36%) Data Architect
5 145 (9.51%) Business Intelligence Developer
6 116 (7.61%) Business Analyst
7 115 (7.54%) Data Engineer
8 107 (7.02%) Consultant
9 103 (6.75%) Data Analyst
10 96 (6.30%) SQL Developer
11 74 (4.85%) C# Developer
12 68 (4.46%) Data Scientist
13 61 (4.00%) Senior Developer
14 50 (3.28%) Senior Analyst
15 49 (3.21%) Lead Developer
16 45 (2.95%) Business Intelligence Analyst
17 42 (2.75%) Data Warehouse Developer
17 42 (2.75%) Solutions Architect
18 39 (2.56%) Data Consultant
18 39 (2.56%) DBA
Libraries, Frameworks & Software Standards
1 144 (9.44%) .NET
2 121 (7.93%) Kafka
3 114 (7.48%) XML
4 113 (7.41%) HTML
5 106 (6.95%) AngularJS
6 100 (6.56%) React
7 96 (6.30%) REST
8 82 (5.38%) JSON
8 82 (5.38%) WCF
9 81 (5.31%) Web Services
10 79 (5.18%) Spring
11 73 (4.79%) CSS
12 63 (4.13%) ASP.NET
13 57 (3.74%) RabbitMQ
14 52 (3.41%) RESTful
15 45 (2.95%) HTML5
16 42 (2.75%) J2EE
16 42 (2.75%) jQuery
16 42 (2.75%) SOAP
17 40 (2.62%) ASP.NET MVC
Miscellaneous
1 349 (22.89%) Analytical Skills
2 192 (12.59%) Computer Science
3 75 (4.92%) Cyberthreat
4 72 (4.72%) Data Structures
5 60 (3.93%) Fintech
6 55 (3.61%) Self-Motivation
7 50 (3.28%) Greenfield Project
7 50 (3.28%) Management Information System
8 45 (2.95%) Hedge funds
9 42 (2.75%) Equities
10 36 (2.36%) Enterprise Software
11 35 (2.30%) User Experience
12 32 (2.10%) Algorithms
13 31 (2.03%) Life Science
14 24 (1.57%) Derivative
15 22 (1.44%) Replication
16 13 (0.85%) Foreign Exchange (FX)
16 13 (0.85%) Reference Data
17 12 (0.79%) Public Cloud
17 12 (0.79%) Virtual Team
Operating Systems
1 92 (6.03%) Linux
2 55 (3.61%) Unix
3 53 (3.48%) Windows
4 24 (1.57%) Windows Server
5 9 (0.59%) Apple iOS
6 6 (0.39%) Red Hat Enterprise Linux
7 5 (0.33%) Windows Server 2012
8 4 (0.26%) CentOS
8 4 (0.26%) Ubuntu
9 3 (0.20%) Android
10 2 (0.13%) Debian
10 2 (0.13%) Solaris
11 1 (0.066%) VMS
11 1 (0.066%) Windows Server 2003
11 1 (0.066%) Windows Server 2008
Processes & Methodologies
1 589 (38.62%) Agile Software Development
2 541 (35.48%) Business Intelligence
3 424 (27.80%) Analytics
4 404 (26.49%) ETL
5 343 (22.49%) Problem-Solving
6 238 (15.61%) Visualisation
7 229 (15.02%) Data Analysis
8 226 (14.82%) Scrum
9 211 (13.84%) Data Management
10 158 (10.36%) Data Architecture
11 144 (9.44%) Data Science
12 143 (9.38%) Continuous Integration
13 136 (8.92%) Machine Learning
14 127 (8.33%) Data Analytics
15 124 (8.13%) SDLC
16 123 (8.07%) Test Automation
17 120 (7.87%) Software Engineering
18 119 (7.80%) Performance Tuning
19 118 (7.74%) Data Governance
19 118 (7.74%) Stakeholder Management
Programming Languages
1 855 (56.07%) SQL
2 312 (20.46%) Java
3 305 (20.00%) Python
4 192 (12.59%) C#
5 180 (11.80%) T-SQL
6 166 (10.89%) JavaScript
7 107 (7.02%) R
8 90 (5.90%) Scala
9 68 (4.46%) VBA
10 56 (3.67%) Perl
10 56 (3.67%) Shell Script
11 51 (3.34%) PL/SQL
12 40 (2.62%) Data Analysis Expressions (DAX)
13 30 (1.97%) PHP
14 28 (1.84%) Apex Code
15 27 (1.77%) C
16 26 (1.70%) PowerShell
17 25 (1.64%) C++
18 24 (1.57%) VB
19 21 (1.38%) Go
Qualifications
1 333 (21.84%) Degree
2 91 (5.97%) Computer Science Degree
3 38 (2.49%) Master's Degree
3 38 (2.49%) Security Cleared
4 37 (2.43%) PhD
5 21 (1.38%) Microsoft Certification
5 21 (1.38%) Numerate Degree
6 11 (0.72%) MBA
7 10 (0.66%) MCSA
8 8 (0.52%) DV Cleared
9 5 (0.33%) CISSP
9 5 (0.33%) PMI Certification
10 4 (0.26%) TOGAF Certification
11 3 (0.20%) ACCA
11 3 (0.20%) CCA
11 3 (0.20%) CCNP
11 3 (0.20%) CIMA
11 3 (0.20%) Cisco Certification
11 3 (0.20%) ICAEW
11 3 (0.20%) MCSD
Quality Assurance & Compliance
1 132 (8.66%) Data Quality
2 80 (5.25%) QA
3 44 (2.89%) GDPR
4 12 (0.79%) MiFID
5 9 (0.59%) IFRS
5 9 (0.59%) PMO
6 7 (0.46%) Actionable Recommendations
6 7 (0.46%) IFRS 9
7 6 (0.39%) ISO 20022
8 5 (0.33%) COBIT
9 3 (0.20%) Dodd-Frank
9 3 (0.20%) FATCA
9 3 (0.20%) SEPA
9 3 (0.20%) Solvency II
9 3 (0.20%) TARGET2
10 2 (0.13%) Basel III
10 2 (0.13%) COSO
10 2 (0.13%) EMIR
10 2 (0.13%) PCI DSS
10 2 (0.13%) PSD2
System Software
1 37 (2.43%) Docker
2 30 (1.97%) HDFS
3 14 (0.92%) Apache ZooKeeper
4 13 (0.85%) Active Directory
5 8 (0.52%) Apache Flume
5 8 (0.52%) VirtualBox
6 4 (0.26%) Virtual Machines
7 2 (0.13%) Oracle RAC
8 1 (0.066%) iptables
8 1 (0.066%) KVM
8 1 (0.066%) QEMU
8 1 (0.066%) Terminal Services
8 1 (0.066%) VMware Infrastructure
8 1 (0.066%) vSphere
Systems Management
1 22 (1.44%) Kubernetes
2 19 (1.25%) Oozie
3 14 (0.92%) Ansible
3 14 (0.92%) Opscode Chef
4 13 (0.85%) Automic
4 13 (0.85%) Terraform
5 8 (0.52%) Docker Swarm
6 7 (0.46%) Puppet
7 5 (0.33%) Kibana
8 2 (0.13%) Hadoop YARN
8 2 (0.13%) Salt
9 1 (0.066%) Ambari
9 1 (0.066%) BMC PATROL
9 1 (0.066%) Data Guard
9 1 (0.066%) Enterprise Manager Cloud Control
9 1 (0.066%) HP Fortify
9 1 (0.066%) Istio
9 1 (0.066%) Nagios
9 1 (0.066%) Oracle RMAN
9 1 (0.066%) Single Sign-On
Vendors
1 309 (20.26%) Microsoft
2 215 (14.10%) Oracle
3 203 (13.31%) Tableau
4 98 (6.43%) Informatica
5 83 (5.44%) SAP
6 82 (5.38%) Talend
7 75 (4.92%) Cloudera
8 63 (4.13%) Salesforce.com
9 57 (3.74%) Google
10 52 (3.41%) IBM
11 39 (2.56%) Cognos
12 37 (2.43%) MicroStrategy
13 26 (1.70%) Databricks
14 25 (1.64%) Cadence
14 25 (1.64%) Telerik
15 24 (1.57%) Alteryx
15 24 (1.57%) SnapLogic
16 21 (1.38%) Cognizant
16 21 (1.38%) EXASOL
17 19 (1.25%) Hortonworks