Period
to 19 November 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 19 November 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
England > London
6 months to
19 Nov 2018
Same period 2017 Same period 2016
Rank 154 134 168
Rank change year-on-year -20 +34 -23
Permanent jobs citing Data Modelling 1,533 1,900 1,580
As % of all permanent IT jobs advertised in London 2.29% 2.54% 2.09%
As % of the Processes & Methodologies category 2.50% 2.74% 2.28%
Number of salaries quoted 1,148 1,215 1,329
London median annual salary £62,500 £65,000 £65,000
Median salary % change year-on-year -3.85% - +4.00%
10th Percentile £43,750 £42,500 £41,674
90th Percentile £95,000 £92,500 £90,000
England median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - -

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 61,344 69,345 69,368
As % of all permanent IT jobs advertised in London 91.63% 92.80% 91.89%
Number of salaries quoted 49,596 53,358 59,717
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 £33,500
90th Percentile £95,000 £90,000 £88,750
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +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 19 November 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 19 November 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 -38 276 £65,000 +8.33% 69
South London +38 77 £55,000 +14.58% 14
West London -7 53 £57,500 - 36
East London -27 28 £61,250 -7.55% 7
North London +13 5 £70,000 -6.67% 4
Data Modelling
England

For the 6 months to 19 November 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.

1 854 (55.71%) SQL
2 594 (38.75%) Agile Software Development
3 557 (36.33%) Business Intelligence
4 520 (33.92%) Finance
5 449 (29.29%) Data Warehouse
6 435 (28.38%) Analytics
7 428 (27.92%) SQL Server
8 420 (27.40%) ETL
9 379 (24.72%) Big Data
10 376 (24.53%) Python
11 349 (22.77%) Microsoft
12 331 (21.59%) Analytical Skills
13 302 (19.70%) Java
14 295 (19.24%) Degree
15 294 (19.18%) Microsoft Azure
16 278 (18.13%) Problem-Solving
17 270 (17.61%) Power BI
18 266 (17.35%) Hadoop
19 253 (16.50%) SQL Server Integration Services
20 239 (15.59%) Visualisation
21 233 (15.20%) Oracle
22 224 (14.61%) Data Analysis
23 220 (14.35%) Amazon AWS
24 218 (14.22%) Scrum
25 209 (13.63%) Tableau
26 202 (13.18%) Data Management
27 197 (12.85%) Relational Database
28 196 (12.79%) NoSQL
29 194 (12.65%) Apache Spark
30 178 (11.61%) C#

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
1 194 (12.65%) Apache Spark
2 68 (4.44%) Apache
3 60 (3.91%) SAS
4 35 (2.28%) Apache Pig
5 34 (2.22%) Elasticsearch
6 32 (2.09%) SharePoint
7 28 (1.83%) Confluence
8 23 (1.50%) Apache Solr
9 20 (1.30%) WebLogic
10 10 (0.65%) Adobe Experience Manager
10 10 (0.65%) Oracle SOA Suite
11 9 (0.59%) Apache Airflow
11 9 (0.59%) Drupal
12 6 (0.39%) JBoss
13 5 (0.33%) nginx
13 5 (0.33%) SharePoint 2010
13 5 (0.33%) SharePoint 2013
13 5 (0.33%) WebSphere
14 4 (0.26%) Mule
14 4 (0.26%) Mule ESB
Applications
1 114 (7.44%) Microsoft Excel
2 69 (4.50%) MS Visio
3 28 (1.83%) SPSS
4 26 (1.70%) Microsoft Office
5 15 (0.98%) Microsoft PowerPoint
6 9 (0.59%) Spreadsheet
7 3 (0.20%) GNU Octave
8 2 (0.13%) Camtasia
8 2 (0.13%) Snagit
8 2 (0.13%) Stata
9 1 (0.065%) ProjectWise
9 1 (0.065%) Revit
Business Applications
1 29 (1.89%) Salesforce.com CRM
2 15 (0.98%) Dynamics CRM
3 13 (0.85%) Dynamics NAV
4 12 (0.78%) Dynamics AX
5 11 (0.72%) Eloqua
6 9 (0.59%) FastStats
6 9 (0.59%) IntelliMatch
7 8 (0.52%) Adobe Campaign
7 8 (0.52%) Unica
8 7 (0.46%) Endur
8 7 (0.46%) Findur
9 6 (0.39%) SAP Hybris
10 5 (0.33%) Cognos Business Intelligence
10 5 (0.33%) Cognos TM1
11 4 (0.26%) Siebel CRM
12 2 (0.13%) Actimize
12 2 (0.13%) NetSuite
12 2 (0.13%) Oracle CRM
12 2 (0.13%) SAP MDG
12 2 (0.13%) Temenos T24
Cloud Services
1 294 (19.18%) Microsoft Azure
2 220 (14.35%) Amazon AWS
3 70 (4.57%) PaaS
4 68 (4.44%) Google Cloud Platform
5 53 (3.46%) SaaS
6 44 (2.87%) Serverless
7 43 (2.80%) Azure Data Factory
8 28 (1.83%) AWS Lambda
9 24 (1.57%) Amazon S3
10 22 (1.44%) Salesforce Service Cloud
11 20 (1.30%) Azure Functions
12 19 (1.24%) Amazon EMR
13 18 (1.17%) Google Analytics
14 16 (1.04%) Data Lake Analytics
15 15 (0.98%) Cloud Computing
15 15 (0.98%) Oracle CX
16 14 (0.91%) Amazon SageMaker
17 13 (0.85%) Amazon EC2
17 13 (0.85%) Azure Machine Learning
18 11 (0.72%) Adobe Analytics
Communications & Networking
1 8 (0.52%) HTTP
2 7 (0.46%) Internet
3 6 (0.39%) Anycast
3 6 (0.39%) DHCP
3 6 (0.39%) DNS
3 6 (0.39%) Quagga
4 5 (0.33%) AMQP
5 3 (0.20%) Intranet
5 3 (0.20%) LAN
5 3 (0.20%) WAN
6 2 (0.13%) Firewall
6 2 (0.13%) PuTTY
6 2 (0.13%) TCP/IP
6 2 (0.13%) Wireless
7 1 (0.065%) FTP
7 1 (0.065%) MQTT
7 1 (0.065%) SAN
7 1 (0.065%) SMTP
7 1 (0.065%) VoIP
7 1 (0.065%) VPN
Database & Business Intelligence
1 449 (29.29%) Data Warehouse
2 428 (27.92%) SQL Server
3 379 (24.72%) Big Data
4 270 (17.61%) Power BI
5 266 (17.35%) Hadoop
6 253 (16.50%) SQL Server Integration Services
7 197 (12.85%) Relational Database
8 196 (12.79%) NoSQL
9 167 (10.89%) SQL Server Reporting Services
10 164 (10.70%) SQL Server Analysis Services
11 138 (9.00%) Data Lake
12 91 (5.94%) MySQL
13 90 (5.87%) MongoDB
14 88 (5.74%) Apache Hive
15 79 (5.15%) BusinessObjects
16 72 (4.70%) SQL Server 2012
17 67 (4.37%) Amazon Redshift
17 67 (4.37%) Apache Cassandra
18 64 (4.17%) Data Mining
19 63 (4.11%) OLAP
Development Applications
1 149 (9.72%) Git (software)
2 64 (4.17%) Team Foundation Server
3 57 (3.72%) JIRA
4 46 (3.00%) Visual Studio
5 45 (2.94%) Jenkins
6 39 (2.54%) Octopus Deploy
7 38 (2.48%) ERwin
8 33 (2.15%) ER Studio
9 31 (2.02%) Subversion
10 30 (1.96%) Eclipse
11 29 (1.89%) SQL Server Management Studio (SSMS)
11 29 (1.89%) Visual Studio Team System
12 26 (1.70%) Maven
13 14 (0.91%) Atlassian Bamboo
14 13 (0.85%) Bitbucket
15 10 (0.65%) PowerDesigner
15 10 (0.65%) SpecFlow
15 10 (0.65%) TeamCity
16 9 (0.59%) tSQLt
16 9 (0.59%) Vagrant
General
1 520 (33.92%) Finance
2 133 (8.68%) Banking
3 108 (7.05%) Marketing
4 76 (4.96%) Retail
5 68 (4.44%) Financial Institution
6 65 (4.24%) Investment Banking
7 58 (3.78%) Front Office
8 40 (2.61%) Games
9 34 (2.22%) Law
10 30 (1.96%) Military
11 28 (1.83%) Advertising
12 22 (1.44%) Telecoms
13 20 (1.30%) Legal
14 17 (1.11%) Pharmaceutical
15 15 (0.98%) Publishing
16 9 (0.59%) Back Office
16 9 (0.59%) Billing
16 9 (0.59%) Digital Economy
16 9 (0.59%) Manufacturing
17 8 (0.52%) General Ledger
Job Titles
1 435 (28.38%) Developer
2 302 (19.70%) Analyst
3 271 (17.68%) Architect
4 190 (12.39%) Data Architect
5 147 (9.59%) Data Engineer
6 124 (8.09%) Business Analyst
7 114 (7.44%) Business Intelligence Developer
8 111 (7.24%) Consultant
9 104 (6.78%) Data Analyst
10 75 (4.89%) SQL Developer
11 72 (4.70%) Data Scientist
12 59 (3.85%) Senior Developer
13 54 (3.52%) C# Developer
13 54 (3.52%) Senior Analyst
14 50 (3.26%) DBA
15 48 (3.13%) Business Intelligence Analyst
16 42 (2.74%) Solutions Architect
16 42 (2.74%) SQL Analyst
17 41 (2.67%) Business Intelligence Architect
18 38 (2.48%) Data Consultant
Libraries, Frameworks & Software Standards
1 154 (10.05%) Kafka
2 133 (8.68%) .NET
3 105 (6.85%) XML
4 99 (6.46%) HTML
5 91 (5.94%) REST
6 90 (5.87%) AngularJS
6 90 (5.87%) JSON
6 90 (5.87%) Web Services
7 82 (5.35%) CSS
8 79 (5.15%) React
9 64 (4.17%) WCF
10 61 (3.98%) Spring
11 52 (3.39%) Redux
12 50 (3.26%) ASP.NET
13 47 (3.07%) HTML5
14 43 (2.80%) J2EE
14 43 (2.80%) RabbitMQ
15 42 (2.74%) Middleware
15 42 (2.74%) SOAP
16 37 (2.41%) Twitter Bootstrap
Miscellaneous
1 331 (21.59%) Analytical Skills
2 166 (10.83%) Computer Science
3 93 (6.07%) Data Structures
4 71 (4.63%) Fintech
5 50 (3.26%) Algorithms
6 48 (3.13%) Management Information System
7 46 (3.00%) Greenfield Project
7 46 (3.00%) Self-Motivation
8 45 (2.94%) Enterprise Software
9 37 (2.41%) Equities
9 37 (2.41%) Hedge funds
10 33 (2.15%) User Experience
11 32 (2.09%) Cyberthreat
11 32 (2.09%) Derivative
12 24 (1.57%) Life Science
13 23 (1.50%) Replication
14 20 (1.30%) Reference Data
15 16 (1.04%) Linux Command Line
15 16 (1.04%) Virtual Team
16 15 (0.98%) Credit Risk
Operating Systems
1 107 (6.98%) Linux
2 64 (4.17%) Unix
3 54 (3.52%) Windows
4 18 (1.17%) Windows Server
5 9 (0.59%) Apple iOS
6 5 (0.33%) Android
6 5 (0.33%) Windows Server 2012
7 2 (0.13%) Red Hat Enterprise Linux
7 2 (0.13%) Solaris
8 1 (0.065%) Debian
8 1 (0.065%) Windows Server 2008
Processes & Methodologies
1 594 (38.75%) Agile Software Development
2 557 (36.33%) Business Intelligence
3 435 (28.38%) Analytics
4 420 (27.40%) ETL
5 278 (18.13%) Problem-Solving
6 239 (15.59%) Visualisation
7 224 (14.61%) Data Analysis
8 218 (14.22%) Scrum
9 202 (13.18%) Data Management
10 175 (11.42%) Machine Learning
11 173 (11.29%) Data Architecture
12 158 (10.31%) Data Science
13 137 (8.94%) Performance Tuning
14 129 (8.41%) Software Engineering
15 124 (8.09%) Continuous Integration
15 124 (8.09%) Data Integration
16 120 (7.83%) Data Analytics
17 118 (7.70%) Migration
18 115 (7.50%) Data Governance
19 109 (7.11%) Stakeholder Management
Programming Languages
1 854 (55.71%) SQL
2 376 (24.53%) Python
3 302 (19.70%) Java
4 178 (11.61%) C#
5 175 (11.42%) JavaScript
6 171 (11.15%) T-SQL
7 125 (8.15%) R
8 103 (6.72%) Scala
9 53 (3.46%) PL/SQL
10 48 (3.13%) Data Analysis Expressions (DAX)
11 47 (3.07%) Shell Script
12 46 (3.00%) PowerShell
13 43 (2.80%) VBA
14 42 (2.74%) PHP
15 31 (2.02%) C
15 31 (2.02%) Perl
16 27 (1.76%) Apex Code
17 25 (1.63%) C++
18 21 (1.37%) VB
19 15 (0.98%) Go
Qualifications
1 295 (19.24%) Degree
2 85 (5.54%) Computer Science Degree
3 42 (2.74%) Security Cleared
4 33 (2.15%) PhD
5 27 (1.76%) Microsoft Certification
6 19 (1.24%) MCSA
7 17 (1.11%) Master's Degree
7 17 (1.11%) Numerate Degree
8 11 (0.72%) DV Cleared
9 9 (0.59%) CISSP
10 7 (0.46%) ISEB
10 7 (0.46%) SC Cleared
10 7 (0.46%) TOGAF Certification
11 6 (0.39%) MBA
12 5 (0.33%) ITIL Foundation Certificate
13 4 (0.26%) ACCA
13 4 (0.26%) CIMA
13 4 (0.26%) ICAEW
14 3 (0.20%) CISA
14 3 (0.20%) CISM
Quality Assurance & Compliance
1 168 (10.96%) Data Quality
2 89 (5.81%) QA
3 61 (3.98%) GDPR
4 16 (1.04%) MiFID
5 14 (0.91%) PMO
6 13 (0.85%) ISO 20022
7 10 (0.65%) IFRS
8 9 (0.59%) IFRS 9
8 9 (0.59%) SEPA
8 9 (0.59%) TARGET2
9 8 (0.52%) Actionable Recommendations
10 5 (0.33%) COBIT
10 5 (0.33%) Dodd-Frank
10 5 (0.33%) FATCA
10 5 (0.33%) Solvency II
11 3 (0.20%) PCI DSS
12 2 (0.13%) Basel III
12 2 (0.13%) COSO
12 2 (0.13%) PSD2
13 1 (0.065%) EMIR
System Software
1 70 (4.57%) Docker
2 27 (1.76%) HDFS
3 24 (1.57%) Apache ZooKeeper
4 18 (1.17%) Active Directory
5 8 (0.52%) Oracle RAC
5 8 (0.52%) VirtualBox
6 7 (0.46%) Apache Flume
6 7 (0.46%) Virtual Machines
7 6 (0.39%) Oracle Clusterware
8 4 (0.26%) VMware Infrastructure
9 3 (0.20%) Hyper-V
10 1 (0.065%) Terminal Services
Systems Management
1 22 (1.44%) Automic
1 22 (1.44%) Terraform
2 19 (1.24%) Oozie
3 18 (1.17%) Opscode Chef
4 17 (1.11%) Ansible
4 17 (1.11%) Kubernetes
5 12 (0.78%) Mesos
6 11 (0.72%) Puppet
7 9 (0.59%) Ambari
7 9 (0.59%) Kibana
8 8 (0.52%) Control-M
8 8 (0.52%) Docker Swarm
9 7 (0.46%) Hadoop YARN
9 7 (0.46%) HP Quality Center
10 6 (0.39%) logstash
11 3 (0.20%) SCCM
12 2 (0.13%) EMC NetWorker
12 2 (0.13%) Nagios
12 2 (0.13%) Salt
13 1 (0.065%) HP Fortify
Vendors
1 349 (22.77%) Microsoft
2 233 (15.20%) Oracle
3 209 (13.63%) Tableau
4 86 (5.61%) Google
5 85 (5.54%) Informatica
6 82 (5.35%) SAP
7 69 (4.50%) Cloudera
8 66 (4.31%) Salesforce.com
9 64 (4.17%) IBM
10 55 (3.59%) Talend
11 40 (2.61%) Cognos
12 33 (2.15%) Cadence
13 32 (2.09%) WorldPay
14 29 (1.89%) Hortonworks
14 29 (1.89%) Telerik
15 27 (1.76%) Databricks
16 26 (1.70%) MicroStrategy
17 20 (1.30%) Alteryx
17 20 (1.30%) TIBCO
18 18 (1.17%) Cognizant