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

Data Modelling
England > London
6 months to
22 Jan 2018
Same period 2017 Same period 2016
Rank 142 165 132
Rank change year-on-year +23 -33 +4
Permanent jobs citing Data Modelling 1,743 1,409 2,139
As % of all permanent IT jobs advertised in London 2.49% 2.02% 2.52%
As % of the Processes & Methodologies category 2.72% 2.23% 2.80%
Number of salaries quoted 1,198 1,189 1,786
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 £40,000
90th Percentile £92,875 £92,500 £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 63,975 63,185 76,344
As % of all permanent IT jobs advertised in London 91.55% 90.52% 89.82%
Number of salaries quoted 51,416 53,819 64,730
London median annual salary £60,000 £60,000 £55,000
Median salary % change year-on-year - +9.09% -
10th Percentile £35,750 £33,750 £33,750
90th Percentile £91,250 £90,000 £87,500
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 22 January 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 January 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 +40 379 £60,000 - 64
West London +28 75 £60,000 -17.24% 21
East London +30 37 £70,000 +7.69% 8
South London -4 33 £46,500 -22.50% 2
North London -5 3 - - 4
Data Modelling
England

For the 6 months to 22 January 2018, 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.

1 921 (52.84%) SQL
2 697 (39.99%) Finance
3 692 (39.70%) Business Intelligence
4 582 (33.39%) Agile Software Development
5 545 (31.27%) Data Warehouse
5 545 (31.27%) SQL Server
6 474 (27.19%) Analytics
7 390 (22.38%) ETL
8 359 (20.60%) Analytical Skills
9 326 (18.70%) Banking
10 310 (17.79%) Degree
11 274 (15.72%) Microsoft
12 271 (15.55%) Data Management
13 269 (15.43%) Data Architecture
14 251 (14.40%) Big Data
15 249 (14.29%) Java
16 245 (14.06%) Tableau
17 241 (13.83%) Data Governance
18 235 (13.48%) SQL Server Integration Services
19 232 (13.31%) Data Quality
20 227 (13.02%) Visualisation
21 225 (12.91%) Oracle
22 222 (12.74%) .NET
23 215 (12.34%) C#
24 213 (12.22%) Python
25 211 (12.11%) Microsoft Excel
26 210 (12.05%) Investment Banking
27 206 (11.82%) Relational Database
28 203 (11.65%) SQL Server Reporting Services
29 198 (11.36%) Data Analysis

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
1 138 (7.92%) Apache Spark
2 74 (4.25%) SAS
3 45 (2.58%) SharePoint
4 37 (2.12%) Elasticsearch
5 32 (1.84%) Apache
6 30 (1.72%) CMS
7 25 (1.43%) JBoss
7 25 (1.43%) Tomcat
8 23 (1.32%) Confluence
9 15 (0.86%) WebSphere
10 12 (0.69%) IIS
11 11 (0.63%) OpenStack
12 10 (0.57%) Apache Geronimo
12 10 (0.57%) WebLogic
12 10 (0.57%) WildFly
13 8 (0.46%) Apache Pig
13 8 (0.46%) SharePoint Server
14 6 (0.34%) nginx
15 5 (0.29%) Oracle SOA Suite
16 4 (0.23%) Apache Solr
Applications
1 211 (12.11%) Microsoft Excel
2 71 (4.07%) Microsoft Office
2 71 (4.07%) Microsoft PowerPoint
3 28 (1.61%) SPSS
4 18 (1.03%) MS Visio
5 5 (0.29%) Spreadsheet
6 4 (0.23%) InfoPath
7 2 (0.11%) GNU Octave
7 2 (0.11%) Microsoft Project
7 2 (0.11%) Photoshop
7 2 (0.11%) Stata
8 1 (0.057%) Adobe Illustrator
8 1 (0.057%) Adobe Premiere
8 1 (0.057%) AutoCAD
8 1 (0.057%) Fireworks
8 1 (0.057%) InVision
Business Applications
1 16 (0.92%) Dynamics CRM
2 15 (0.86%) Remedy ITSM
3 12 (0.69%) Markit EDM
4 9 (0.52%) Eagle PACE
5 8 (0.46%) SAP BPC
5 8 (0.46%) SAP Hybris
6 7 (0.40%) Oracle Applications
6 7 (0.40%) SAP S/4HANA
6 7 (0.40%) thinkFolio
7 5 (0.29%) SAP CRM
8 4 (0.23%) Cognos TM1
8 4 (0.23%) Dynamics AX
8 4 (0.23%) OpenText MBPM
8 4 (0.23%) SAP CO
8 4 (0.23%) SAP FI
8 4 (0.23%) SAP FI/CO
9 3 (0.17%) Oracle BPM
9 3 (0.17%) SAP BRIM
9 3 (0.17%) SAP MM
9 3 (0.17%) SAP SD
Cloud Services
1 169 (9.70%) Amazon AWS
2 159 (9.12%) Microsoft Azure
3 29 (1.66%) Google Cloud Platform
4 28 (1.61%) Cloud Computing
5 27 (1.55%) PaaS
6 24 (1.38%) Azure Machine Learning
7 21 (1.20%) SaaS
8 19 (1.09%) Amazon EC2
8 19 (1.09%) Salesforce Service Cloud
9 13 (0.75%) Force.com
10 11 (0.63%) Amazon S3
11 8 (0.46%) IaaS
11 8 (0.46%) Salesforce Sales Cloud
12 7 (0.40%) AWS Lambda
12 7 (0.40%) GitHub
12 7 (0.40%) Google Analytics
12 7 (0.40%) Office 365
12 7 (0.40%) Serverless
13 6 (0.34%) CloudFront
14 5 (0.29%) Boomi
Communications & Networking
1 33 (1.89%) TCP/IP
2 32 (1.84%) HTTP
3 28 (1.61%) SSL
4 15 (0.86%) Internet
5 13 (0.75%) SNMP
6 12 (0.69%) Firewall
7 8 (0.46%) LAN
7 8 (0.46%) WAN
8 4 (0.23%) CHAP
8 4 (0.23%) DNS
8 4 (0.23%) Ethernet
8 4 (0.23%) VPN
8 4 (0.23%) Wireless
9 3 (0.17%) Cisco ASA
9 3 (0.17%) DHCP
9 3 (0.17%) Network Security
10 2 (0.11%) Anycast
10 2 (0.11%) FIX Connectivity
10 2 (0.11%) Quagga
10 2 (0.11%) SSH
Database & Business Intelligence
1 545 (31.27%) Data Warehouse
1 545 (31.27%) SQL Server
2 251 (14.40%) Big Data
3 235 (13.48%) SQL Server Integration Services
4 206 (11.82%) Relational Database
5 203 (11.65%) SQL Server Reporting Services
6 175 (10.04%) Hadoop
7 160 (9.18%) Power BI
8 128 (7.34%) NoSQL
8 128 (7.34%) SQL Server Analysis Services
9 112 (6.43%) QlikView
10 71 (4.07%) Apache Hive
10 71 (4.07%) MySQL
11 67 (3.84%) PostgreSQL
12 62 (3.56%) BusinessObjects
13 58 (3.33%) Apache Cassandra
14 56 (3.21%) MongoDB
14 56 (3.21%) OLAP
14 56 (3.21%) SQL Server 2012
15 50 (2.87%) Amazon Redshift
Development Applications
1 69 (3.96%) JIRA
2 67 (3.84%) Git (software)
3 58 (3.33%) Visual Studio
4 46 (2.64%) Team Foundation Server
5 40 (2.29%) ERwin
6 33 (1.89%) SQL Server Management Studio (SSMS)
7 32 (1.84%) Jenkins
8 26 (1.49%) Maven
9 25 (1.43%) NUnit
10 19 (1.09%) Moq
10 19 (1.09%) MSTest
11 15 (0.86%) JUnit
12 13 (0.75%) TeamCity
13 12 (0.69%) Phabricator
14 11 (0.63%) Mockito
14 11 (0.63%) Sonatype Nexus
15 10 (0.57%) Eclipse
16 9 (0.52%) Flyway
16 9 (0.52%) gulp
16 9 (0.52%) Subversion
General
1 697 (39.99%) Finance
2 326 (18.70%) Banking
3 210 (12.05%) Investment Banking
4 148 (8.49%) Retail Banking
5 136 (7.80%) Marketing
6 109 (6.25%) Retail
7 79 (4.53%) Financial Institution
8 54 (3.10%) Front Office
9 52 (2.98%) Telecoms
10 40 (2.29%) Publishing
11 24 (1.38%) Advertising
12 19 (1.09%) Games
13 18 (1.03%) Legal
14 14 (0.80%) Back Office
14 14 (0.80%) Pharmaceutical
15 13 (0.75%) Manufacturing
16 10 (0.57%) Electronics
17 8 (0.46%) Law
18 5 (0.29%) Billing
19 4 (0.23%) General Ledger
Job Titles
1 565 (32.42%) Developer
2 362 (20.77%) Architect
3 342 (19.62%) Analyst
4 225 (12.91%) Business Analyst
5 217 (12.45%) Data Architect
6 158 (9.06%) Business Intelligence Developer
7 138 (7.92%) Consultant
8 134 (7.69%) Senior Developer
9 102 (5.85%) SQL Developer
10 99 (5.68%) Data Analyst
11 86 (4.93%) C# Developer
12 65 (3.73%) Data Business Analyst
13 63 (3.61%) Java Developer
14 54 (3.10%) Solutions Architect
15 50 (2.87%) Data Consultant
16 49 (2.81%) Data Warehouse Developer
17 48 (2.75%) Business Intelligence Consultant
18 45 (2.58%) SSIS Developer
19 44 (2.52%) Business Developer
19 44 (2.52%) DBA
Libraries, Frameworks & Software Standards
1 222 (12.74%) .NET
2 132 (7.57%) Web Services
3 125 (7.17%) ASP.NET
4 105 (6.02%) AngularJS
5 101 (5.79%) HTML
6 95 (5.45%) XML
7 84 (4.82%) CSS
8 73 (4.19%) ASP.NET MVC
9 64 (3.67%) Kafka
9 64 (3.67%) RESTful
10 63 (3.61%) REST
11 58 (3.33%) HTML5
12 50 (2.87%) JSON
13 49 (2.81%) Spring
14 48 (2.75%) .NET Framework
15 47 (2.70%) J2EE
16 46 (2.64%) SOAP
17 43 (2.47%) jQuery
18 37 (2.12%) CSS3
19 34 (1.95%) WCF
Miscellaneous
1 359 (20.60%) Analytical Skills
2 148 (8.49%) Computer Science
3 103 (5.91%) Management Information System
4 93 (5.34%) Data Structures
4 93 (5.34%) Enterprise Software
5 78 (4.48%) User Experience
6 68 (3.90%) Reference Data
7 57 (3.27%) Greenfield Project
8 50 (2.87%) Fintech
9 49 (2.81%) Algorithms
9 49 (2.81%) Equities
10 33 (1.89%) Market Risk
11 31 (1.78%) Hedge funds
11 31 (1.78%) Life Science
12 28 (1.61%) Data Centre
13 27 (1.55%) Derivative
13 27 (1.55%) NHS
14 20 (1.15%) CMDB
15 16 (0.92%) Credit Risk
15 16 (0.92%) Foreign Exchange (FX)
Operating Systems
1 102 (5.85%) Linux
2 79 (4.53%) Windows
3 67 (3.84%) Unix
4 7 (0.40%) Android
5 4 (0.23%) Windows Server
5 4 (0.23%) Windows Server 2008
6 3 (0.17%) Windows Server 2012
7 2 (0.11%) Windows 10
8 1 (0.057%) Apple iOS
8 1 (0.057%) Solaris
Processes & Methodologies
1 692 (39.70%) Business Intelligence
2 582 (33.39%) Agile Software Development
3 474 (27.19%) Analytics
4 390 (22.38%) ETL
5 271 (15.55%) Data Management
6 269 (15.43%) Data Architecture
7 241 (13.83%) Data Governance
8 227 (13.02%) Visualisation
9 198 (11.36%) Data Analysis
10 193 (11.07%) Asset Management
11 181 (10.38%) Data Analytics
12 176 (10.10%) Business Analysis
13 166 (9.52%) Data Integration
14 154 (8.84%) Wealth Management
15 139 (7.97%) Scrum
16 138 (7.92%) Migration
17 134 (7.69%) OO
17 134 (7.69%) SDLC
18 133 (7.63%) Data Visualisation
19 127 (7.29%) Stakeholder Management
Programming Languages
1 921 (52.84%) SQL
2 249 (14.29%) Java
3 215 (12.34%) C#
4 213 (12.22%) Python
5 179 (10.27%) JavaScript
6 172 (9.87%) T-SQL
7 105 (6.02%) Scala
8 86 (4.93%) R
9 74 (4.25%) VBA
10 65 (3.73%) PL/SQL
11 51 (2.93%) PowerShell
12 37 (2.12%) VB.NET
13 33 (1.89%) C++
13 33 (1.89%) Perl
13 33 (1.89%) VB
14 31 (1.78%) Data Analysis Expressions (DAX)
15 28 (1.61%) C
16 27 (1.55%) Apex Code
17 24 (1.38%) Bash Shell
18 21 (1.20%) Shell Script
Qualifications
1 310 (17.79%) Degree
2 36 (2.07%) Microsoft Certification
3 32 (1.84%) Computer Science Degree
4 31 (1.78%) Security Cleared
5 27 (1.55%) MCITP
6 26 (1.49%) Master's Degree
7 21 (1.20%) ISEB
8 17 (0.98%) PhD
9 16 (0.92%) SC Cleared
10 9 (0.52%) MCTS
10 9 (0.52%) Numerate Degree
11 6 (0.34%) CTC Cleared
12 5 (0.29%) MBA
12 5 (0.29%) MCSA
12 5 (0.29%) MCSE
13 4 (0.23%) CIMA
13 4 (0.23%) DV Cleared
13 4 (0.23%) IIBA
13 4 (0.23%) MCSD
13 4 (0.23%) Six Sigma Black Belt
Quality Assurance & Compliance
1 232 (13.31%) Data Quality
2 128 (7.34%) QA
3 43 (2.47%) GDPR
4 37 (2.12%) MiFID
5 36 (2.07%) EMIR
6 22 (1.26%) Dodd-Frank
7 17 (0.98%) GCP
8 13 (0.75%) CRD IV
9 8 (0.46%) PMO
9 8 (0.46%) SLA
10 5 (0.29%) IFRS
10 5 (0.29%) NEBOSH
11 4 (0.23%) SEPA
12 3 (0.17%) Actionable Recommendations
12 3 (0.17%) GAAP
12 3 (0.17%) ISO/IEC 27001
13 2 (0.11%) COBIT
13 2 (0.11%) IFRS 9
13 2 (0.11%) Solvency II
14 1 (0.057%) PSD2
System Software
1 27 (1.55%) Docker
2 20 (1.15%) HDFS
3 14 (0.80%) Apache Flume
4 10 (0.57%) VMware Infrastructure
5 7 (0.40%) Apache ZooKeeper
6 5 (0.29%) Active Directory
7 4 (0.23%) Virtual Machines
8 2 (0.11%) Hyper-V
9 1 (0.057%) GridGain
Systems Management
1 17 (0.98%) Hadoop YARN
2 11 (0.63%) Opscode Chef
3 9 (0.52%) Terraform
4 7 (0.40%) Mesos
5 4 (0.23%) Puppet
6 3 (0.17%) Oozie
7 2 (0.11%) Ansible
7 2 (0.11%) HP Quality Center
7 2 (0.11%) SCCM
7 2 (0.11%) SCOM
7 2 (0.11%) WSUS
8 1 (0.057%) Ambari
8 1 (0.057%) CA Single Sign-On
8 1 (0.057%) Galera Cluster
8 1 (0.057%) Kubernetes
8 1 (0.057%) Systems Management Server (SMS)
Vendors
1 274 (15.72%) Microsoft
2 245 (14.06%) Tableau
3 225 (12.91%) Oracle
4 83 (4.76%) Informatica
5 78 (4.48%) SAP
6 73 (4.19%) Talend
7 67 (3.84%) Salesforce.com
8 62 (3.56%) MicroStrategy
9 43 (2.47%) Google
10 38 (2.18%) IBM
11 35 (2.01%) Alteryx
12 31 (1.78%) TIBCO
13 28 (1.61%) GoldenSource
14 27 (1.55%) Cognos
15 25 (1.43%) Teradata
16 22 (1.26%) Ab Initio
17 18 (1.03%) Vertica
18 16 (0.92%) Adobe
19 15 (0.86%) BMC
19 15 (0.86%) Remedy