Period
to 17 November 2017

The following table provides summary statistics for permanent job vacancies advertised in England 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 17 November 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
UK > England
6 months to
17 Nov 2017
Same period 2016 Same period 2015
Rank 172 204 169
Rank change year-on-year +32 -35 -7
Permanent jobs citing Data Modelling 3529 2990 4174
As % of all permanent IT jobs advertised in England 2.09% 1.67% 2.02%
As % of the Processes & Methodologies category 2.32% 1.86% 2.28%
Number of salaries quoted 2539 2461 3391
England median annual salary £55,000 £55,000 £55,000
10th Percentile £36,250 £36,000 £36,000
90th Percentile £85,000 £83,750 £85,000
UK 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 England with a requirement for process or methodology skills.

All Process and Methodology Skills
England
Permanent vacancies with a requirement for process or methodology skills 151850 160342 182990
As % of all permanent IT jobs advertised in England 89.91% 89.36% 88.71%
Number of salaries quoted 120745 134485 152252
England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £28,750 £28,250 £27,500
90th Percentile £80,000 £80,000 £77,500
UK median annual salary £50,000 £49,000 £47,500
% change year-on-year +2.04% +3.16% +5.56%

Data Modelling
Job Vacancy Trend in England

Job postings citing Data Modelling as a percentage of all IT jobs advertised in England.

Job vacancy trend for Data Modelling in England

Data Modelling
Salary Trend in England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Modelling in England.

Salary trend for Data Modelling in England

Data Modelling
Salary Histogram in England

The salary distribution of IT jobs citing Data Modelling in England over the 6 months to 17 November 2017.

Salary histogram for Data Modelling in England

Data Modelling
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the England region over the 6 months to 17 November 2017. 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
London +35 1925 £65,000 - 72
South East +58 556 £52,500 +5.00% 16
North of England +16 438 £50,000 +17.65% 25
Yorkshire +74 245 £50,000 +17.65% 13
South West +77 229 £42,500 - 8
Midlands +61 203 £45,000 - 12
North West -23 182 £46,000 +2.22% 9
East of England -30 149 £55,000 +7.84% 11
West Midlands +33 146 £47,500 +5.56% 7
East Midlands +29 50 £42,500 - 5
North East +3 5 £31,538 -15.90% 3
Data Modelling
UK

For the 6 months to 17 November 2017, 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 England region with a requirement for Data Modelling.

1 1894 (53.67%) SQL
2 1455 (41.23%) Business Intelligence
3 1263 (35.79%) Finance
4 1186 (33.61%) Data Warehouse
5 1068 (30.26%) SQL Server
6 1053 (29.84%) Agile Software Development
7 920 (26.07%) Analytics
8 863 (24.45%) ETL
9 732 (20.74%) Analytical Skills
10 701 (19.86%) Microsoft
11 668 (18.93%) SQL Server Integration Services
12 566 (16.04%) Degree
13 564 (15.98%) SQL Server Reporting Services
14 549 (15.56%) Banking
15 546 (15.47%) Oracle
16 501 (14.20%) Java
17 496 (14.05%) Data Analysis
18 492 (13.94%) Data Management
19 491 (13.91%) T-SQL
20 468 (13.26%) Tableau
21 444 (12.58%) .NET
22 433 (12.27%) Data Architecture
23 432 (12.24%) Big Data
24 414 (11.73%) Relational Database
25 399 (11.31%) Microsoft Excel
26 395 (11.19%) Data Quality
27 394 (11.16%) C#
28 387 (10.97%) Power BI
29 381 (10.80%) Python
30 379 (10.74%) Asset Management

Data Modelling
Co-occurring IT Skills in England 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
1 145 (4.11%) Apache Spark
2 130 (3.68%) SAS
3 108 (3.06%) JBoss
4 105 (2.98%) Tomcat
5 93 (2.64%) SharePoint
6 56 (1.59%) WebLogic
7 52 (1.47%) WebSphere
8 49 (1.39%) CMS
9 41 (1.16%) Apache
10 29 (0.82%) WildFly
11 23 (0.65%) Apache Geronimo
11 23 (0.65%) Apache Pig
11 23 (0.65%) Confluence
12 22 (0.62%) Elasticsearch
13 18 (0.51%) IIS
14 13 (0.37%) Apache Solr
14 13 (0.37%) OpenStack
15 11 (0.31%) Oracle SOA Suite
15 11 (0.31%) SharePoint Server
16 10 (0.28%) BizTalk Server
Applications
1 399 (11.31%) Microsoft Excel
2 158 (4.48%) Microsoft PowerPoint
3 100 (2.83%) Microsoft Office
4 94 (2.66%) MS Visio
5 50 (1.42%) SPSS
6 24 (0.68%) Spreadsheet
7 14 (0.40%) Microsoft Project
8 3 (0.085%) GNU Octave
9 2 (0.057%) Mathematica
10 1 (0.028%) AutoCAD
10 1 (0.028%) Photoshop
10 1 (0.028%) Revit
10 1 (0.028%) SPSS Modeler
Business Applications
1 18 (0.51%) Dynamics CRM
2 16 (0.45%) SAP S/4HANA
3 15 (0.43%) Dynamics AX
3 15 (0.43%) Remedy ITSM
4 13 (0.37%) SAP CO
4 13 (0.37%) SAP FI
4 13 (0.37%) SAP FI/CO
5 12 (0.34%) SAP BPC
5 12 (0.34%) SAP Hybris
6 10 (0.28%) Markit EDM
7 8 (0.23%) Eagle PACE
8 7 (0.20%) Oracle Applications
8 7 (0.20%) thinkFolio
9 6 (0.17%) Oracle EBS
9 6 (0.17%) SAP ERP
10 5 (0.14%) Cognos Business Intelligence
10 5 (0.14%) Oracle ERP
11 4 (0.11%) Dynamics GP
11 4 (0.11%) Oracle BPM
11 4 (0.11%) Oracle EBS R12
Cloud Services
1 257 (7.28%) Amazon AWS
2 228 (6.46%) Microsoft Azure
3 64 (1.81%) SaaS
4 33 (0.94%) Azure Machine Learning
5 27 (0.77%) PaaS
6 23 (0.65%) Google Cloud Platform
7 22 (0.62%) Cloud Computing
7 22 (0.62%) GitHub
8 21 (0.60%) Amazon EC2
8 21 (0.60%) npm
9 18 (0.51%) Force.com
9 18 (0.51%) IaaS
9 18 (0.51%) Salesforce Service Cloud
10 12 (0.34%) Serverless
11 9 (0.26%) Dynamics 365
12 8 (0.23%) Adobe Analytics
12 8 (0.23%) Amazon EMR
12 8 (0.23%) AWS Lambda
12 8 (0.23%) Cortana Intelligence Suite
13 7 (0.20%) AWS CloudFormation
Communications & Networking
1 68 (1.93%) HTTP
2 61 (1.73%) SSL
3 54 (1.53%) TCP/IP
4 37 (1.05%) Firewall
5 33 (0.94%) Intranet
6 19 (0.54%) DNS
7 16 (0.45%) Internet
8 13 (0.37%) LDAP
9 12 (0.34%) LAN
9 12 (0.34%) SNMP
9 12 (0.34%) WAN
10 11 (0.31%) SMS
11 9 (0.26%) SMTP
12 8 (0.23%) AMQP
12 8 (0.23%) SAN
13 7 (0.20%) Ethernet
14 6 (0.17%) Skype
15 5 (0.14%) NAS
16 4 (0.11%) CHAP
17 2 (0.057%) FTP
Database & Business Intelligence
1 1186 (33.61%) Data Warehouse
2 1068 (30.26%) SQL Server
3 668 (18.93%) SQL Server Integration Services
4 564 (15.98%) SQL Server Reporting Services
5 432 (12.24%) Big Data
6 414 (11.73%) Relational Database
7 387 (10.97%) Power BI
8 368 (10.43%) SQL Server Analysis Services
9 315 (8.93%) BusinessObjects
10 265 (7.51%) QlikView
11 259 (7.34%) Hadoop
12 191 (5.41%) NoSQL
13 152 (4.31%) SQL Server 2012
14 145 (4.11%) Data Mining
15 135 (3.83%) RDBMS
16 117 (3.32%) OLAP
17 115 (3.26%) PostgreSQL
18 113 (3.20%) SQL Server 2014
19 108 (3.06%) SQL Server 2008
20 106 (3.00%) MySQL
Development Applications
1 130 (3.68%) Visual Studio
2 105 (2.98%) JIRA
3 92 (2.61%) Talend Open Studio
4 82 (2.32%) Team Foundation Server
5 75 (2.13%) Maven
6 69 (1.96%) JUnit
6 69 (1.96%) SQL Server Management Studio (SSMS)
7 67 (1.90%) ERwin
8 66 (1.87%) Git (software)
9 59 (1.67%) Toad
10 48 (1.36%) Sonatype Nexus
11 47 (1.33%) Mockito
12 34 (0.96%) Jenkins
13 33 (0.94%) XMLSpy
14 31 (0.88%) MagicDraw
15 30 (0.85%) NUnit
16 25 (0.71%) Subversion
17 24 (0.68%) Selenium
18 21 (0.60%) Oracle Forms
19 18 (0.51%) PowerBuilder
General
1 1263 (35.79%) Finance
2 549 (15.56%) Banking
3 379 (10.74%) Investment Banking
4 323 (9.15%) Retail Banking
5 260 (7.37%) Marketing
6 220 (6.23%) Retail
7 107 (3.03%) Telecoms
8 99 (2.81%) Publishing
9 78 (2.21%) Manufacturing
10 53 (1.50%) Electronics
11 52 (1.47%) Financial Institution
12 49 (1.39%) Legal
13 48 (1.36%) Front Office
14 41 (1.16%) Games
15 39 (1.11%) Advertising
15 39 (1.11%) Back Office
16 19 (0.54%) Automotive
16 19 (0.54%) Pharmaceutical
17 13 (0.37%) Billing
18 9 (0.26%) Law
Job Titles
1 1168 (33.10%) Developer
2 749 (21.22%) Analyst
3 649 (18.39%) Architect
4 405 (11.48%) Business Intelligence Developer
5 356 (10.09%) Data Architect
6 348 (9.86%) Business Analyst
7 258 (7.31%) Senior Developer
8 250 (7.08%) SQL Developer
9 234 (6.63%) Data Analyst
10 199 (5.64%) Consultant
11 134 (3.80%) Solutions Architect
12 129 (3.66%) Data Warehouse Developer
13 128 (3.63%) Java Developer
14 124 (3.51%) SQL BI Developer
15 118 (3.34%) SSIS Developer
16 113 (3.20%) Business Intelligence Analyst
17 109 (3.09%) Senior Analyst
18 106 (3.00%) DBA
19 104 (2.95%) Oracle Developer
20 102 (2.89%) Business Developer
Libraries, Frameworks & Software Standards
1 444 (12.58%) .NET
2 296 (8.39%) XML
3 285 (8.08%) Web Services
4 211 (5.98%) HTML
5 187 (5.30%) ASP.NET
6 156 (4.42%) Spring
7 148 (4.19%) CSS
8 134 (3.80%) RESTful
9 133 (3.77%) AngularJS
10 129 (3.66%) REST
11 127 (3.60%) SOAP
12 112 (3.17%) J2EE
13 109 (3.09%) JSON
14 107 (3.03%) ASP.NET MVC
15 104 (2.95%) .NET Framework
15 104 (2.95%) Middleware
16 93 (2.64%) MDX
17 72 (2.04%) HTML5
18 70 (1.98%) Hibernate
19 68 (1.93%) JMS
Miscellaneous
1 732 (20.74%) Analytical Skills
2 302 (8.56%) Computer Science
3 220 (6.23%) Data Structures
4 195 (5.53%) Management Information System
5 185 (5.24%) Enterprise Software
6 177 (5.02%) User Experience
7 135 (3.83%) Algorithms
8 114 (3.23%) Reference Data
9 93 (2.64%) Greenfield Project
10 45 (1.28%) Equities
10 45 (1.28%) Fintech
11 42 (1.19%) Derivative
12 38 (1.08%) Data Centre
13 36 (1.02%) Credit Risk
14 34 (0.96%) Mobile App
15 32 (0.91%) Life Science
16 28 (0.79%) Equity Derivative
17 26 (0.74%) Hedge funds
18 24 (0.68%) Replication
18 24 (0.68%) Virtual Team
Operating Systems
1 229 (6.49%) Linux
2 164 (4.65%) Unix
3 159 (4.51%) Windows
4 24 (0.68%) AIX
4 24 (0.68%) Solaris
5 23 (0.65%) Windows Server
6 8 (0.23%) Android
7 7 (0.20%) Red Hat Enterprise Linux
7 7 (0.20%) Windows Server 2003
8 5 (0.14%) Oracle Linux
8 5 (0.14%) Windows 10
8 5 (0.14%) Windows 8
8 5 (0.14%) Windows Server 2008
9 4 (0.11%) Apple iOS
10 3 (0.085%) Windows Server 2012
11 1 (0.028%) Mac OS X
11 1 (0.028%) VMS
Processes & Methodologies
1 1455 (41.23%) Business Intelligence
2 1053 (29.84%) Agile Software Development
3 920 (26.07%) Analytics
4 863 (24.45%) ETL
5 496 (14.05%) Data Analysis
6 492 (13.94%) Data Management
7 433 (12.27%) Data Architecture
8 379 (10.74%) Asset Management
9 368 (10.43%) Business Analysis
9 368 (10.43%) Visualisation
10 363 (10.29%) Data Analytics
11 331 (9.38%) Wealth Management
12 323 (9.15%) Data Governance
13 322 (9.12%) SDLC
14 296 (8.39%) Scrum
15 292 (8.27%) Data Integration
16 272 (7.71%) Migration
17 258 (7.31%) UML
18 253 (7.17%) Logical Data Model
18 253 (7.17%) Stakeholder Management
Programming Languages
1 1894 (53.67%) SQL
2 501 (14.20%) Java
3 491 (13.91%) T-SQL
4 394 (11.16%) C#
5 381 (10.80%) Python
6 347 (9.83%) JavaScript
7 220 (6.23%) PL/SQL
8 165 (4.68%) R
9 121 (3.43%) Scala
10 116 (3.29%) VBA
11 115 (3.26%) PowerShell
12 98 (2.78%) C
13 96 (2.72%) VB.NET
14 92 (2.61%) C++
15 88 (2.49%) Bash Shell
16 81 (2.30%) Shell Script
17 64 (1.81%) Perl
18 50 (1.42%) VB
19 35 (0.99%) Apex Code
20 31 (0.88%) PHP
Qualifications
1 566 (16.04%) Degree
2 99 (2.81%) Computer Science Degree
3 93 (2.64%) Security Cleared
4 70 (1.98%) Microsoft Certification
5 60 (1.70%) SC Cleared
6 35 (0.99%) Numerate Degree
7 34 (0.96%) Master's Degree
8 33 (0.94%) MCITP
8 33 (0.94%) PhD
9 28 (0.79%) ISEB
10 26 (0.74%) MCSA
11 23 (0.65%) MCSE
12 20 (0.57%) DV Cleared
13 12 (0.34%) MCTS
13 12 (0.34%) PMI Certification
14 10 (0.28%) ITIL Foundation Certificate
14 10 (0.28%) MBA
15 8 (0.23%) Postgraduate
16 6 (0.17%) CTC Cleared
16 6 (0.17%) MCP
Quality Assurance & Compliance
1 395 (11.19%) Data Quality
2 241 (6.83%) QA
3 59 (1.67%) GDPR
4 55 (1.56%) MiFID
5 49 (1.39%) EMIR
6 41 (1.16%) Dodd-Frank
7 34 (0.96%) ISO 20022
7 34 (0.96%) SLA
8 18 (0.51%) GCP
9 12 (0.34%) PMO
10 11 (0.31%) ISO/IEC 27001
11 8 (0.23%) CRD IV
12 7 (0.20%) PCI DSS
13 5 (0.14%) COBIT
13 5 (0.14%) NEBOSH
14 4 (0.11%) Actionable Recommendations
14 4 (0.11%) ISO 9001
14 4 (0.11%) SEPA
15 3 (0.085%) IFRS
16 2 (0.057%) IFRS 9
System Software
1 26 (0.74%) Active Directory
2 25 (0.71%) Oracle RAC
3 24 (0.68%) HDFS
4 23 (0.65%) Docker
5 21 (0.60%) Apache Flume
6 12 (0.34%) Virtual Machines
7 9 (0.26%) VMware Infrastructure
8 6 (0.17%) Apache ZooKeeper
9 1 (0.028%) GridGain
Systems Management
1 18 (0.51%) Opscode Chef
2 15 (0.43%) Oozie
3 13 (0.37%) Control-M
4 11 (0.31%) Hadoop YARN
5 10 (0.28%) Ansible
5 10 (0.28%) Puppet
6 9 (0.26%) Ambari
6 9 (0.26%) Terraform
7 7 (0.20%) Systems Management Server (SMS)
8 6 (0.17%) Mesos
8 6 (0.17%) Nagios
8 6 (0.17%) ZABBIX
9 5 (0.14%) HP Quality Center
9 5 (0.14%) Kibana
9 5 (0.14%) Tivoli
10 2 (0.057%) CA Single Sign-On
10 2 (0.057%) EMC NetWorker
10 2 (0.057%) Kubernetes
10 2 (0.057%) SCCM
11 1 (0.028%) Packer
Vendors
1 701 (19.86%) Microsoft
2 546 (15.47%) Oracle
3 468 (13.26%) Tableau
4 276 (7.82%) SAP
5 129 (3.66%) MicroStrategy
6 119 (3.37%) Cognos
7 118 (3.34%) Informatica
8 116 (3.29%) IBM
9 92 (2.61%) Talend
10 80 (2.27%) Salesforce.com
11 74 (2.10%) TIBCO
12 62 (1.76%) Teradata
13 50 (1.42%) Google
14 46 (1.30%) Alteryx
15 44 (1.25%) GoldenSource
15 44 (1.25%) Jaspersoft
16 36 (1.02%) Netezza
17 32 (0.91%) Hortonworks
18 26 (0.74%) Birst
19 25 (0.71%) Vertica