Period
to 22 August 2017

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

Data Modelling
UK
6 months to
22 Aug 2017
Same period 2016 Same period 2015
Rank 177 188 168
Rank change year-on-year +11 -20 -11
Permanent jobs citing Data Modelling 3525 3508 4244
As % of all permanent IT jobs advertised in the UK 2.00% 1.78% 1.95%
As % of the Processes & Methodologies category 2.23% 2.00% 2.21%
Number of salaries quoted 2609 2843 3379
UK median annual salary £55,000 £55,000 £55,000
10th Percentile £36,250 £36,250 £34,750
90th Percentile £84,000 £81,750 £84,000
UK excluding London median annual salary £50,000 £47,500 £47,500
% change year-on-year +5.26% - +5.56%

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 with a requirement for process or methodology skills.

All Process and Methodology Skills
UK
Permanent vacancies with a requirement for process or methodology skills 158356 175503 192296
As % of all permanent IT jobs advertised in the UK 89.94% 89.07% 88.16%
Number of salaries quoted 125505 146405 157070
UK median annual salary £50,000 £49,000 £47,500
Median salary % change year-on-year +2.04% +3.16% +5.56%
10th Percentile £28,750 £27,500 £27,500
90th Percentile £80,000 £77,500 £76,250
UK excluding London median annual salary £42,500 £42,500 £42,500

Data Modelling
Job Vacancy Trend

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

Job vacancy trend for Data Modelling in the UK

Data Modelling
Salary Trend

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

Salary trend for Data Modelling in the UK

Data Modelling
Salary Histogram

The salary distribution of IT jobs citing Data Modelling over the 6 months to 22 August 2017.

Salary histogram for Data Modelling in the UK

Data Modelling
Top 17 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the UK over the 6 months to 22 August 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
England +9 3348 £55,000 - 210
London +13 1805 £65,000 - 108
UK excluding London +17 1636 £50,000 +5.26% 115
South East +12 483 £52,500 +8.25% 32
North of England +39 482 £47,500 +5.56% 35
Yorkshire +77 269 £50,000 +11.11% 23
Midlands +14 225 £45,000 -4.26% 14
North West -3 202 £45,000 +4.65% 12
South West +50 183 £43,000 +3.61% 15
West Midlands +24 154 £45,000 - 9
East of England -39 146 £52,500 +5.00% 6
Scotland -40 97 £43,500 -13.00% 11
East Midlands -2 61 £45,000 -14.29% 5
Wales -17 20 £34,000 -2.86% 1
North East +11 11 £45,500 +21.33%
Northern Ireland - 5 £22,500 -
Isle of Man -1 2 £50,000 - 1

For the 6 months to 22 August 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 with a requirement for Data Modelling.

1 1893 (53.70%) SQL
2 1288 (36.54%) Finance
3 1279 (36.28%) Business Intelligence
4 1119 (31.74%) Data Warehouse
5 1037 (29.42%) SQL Server
6 1005 (28.51%) Agile Software Development
7 899 (25.50%) Analytics
8 888 (25.19%) ETL
9 789 (22.38%) Analytical Skills
10 718 (20.37%) Microsoft
11 666 (18.89%) SQL Server Integration Services
12 626 (17.76%) Oracle
13 609 (17.28%) Java
14 563 (15.97%) Degree
15 560 (15.89%) SQL Server Reporting Services
16 491 (13.93%) .NET
17 486 (13.79%) Banking
18 482 (13.67%) Data Analysis
19 449 (12.74%) Big Data
20 440 (12.48%) Data Management
21 436 (12.37%) Retail
22 428 (12.14%) T-SQL
23 426 (12.09%) JavaScript
24 420 (11.91%) Tableau
25 404 (11.46%) C#
26 399 (11.32%) Relational Database
27 382 (10.84%) SQL Server Analysis Services
28 373 (10.58%) Python
29 365 (10.35%) Data Architecture
30 356 (10.10%) Computer Science

Data Modelling
Co-occurring IT Skills 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
1 176 (4.99%) SAS
2 130 (3.69%) JBoss
3 112 (3.18%) Tomcat
4 105 (2.98%) Apache Spark
5 60 (1.70%) WebLogic
6 58 (1.65%) SharePoint
7 51 (1.45%) CMS
7 51 (1.45%) WebSphere
8 42 (1.19%) Apache
9 33 (0.94%) Oracle SOA Suite
10 22 (0.62%) Confluence
10 22 (0.62%) WildFly
11 20 (0.57%) Apache Geronimo
12 19 (0.54%) Apache Pig
13 18 (0.51%) Elasticsearch
14 17 (0.48%) MS Exchange
14 17 (0.48%) Oracle Workflow
15 15 (0.43%) BizTalk Server
16 11 (0.31%) IIS
17 8 (0.23%) Sitefinity
Applications
1 315 (8.94%) Microsoft Excel
2 114 (3.23%) Microsoft PowerPoint
3 106 (3.01%) MS Visio
4 76 (2.16%) SPSS
5 73 (2.07%) Microsoft Office
6 45 (1.28%) Spreadsheet
7 10 (0.28%) Microsoft Project
8 2 (0.057%) AutoCAD
8 2 (0.057%) Revit
9 1 (0.028%) GNU Octave
9 1 (0.028%) InVision
9 1 (0.028%) Mathematica
9 1 (0.028%) Moqups
9 1 (0.028%) Photoshop
9 1 (0.028%) SPSS Modeler
Business Applications
1 39 (1.11%) Dynamics CRM
2 22 (0.62%) Dynamics AX
3 18 (0.51%) SAP CO
3 18 (0.51%) SAP FI
3 18 (0.51%) SAP FI/CO
4 17 (0.48%) Oracle EBS R12
5 11 (0.31%) Oracle EBS
5 11 (0.31%) SAP MM
6 10 (0.28%) Oracle ERP
7 9 (0.26%) Cognos Business Intelligence
7 9 (0.26%) Oracle Applications
7 9 (0.26%) Oracle BPM
8 8 (0.23%) SAP BPC
8 8 (0.23%) SAP FSCM
8 8 (0.23%) SAP PS
8 8 (0.23%) SAP SD
9 7 (0.20%) Oracle Procure-to-Pay
9 7 (0.20%) SAP R/3
9 7 (0.20%) SAP S/4HANA
10 6 (0.17%) Remedy ITSM
Cloud Services
1 267 (7.57%) Amazon AWS
2 178 (5.05%) Microsoft Azure
3 115 (3.26%) SaaS
4 45 (1.28%) PaaS
5 33 (0.94%) IaaS
6 26 (0.74%) Cloud Computing
6 26 (0.74%) Force.com
7 20 (0.57%) Azure Machine Learning
8 18 (0.51%) GitHub
9 17 (0.48%) Google Analytics
10 16 (0.45%) Google Cloud Platform
11 11 (0.31%) Salesforce Service Cloud
12 9 (0.26%) IBM Blueworks
13 8 (0.23%) Cortana Intelligence Suite
14 7 (0.20%) Adobe Analytics
14 7 (0.20%) Azure Data Factory
14 7 (0.20%) Dynamics 365
14 7 (0.20%) Oracle Service Cloud
15 5 (0.14%) Amazon EC2
15 5 (0.14%) Office 365
Communications & Networking
1 46 (1.30%) HTTP
2 43 (1.22%) Internet
3 35 (0.99%) SSL
4 34 (0.96%) TCP/IP
5 33 (0.94%) Firewall
6 32 (0.91%) Intranet
7 26 (0.74%) SAN
8 23 (0.65%) LAN
8 23 (0.65%) WAN
9 17 (0.48%) NAS
10 13 (0.37%) Ethernet
11 9 (0.26%) Skype
12 8 (0.23%) BIG-IP
12 8 (0.23%) VoIP
12 8 (0.23%) Wireless
13 7 (0.20%) SMS
14 5 (0.14%) DNS
15 4 (0.11%) DHCP
15 4 (0.11%) LDAP
15 4 (0.11%) MPLS
Database & Business Intelligence
1 1119 (31.74%) Data Warehouse
2 1037 (29.42%) SQL Server
3 666 (18.89%) SQL Server Integration Services
4 560 (15.89%) SQL Server Reporting Services
5 449 (12.74%) Big Data
6 399 (11.32%) Relational Database
7 382 (10.84%) SQL Server Analysis Services
8 326 (9.25%) Power BI
9 300 (8.51%) BusinessObjects
10 249 (7.06%) Hadoop
11 231 (6.55%) QlikView
12 179 (5.08%) Data Mining
13 163 (4.62%) NoSQL
14 155 (4.40%) RDBMS
15 152 (4.31%) MySQL
16 146 (4.14%) Oracle Database
17 130 (3.69%) SQL Server 2012
18 123 (3.49%) OLAP
19 119 (3.38%) SQL Server 2008
20 109 (3.09%) Apache Hive
Development Applications
1 116 (3.29%) JIRA
2 114 (3.23%) Git (software)
3 96 (2.72%) Talend Open Studio
4 85 (2.41%) Visual Studio
5 80 (2.27%) Team Foundation Server
6 73 (2.07%) JUnit
7 71 (2.01%) Maven
8 53 (1.50%) ERwin
9 52 (1.48%) Toad
10 51 (1.45%) Mockito
10 51 (1.45%) Sonatype Nexus
11 47 (1.33%) SQL Server Management Studio (SSMS)
12 40 (1.13%) Oracle Forms
13 38 (1.08%) NUnit
14 37 (1.05%) Subversion
15 34 (0.96%) MagicDraw
16 31 (0.88%) XMLSpy
17 28 (0.79%) Jenkins
18 25 (0.71%) PowerDesigner
19 23 (0.65%) NuGet
General
1 1288 (36.54%) Finance
2 486 (13.79%) Banking
3 436 (12.37%) Retail
4 314 (8.91%) Investment Banking
5 263 (7.46%) Retail Banking
6 236 (6.70%) Marketing
7 107 (3.04%) Telecoms
8 91 (2.58%) Publishing
9 75 (2.13%) Manufacturing
10 62 (1.76%) Legal
11 58 (1.65%) Games
12 56 (1.59%) Advertising
13 51 (1.45%) Financial Institution
14 45 (1.28%) Electronics
15 37 (1.05%) Back Office
16 35 (0.99%) Pharmaceutical
17 27 (0.77%) Front Office
18 22 (0.62%) Law
19 20 (0.57%) Billing
20 16 (0.45%) Spanish Language
Job Titles
1 1236 (35.06%) Developer
2 702 (19.91%) Analyst
3 636 (18.04%) Architect
4 365 (10.35%) Business Intelligence Developer
5 347 (9.84%) Data Architect
6 312 (8.85%) Business Analyst
7 306 (8.68%) Senior Developer
8 241 (6.84%) SQL Developer
9 189 (5.36%) Data Analyst
10 177 (5.02%) Consultant
11 161 (4.57%) Java Developer
12 148 (4.20%) Data Warehouse Developer
13 134 (3.80%) Oracle Developer
14 121 (3.43%) Data Scientist
15 116 (3.29%) SQL BI Developer
16 111 (3.15%) Business Intelligence Analyst
17 110 (3.12%) DBA
18 106 (3.01%) SSIS Developer
19 101 (2.87%) Senior Analyst
20 100 (2.84%) .NET Developer
Libraries, Frameworks & Software Standards
1 491 (13.93%) .NET
2 356 (10.10%) XML
3 280 (7.94%) Web Services
4 264 (7.49%) HTML
5 199 (5.65%) CSS
6 193 (5.48%) ASP.NET
7 169 (4.79%) RESTful
8 157 (4.45%) Spring
9 151 (4.28%) REST
10 141 (4.00%) AngularJS
11 134 (3.80%) .NET Framework
12 133 (3.77%) SOAP
13 126 (3.57%) JSON
14 119 (3.38%) ASP.NET MVC
15 108 (3.06%) Middleware
16 101 (2.87%) J2EE
17 84 (2.38%) HTML5
18 79 (2.24%) JMS
19 76 (2.16%) Ajax
20 73 (2.07%) JDBC
Miscellaneous
1 789 (22.38%) Analytical Skills
2 356 (10.10%) Computer Science
3 259 (7.35%) Management Information System
4 225 (6.38%) Data Structures
5 194 (5.50%) User Experience
6 145 (4.11%) Algorithms
7 139 (3.94%) Enterprise Software
8 98 (2.78%) Reference Data
9 88 (2.50%) Greenfield Project
10 52 (1.48%) Fintech
11 51 (1.45%) Data Centre
12 47 (1.33%) Derivative
13 37 (1.05%) Equities
14 35 (0.99%) Mobile App
15 33 (0.94%) Credit Risk
16 29 (0.82%) Foreign Exchange (FX)
16 29 (0.82%) Life Science
17 28 (0.79%) Equity Derivative
18 23 (0.65%) Replication
19 21 (0.60%) Linux Command Line
Operating Systems
1 281 (7.97%) Linux
2 201 (5.70%) Unix
3 172 (4.88%) Windows
4 42 (1.19%) Windows Server
5 28 (0.79%) Solaris
6 17 (0.48%) Oracle Linux
7 13 (0.37%) Android
8 12 (0.34%) AIX
9 11 (0.31%) Red Hat Enterprise Linux
10 10 (0.28%) Apple iOS
11 7 (0.20%) Mac OS X
11 7 (0.20%) Windows Server 2003
12 4 (0.11%) Debian
12 4 (0.11%) Windows Server 2012
13 2 (0.057%) Windows Server 2008
14 1 (0.028%) CentOS
14 1 (0.028%) Windows 10
14 1 (0.028%) Windows 8
Processes & Methodologies
1 1279 (36.28%) Business Intelligence
2 1005 (28.51%) Agile Software Development
3 899 (25.50%) Analytics
4 888 (25.19%) ETL
5 482 (13.67%) Data Analysis
6 440 (12.48%) Data Management
7 365 (10.35%) Data Architecture
8 338 (9.59%) Data Analytics
9 337 (9.56%) Visualisation
10 334 (9.48%) Business Analysis
11 330 (9.36%) Scrum
12 329 (9.33%) Asset Management
13 305 (8.65%) Data Integration
14 299 (8.48%) SDLC
15 289 (8.20%) OO
16 288 (8.17%) Wealth Management
17 286 (8.11%) Stakeholder Management
18 262 (7.43%) Migration
19 260 (7.38%) Logical Data Model
19 260 (7.38%) UML
Programming Languages
1 1893 (53.70%) SQL
2 609 (17.28%) Java
3 428 (12.14%) T-SQL
4 426 (12.09%) JavaScript
5 404 (11.46%) C#
6 373 (10.58%) Python
7 249 (7.06%) PL/SQL
8 165 (4.68%) R
9 128 (3.63%) Scala
10 98 (2.78%) Perl
11 95 (2.70%) VBA
12 84 (2.38%) C++
13 82 (2.33%) Bash Shell
14 79 (2.24%) VB.NET
15 77 (2.18%) Shell Script
16 66 (1.87%) C
16 66 (1.87%) PHP
17 61 (1.73%) PowerShell
18 56 (1.59%) VB
19 39 (1.11%) Apex Code
Qualifications
1 563 (15.97%) Degree
2 137 (3.89%) Computer Science Degree
3 106 (3.01%) Security Cleared
4 66 (1.87%) Microsoft Certification
5 60 (1.70%) SC Cleared
6 45 (1.28%) PhD
7 31 (0.88%) Master's Degree
8 28 (0.79%) ISEB
8 28 (0.79%) MCITP
9 27 (0.77%) Numerate Degree
10 19 (0.54%) ITIL Foundation Certificate
10 19 (0.54%) MCSA
10 19 (0.54%) MCTS
11 17 (0.48%) MCSE
12 12 (0.34%) CITP
13 11 (0.31%) DV Cleared
14 10 (0.28%) ITIL Certification
15 9 (0.26%) CBAP
16 8 (0.23%) PMI Certification
17 7 (0.20%) Oracle Certification
Quality Assurance & Compliance
1 333 (9.45%) Data Quality
2 206 (5.84%) QA
3 62 (1.76%) GDPR
4 52 (1.48%) MiFID
5 36 (1.02%) ISO 20022
6 35 (0.99%) EMIR
7 34 (0.96%) Dodd-Frank
8 33 (0.94%) SLA
9 17 (0.48%) PCI DSS
10 10 (0.28%) ISO/IEC 27001
11 9 (0.26%) Solvency II
12 7 (0.20%) ISO/IEC 20000
13 6 (0.17%) GCP
13 6 (0.17%) ISO 9001
13 6 (0.17%) PMO
14 3 (0.085%) COBIT
14 3 (0.085%) FATCA
14 3 (0.085%) GxP
15 2 (0.057%) CRD IV
16 1 (0.028%) IFRS
System Software
1 38 (1.08%) Active Directory
2 23 (0.65%) VMware Infrastructure
3 19 (0.54%) Virtual Machines
4 17 (0.48%) Docker
5 15 (0.43%) HDFS
6 14 (0.40%) Oracle RAC
7 8 (0.23%) Apache Flume
8 4 (0.11%) Virtual Desktop
8 4 (0.11%) VMware ESXi
9 2 (0.057%) VMware NSX
10 1 (0.028%) Apache ZooKeeper
10 1 (0.028%) Oracle Clusterware
Systems Management
1 35 (0.99%) Control-M
2 21 (0.60%) Tivoli
3 19 (0.54%) Ansible
4 14 (0.40%) SCCM
5 9 (0.26%) Oracle Enterprise Manager
6 8 (0.23%) BladeLogic
7 7 (0.20%) Oozie
8 6 (0.17%) HP Quality Center
8 6 (0.17%) Opscode Chef
8 6 (0.17%) Terraform
9 5 (0.14%) Hadoop YARN
9 5 (0.14%) Kibana
10 4 (0.11%) MIMEsweeper
10 4 (0.11%) Norton AntiVirus
10 4 (0.11%) Oracle Identity Management
10 4 (0.11%) SCOM
10 4 (0.11%) Tivoli Storage Manager
11 2 (0.057%) Mesos
11 2 (0.057%) Nagios
11 2 (0.057%) Systems Management Server (SMS)
Vendors
1 718 (20.37%) Microsoft
2 626 (17.76%) Oracle
3 420 (11.91%) Tableau
4 243 (6.89%) SAP
5 115 (3.26%) IBM
5 115 (3.26%) Informatica
6 96 (2.72%) Talend
7 93 (2.64%) MicroStrategy
8 92 (2.61%) Cognos
9 77 (2.18%) Salesforce.com
10 69 (1.96%) Teradata
11 62 (1.76%) Cognizant
12 61 (1.73%) Jaspersoft
13 59 (1.67%) Google
13 59 (1.67%) TIBCO
14 37 (1.05%) Sybase
15 33 (0.94%) GoldenSource
16 30 (0.85%) Cloudera
17 29 (0.82%) Netezza
18 28 (0.79%) Cisco