Period
to 19 November 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 19 November 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
UK
6 months to
19 Nov 2017
Same period 2016 Same period 2015
Rank 171 196 169
Rank change year-on-year +25 -27 -8
Permanent jobs citing Data Modelling 3726 3214 4411
As % of all permanent IT jobs advertised in the UK 2.09% 1.70% 2.02%
As % of the Processes & Methodologies category 2.32% 1.91% 2.27%
Number of salaries quoted 2650 2611 3556
UK median annual salary £55,000 £55,000 £55,000
10th Percentile £35,500 £35,000 £35,000
90th Percentile £85,000 £83,750 £85,000
UK excluding London median annual salary £50,000 £47,500 £48,750
% change year-on-year +5.26% -2.56% +8.33%

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 160296 168588 194039
As % of all permanent IT jobs advertised in the UK 89.92% 89.36% 88.77%
Number of salaries quoted 126459 140088 159820
UK median annual salary £50,000 £49,476 £47,500
Median salary % change year-on-year +1.06% +4.16% +5.56%
10th Percentile £28,750 £28,000 £27,500
90th Percentile £80,000 £78,750 £77,500
UK excluding London median annual salary £44,000 £42,500 £42,500
% change year-on-year +3.53% - +6.25%

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 19 November 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 19 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
England +34 3487 £55,000 - 144
London +35 1900 £65,000 - 72
UK excluding London +44 1728 £50,000 +5.26% 77
South East +67 554 £52,500 +5.00% 17
North of England +12 433 £50,000 +17.65% 25
Yorkshire +75 243 £50,000 +17.65% 13
South West +80 226 £42,500 - 8
Midlands +45 198 £45,000 - 12
North West -27 179 £45,000 - 9
East of England -24 148 £55,000 +7.84% 10
West Midlands +36 142 £47,500 +5.56% 7
Scotland -20 131 £44,250 -11.50% 5
East Midlands +25 49 £42,500 - 5
Wales -5 30 £40,000 +14.29%
Northern Ireland - 14 £23,500 -
North East -1 5 £31,538 -15.90% 3
Isle of Man -9 4 £50,000 -50.00%

For the 6 months to 19 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 with a requirement for Data Modelling.

1 2004 (53.78%) SQL
2 1498 (40.20%) Business Intelligence
3 1309 (35.13%) Finance
4 1221 (32.77%) Data Warehouse
5 1123 (30.14%) Agile Software Development
6 1121 (30.09%) SQL Server
7 965 (25.90%) Analytics
8 904 (24.26%) ETL
9 773 (20.75%) Analytical Skills
10 754 (20.24%) Microsoft
11 689 (18.49%) SQL Server Integration Services
12 622 (16.69%) Degree
13 588 (15.78%) Oracle
14 579 (15.54%) SQL Server Reporting Services
15 564 (15.14%) Banking
16 522 (14.01%) Data Analysis
17 520 (13.96%) Data Management
18 517 (13.88%) Java
19 504 (13.53%) T-SQL
20 472 (12.67%) Tableau
21 466 (12.51%) .NET
22 451 (12.10%) Big Data
23 448 (12.02%) Data Architecture
24 432 (11.59%) Relational Database
25 422 (11.33%) C#
26 403 (10.82%) Microsoft Excel
27 398 (10.68%) Data Quality
28 392 (10.52%) Business Analysis
29 390 (10.47%) Power BI
30 386 (10.36%) Asset Management

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
1 148 (3.97%) Apache Spark
2 143 (3.84%) SAS
3 114 (3.06%) JBoss
4 112 (3.01%) Tomcat
5 99 (2.66%) SharePoint
6 62 (1.66%) WebLogic
7 59 (1.58%) WebSphere
8 48 (1.29%) CMS
9 47 (1.26%) Apache
10 29 (0.78%) WildFly
11 23 (0.62%) Apache Geronimo
11 23 (0.62%) Confluence
12 22 (0.59%) Apache Pig
12 22 (0.59%) Elasticsearch
13 16 (0.43%) IIS
14 14 (0.38%) Oracle SOA Suite
15 13 (0.35%) Apache Solr
15 13 (0.35%) BizTalk Server
15 13 (0.35%) OpenStack
16 11 (0.30%) SharePoint Server
Applications
1 403 (10.82%) Microsoft Excel
2 159 (4.27%) Microsoft PowerPoint
3 104 (2.79%) Microsoft Office
4 96 (2.58%) MS Visio
5 54 (1.45%) SPSS
6 24 (0.64%) Spreadsheet
7 13 (0.35%) Microsoft Project
8 3 (0.081%) GNU Octave
9 2 (0.054%) Mathematica
10 1 (0.027%) AutoCAD
10 1 (0.027%) InVision
10 1 (0.027%) Moqups
10 1 (0.027%) Photoshop
10 1 (0.027%) Revit
10 1 (0.027%) SPSS Modeler
Business Applications
1 24 (0.64%) Dynamics CRM
2 22 (0.59%) Dynamics AX
3 16 (0.43%) SAP CO
3 16 (0.43%) SAP FI
3 16 (0.43%) SAP FI/CO
3 16 (0.43%) SAP S/4HANA
4 15 (0.40%) Remedy ITSM
5 12 (0.32%) SAP BPC
5 12 (0.32%) SAP Hybris
6 10 (0.27%) Markit EDM
6 10 (0.27%) Oracle BPM
7 9 (0.24%) Oracle EBS
8 8 (0.21%) Eagle PACE
9 7 (0.19%) Cognos Business Intelligence
9 7 (0.19%) Oracle Applications
9 7 (0.19%) thinkFolio
10 6 (0.16%) Oracle ERP
10 6 (0.16%) SAP ERP
11 4 (0.11%) Dynamics GP
11 4 (0.11%) Oracle EBS R12
Cloud Services
1 265 (7.11%) Amazon AWS
2 245 (6.58%) Microsoft Azure
3 65 (1.74%) SaaS
4 34 (0.91%) Azure Machine Learning
5 29 (0.78%) PaaS
6 26 (0.70%) Google Cloud Platform
7 22 (0.59%) Amazon EC2
7 22 (0.59%) Cloud Computing
7 22 (0.59%) GitHub
8 21 (0.56%) npm
9 20 (0.54%) IaaS
10 18 (0.48%) Force.com
10 18 (0.48%) Salesforce Service Cloud
11 12 (0.32%) Serverless
12 11 (0.30%) Dynamics 365
13 10 (0.27%) Amazon EMR
14 9 (0.24%) Google Analytics
14 9 (0.24%) IBM Blueworks
15 8 (0.21%) Adobe Analytics
15 8 (0.21%) Cortana Intelligence Suite
Communications & Networking
1 68 (1.83%) HTTP
2 61 (1.64%) SSL
3 54 (1.45%) TCP/IP
4 37 (0.99%) Firewall
5 32 (0.86%) Intranet
6 19 (0.51%) DNS
7 15 (0.40%) Internet
8 13 (0.35%) LDAP
9 12 (0.32%) LAN
9 12 (0.32%) SNMP
9 12 (0.32%) WAN
10 11 (0.30%) SMS
11 9 (0.24%) SMTP
12 8 (0.21%) AMQP
12 8 (0.21%) Ethernet
12 8 (0.21%) SAN
13 6 (0.16%) Skype
14 5 (0.13%) NAS
15 4 (0.11%) CHAP
16 3 (0.081%) Unified Communications
Database & Business Intelligence
1 1221 (32.77%) Data Warehouse
2 1121 (30.09%) SQL Server
3 689 (18.49%) SQL Server Integration Services
4 579 (15.54%) SQL Server Reporting Services
5 451 (12.10%) Big Data
6 432 (11.59%) Relational Database
7 390 (10.47%) Power BI
8 372 (9.98%) SQL Server Analysis Services
9 317 (8.51%) BusinessObjects
10 272 (7.30%) Hadoop
11 269 (7.22%) QlikView
12 201 (5.39%) NoSQL
13 161 (4.32%) Data Mining
14 157 (4.21%) SQL Server 2012
15 133 (3.57%) RDBMS
16 117 (3.14%) PostgreSQL
17 114 (3.06%) OLAP
17 114 (3.06%) SQL Server 2014
18 108 (2.90%) Oracle Database
19 107 (2.87%) SQL Server 2008
Development Applications
1 135 (3.62%) Visual Studio
2 106 (2.84%) JIRA
3 103 (2.76%) Team Foundation Server
4 92 (2.47%) Talend Open Studio
5 83 (2.23%) Git (software)
6 76 (2.04%) Maven
7 72 (1.93%) ERwin
8 71 (1.91%) SQL Server Management Studio (SSMS)
9 69 (1.85%) JUnit
10 58 (1.56%) Toad
11 48 (1.29%) NUnit
11 48 (1.29%) Sonatype Nexus
12 47 (1.26%) Mockito
13 35 (0.94%) Jenkins
14 33 (0.89%) MagicDraw
15 32 (0.86%) XMLSpy
16 30 (0.81%) Oracle Forms
17 25 (0.67%) Moq
17 25 (0.67%) Subversion
18 24 (0.64%) Selenium
General
1 1309 (35.13%) Finance
2 564 (15.14%) Banking
3 385 (10.33%) Investment Banking
4 325 (8.72%) Retail Banking
5 265 (7.11%) Marketing
6 228 (6.12%) Retail
7 110 (2.95%) Publishing
8 108 (2.90%) Telecoms
9 86 (2.31%) Manufacturing
10 61 (1.64%) Legal
11 57 (1.53%) Financial Institution
12 52 (1.40%) Electronics
13 48 (1.29%) Front Office
14 47 (1.26%) Advertising
15 45 (1.21%) Games
16 43 (1.15%) Back Office
17 19 (0.51%) Billing
17 19 (0.51%) Pharmaceutical
18 18 (0.48%) Automotive
19 14 (0.38%) Spanish Language
Job Titles
1 1207 (32.39%) Developer
2 821 (22.03%) Analyst
3 675 (18.12%) Architect
4 410 (11.00%) Business Intelligence Developer
5 386 (10.36%) Business Analyst
6 364 (9.77%) Data Architect
7 267 (7.17%) Senior Developer
8 260 (6.98%) SQL Developer
9 254 (6.82%) Data Analyst
10 224 (6.01%) Consultant
11 145 (3.89%) Solutions Architect
12 130 (3.49%) Data Warehouse Developer
13 127 (3.41%) Java Developer
13 127 (3.41%) Senior Analyst
14 126 (3.38%) SQL BI Developer
15 117 (3.14%) DBA
15 117 (3.14%) SSIS Developer
16 114 (3.06%) Business Intelligence Analyst
17 112 (3.01%) Oracle Developer
18 103 (2.76%) Business Developer
Libraries, Frameworks & Software Standards
1 466 (12.51%) .NET
2 307 (8.24%) XML
3 290 (7.78%) Web Services
4 223 (5.98%) HTML
5 211 (5.66%) ASP.NET
6 156 (4.19%) Spring
7 152 (4.08%) CSS
8 137 (3.68%) REST
9 135 (3.62%) SOAP
10 133 (3.57%) AngularJS
10 133 (3.57%) RESTful
11 124 (3.33%) ASP.NET MVC
12 112 (3.01%) J2EE
13 110 (2.95%) .NET Framework
14 109 (2.93%) JSON
15 108 (2.90%) Middleware
16 95 (2.55%) MDX
17 81 (2.17%) HTML5
18 75 (2.01%) JMS
19 73 (1.96%) Hibernate
Miscellaneous
1 773 (20.75%) Analytical Skills
2 326 (8.75%) Computer Science
3 226 (6.07%) Data Structures
4 216 (5.80%) Management Information System
5 184 (4.94%) Enterprise Software
6 174 (4.67%) User Experience
7 141 (3.78%) Algorithms
8 116 (3.11%) Reference Data
9 93 (2.50%) Greenfield Project
10 47 (1.26%) Equities
11 44 (1.18%) Data Centre
12 43 (1.15%) Fintech
13 42 (1.13%) Derivative
14 39 (1.05%) Credit Risk
15 36 (0.97%) Mobile App
16 34 (0.91%) Replication
17 32 (0.86%) Life Science
18 28 (0.75%) Equity Derivative
19 27 (0.72%) Taxonomies
20 26 (0.70%) Hedge funds
Operating Systems
1 238 (6.39%) Linux
2 174 (4.67%) Unix
3 156 (4.19%) Windows
4 24 (0.64%) AIX
4 24 (0.64%) Solaris
5 22 (0.59%) Windows Server
6 7 (0.19%) Android
6 7 (0.19%) Red Hat Enterprise Linux
6 7 (0.19%) Windows Server 2003
7 5 (0.13%) Oracle Linux
7 5 (0.13%) Windows 10
7 5 (0.13%) Windows 8
7 5 (0.13%) Windows Server 2008
8 3 (0.081%) Apple iOS
8 3 (0.081%) Windows Server 2012
9 1 (0.027%) VMS
Processes & Methodologies
1 1498 (40.20%) Business Intelligence
2 1123 (30.14%) Agile Software Development
3 965 (25.90%) Analytics
4 904 (24.26%) ETL
5 522 (14.01%) Data Analysis
6 520 (13.96%) Data Management
7 448 (12.02%) Data Architecture
8 392 (10.52%) Business Analysis
9 386 (10.36%) Asset Management
10 374 (10.04%) Data Analytics
11 371 (9.96%) Visualisation
12 342 (9.18%) SDLC
13 334 (8.96%) Data Governance
13 334 (8.96%) Wealth Management
14 307 (8.24%) Data Integration
15 301 (8.08%) Stakeholder Management
16 300 (8.05%) Scrum
17 294 (7.89%) Migration
18 279 (7.49%) OO
19 266 (7.14%) Project Management
Programming Languages
1 2004 (53.78%) SQL
2 517 (13.88%) Java
3 504 (13.53%) T-SQL
4 422 (11.33%) C#
5 386 (10.36%) Python
6 351 (9.42%) JavaScript
7 233 (6.25%) PL/SQL
8 166 (4.46%) R
9 120 (3.22%) Scala
10 119 (3.19%) PowerShell
11 114 (3.06%) VBA
12 101 (2.71%) C
13 100 (2.68%) VB.NET
14 96 (2.58%) C++
15 87 (2.33%) Bash Shell
16 85 (2.28%) Shell Script
17 67 (1.80%) Perl
18 53 (1.42%) VB
19 34 (0.91%) Apex Code
20 30 (0.81%) PHP
Qualifications
1 622 (16.69%) Degree
2 111 (2.98%) Computer Science Degree
3 109 (2.93%) Security Cleared
4 85 (2.28%) Microsoft Certification
5 62 (1.66%) SC Cleared
6 34 (0.91%) Master's Degree
7 33 (0.89%) MCITP
7 33 (0.89%) Numerate Degree
7 33 (0.89%) PhD
8 30 (0.81%) ISEB
9 28 (0.75%) MCSA
10 24 (0.64%) MCTS
11 23 (0.62%) MCSE
12 19 (0.51%) DV Cleared
13 15 (0.40%) MCSD
14 13 (0.35%) MCAD
15 12 (0.32%) PMI Certification
16 11 (0.30%) MBA
17 10 (0.27%) ITIL Foundation Certificate
18 8 (0.21%) Postgraduate
Quality Assurance & Compliance
1 398 (10.68%) Data Quality
2 262 (7.03%) QA
3 61 (1.64%) GDPR
4 54 (1.45%) MiFID
5 49 (1.32%) EMIR
6 41 (1.10%) Dodd-Frank
7 36 (0.97%) SLA
8 35 (0.94%) ISO 20022
9 18 (0.48%) GCP
10 12 (0.32%) PMO
11 11 (0.30%) ISO/IEC 27001
12 8 (0.21%) CRD IV
13 6 (0.16%) PCI DSS
14 5 (0.13%) COBIT
14 5 (0.13%) NEBOSH
15 4 (0.11%) Actionable Recommendations
15 4 (0.11%) ISO 9001
15 4 (0.11%) SEPA
16 3 (0.081%) IFRS
17 2 (0.054%) IFRS 9
System Software
1 25 (0.67%) Active Directory
1 25 (0.67%) Oracle RAC
2 24 (0.64%) Docker
2 24 (0.64%) HDFS
3 21 (0.56%) Apache Flume
4 12 (0.32%) Virtual Machines
5 9 (0.24%) VMware Infrastructure
6 6 (0.16%) Apache ZooKeeper
7 1 (0.027%) GridGain
Systems Management
1 18 (0.48%) Opscode Chef
2 14 (0.38%) Oozie
3 13 (0.35%) Control-M
4 11 (0.30%) Hadoop YARN
5 10 (0.27%) Ansible
5 10 (0.27%) Puppet
6 9 (0.24%) Ambari
6 9 (0.24%) Terraform
7 7 (0.19%) Systems Management Server (SMS)
8 6 (0.16%) Mesos
8 6 (0.16%) Nagios
8 6 (0.16%) ZABBIX
9 5 (0.13%) HP Quality Center
9 5 (0.13%) Tivoli
10 4 (0.11%) Kibana
11 2 (0.054%) CA Single Sign-On
11 2 (0.054%) EMC NetWorker
11 2 (0.054%) Kubernetes
11 2 (0.054%) SCCM
12 1 (0.027%) Packer
Vendors
1 754 (20.24%) Microsoft
2 588 (15.78%) Oracle
3 472 (12.67%) Tableau
4 299 (8.02%) SAP
5 130 (3.49%) MicroStrategy
6 127 (3.41%) IBM
7 123 (3.30%) Cognos
7 123 (3.30%) Informatica
8 92 (2.47%) Talend
9 81 (2.17%) Salesforce.com
10 74 (1.99%) TIBCO
11 64 (1.72%) Teradata
12 59 (1.58%) Google
13 45 (1.21%) Alteryx
14 44 (1.18%) GoldenSource
15 43 (1.15%) Jaspersoft
16 35 (0.94%) Netezza
17 32 (0.86%) Hortonworks
18 30 (0.81%) Cognizant
19 26 (0.70%) Ab Initio