Period
to 21 October 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 21 October 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
UK
6 months to
21 Oct 2017
Same period 2016 Same period 2015
Rank 171 195 168
Rank change year-on-year +24 -27 -8
Permanent jobs citing Data Modelling 3659 3286 4357
As % of all permanent IT jobs advertised in the UK 2.10% 1.72% 1.99%
As % of the Processes & Methodologies category 2.34% 1.93% 2.24%
Number of salaries quoted 2595 2648 3515
UK median annual salary £55,000 £55,000 £55,000
10th Percentile £35,130 £36,250 £35,000
90th Percentile £85,000 £82,500 £85,000
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 156565 170492 194103
As % of all permanent IT jobs advertised in the UK 89.94% 89.23% 88.60%
Number of salaries quoted 123230 141844 159582
UK median annual salary £50,000 £49,500 £47,500
Median salary % change year-on-year +1.01% +4.21% +5.56%
10th Percentile £28,750 £28,000 £27,500
90th Percentile £80,000 £78,750 £76,250
UK excluding London median annual salary £43,500 £42,500 £42,500
% change year-on-year +2.35% - +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 21 October 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 21 October 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 +30 3444 £55,000 - 144
London +25 1859 £65,000 - 80
UK excluding London +40 1706 £50,000 +5.26% 76
South East +51 521 £50,000 - 19
North of England +42 459 £47,500 +8.57% 30
Yorkshire +87 256 £50,000 +11.11% 19
South West +66 221 £42,500 - 2
Midlands +31 209 £45,000 - 8
North West -27 191 £45,000 - 10
West Midlands +21 143 £45,000 - 6
East of England -26 142 £55,000 +10.00% 5
Scotland -27 120 £43,500 -13.00% 6
East Midlands +32 56 £42,500 -12.82% 2
Wales -8 23 £46,100 +31.71% 6
Northern Ireland - 14 £23,500 -
North East +7 6 £37,019 -2.43% 1
Isle of Man -3 4 £50,000 -50.00%

For the 6 months to 21 October 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 1994 (54.50%) SQL
2 1460 (39.90%) Business Intelligence
3 1278 (34.93%) Finance
4 1200 (32.80%) Data Warehouse
5 1110 (30.34%) SQL Server
6 1108 (30.28%) Agile Software Development
7 966 (26.40%) Analytics
8 884 (24.16%) ETL
9 781 (21.34%) Analytical Skills
10 746 (20.39%) Microsoft
11 698 (19.08%) SQL Server Integration Services
12 609 (16.64%) Degree
13 594 (16.23%) Oracle
14 581 (15.88%) SQL Server Reporting Services
15 553 (15.11%) Banking
16 549 (15.00%) Java
17 509 (13.91%) Data Analysis
18 498 (13.61%) Data Management
19 495 (13.53%) T-SQL
20 484 (13.23%) .NET
21 463 (12.65%) Tableau
22 450 (12.30%) Relational Database
23 446 (12.19%) Big Data
24 421 (11.51%) C#
25 411 (11.23%) Data Architecture
26 394 (10.77%) JavaScript
26 394 (10.77%) Data Quality
27 392 (10.71%) Python
28 390 (10.66%) Microsoft Excel
28 390 (10.66%) Investment Banking

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
1 141 (3.85%) SAS
2 129 (3.53%) Apache Spark
3 117 (3.20%) JBoss
4 113 (3.09%) Tomcat
5 90 (2.46%) SharePoint
6 60 (1.64%) WebLogic
7 57 (1.56%) WebSphere
8 55 (1.50%) CMS
9 48 (1.31%) Apache
10 27 (0.74%) WildFly
11 23 (0.63%) Apache Geronimo
12 22 (0.60%) Apache Pig
12 22 (0.60%) Confluence
13 21 (0.57%) Oracle SOA Suite
14 17 (0.46%) Elasticsearch
15 16 (0.44%) IIS
16 14 (0.38%) BizTalk Server
16 14 (0.38%) Oracle Workflow
17 12 (0.33%) Apache Solr
17 12 (0.33%) OpenStack
Applications
1 390 (10.66%) Microsoft Excel
2 148 (4.04%) Microsoft PowerPoint
3 106 (2.90%) MS Visio
4 94 (2.57%) Microsoft Office
5 66 (1.80%) SPSS
6 32 (0.87%) Spreadsheet
7 10 (0.27%) Microsoft Project
8 3 (0.082%) GNU Octave
9 2 (0.055%) 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 (0.66%) Dynamics CRM
2 21 (0.57%) Dynamics AX
3 16 (0.44%) SAP S/4HANA
4 13 (0.36%) SAP CO
4 13 (0.36%) SAP FI
4 13 (0.36%) SAP FI/CO
5 11 (0.30%) SAP BPC
6 10 (0.27%) Oracle BPM
6 10 (0.27%) Oracle EBS R12
6 10 (0.27%) Remedy ITSM
7 9 (0.25%) Cognos Business Intelligence
7 9 (0.25%) Oracle Applications
7 9 (0.25%) Oracle EBS
8 8 (0.22%) Oracle ERP
9 6 (0.16%) Dynamics GP
9 6 (0.16%) SAP ERP
10 5 (0.14%) Eagle PACE
10 5 (0.14%) Markit EDM
10 5 (0.14%) Oracle Procure-to-Pay
10 5 (0.14%) SAP Hybris
Cloud Services
1 260 (7.11%) Amazon AWS
2 222 (6.07%) Microsoft Azure
3 70 (1.91%) SaaS
4 30 (0.82%) Azure Machine Learning
5 23 (0.63%) PaaS
6 22 (0.60%) Google Cloud Platform
6 22 (0.60%) npm
7 21 (0.57%) Force.com
8 20 (0.55%) Cloud Computing
8 20 (0.55%) IaaS
9 18 (0.49%) GitHub
9 18 (0.49%) Salesforce Service Cloud
10 16 (0.44%) Amazon EC2
11 15 (0.41%) Google Analytics
12 9 (0.25%) Amazon EMR
12 9 (0.25%) Cortana Intelligence Suite
12 9 (0.25%) Dynamics 365
12 9 (0.25%) IBM Blueworks
12 9 (0.25%) Serverless
13 8 (0.22%) Adobe Analytics
Communications & Networking
1 67 (1.83%) HTTP
2 59 (1.61%) SSL
3 50 (1.37%) TCP/IP
4 33 (0.90%) Intranet
5 30 (0.82%) Firewall
6 15 (0.41%) LDAP
7 14 (0.38%) DNS
7 14 (0.38%) Internet
8 12 (0.33%) LAN
8 12 (0.33%) WAN
9 10 (0.27%) SAN
10 9 (0.25%) SMS
11 8 (0.22%) Ethernet
12 7 (0.19%) AMQP
12 7 (0.19%) SNMP
13 6 (0.16%) Skype
14 5 (0.14%) NAS
15 4 (0.11%) CHAP
16 3 (0.082%) SMTP
16 3 (0.082%) Unified Communications
Database & Business Intelligence
1 1200 (32.80%) Data Warehouse
2 1110 (30.34%) SQL Server
3 698 (19.08%) SQL Server Integration Services
4 581 (15.88%) SQL Server Reporting Services
5 450 (12.30%) Relational Database
6 446 (12.19%) Big Data
7 389 (10.63%) Power BI
8 380 (10.39%) SQL Server Analysis Services
9 336 (9.18%) BusinessObjects
10 262 (7.16%) Hadoop
11 261 (7.13%) QlikView
12 193 (5.27%) NoSQL
13 178 (4.86%) Data Mining
14 149 (4.07%) SQL Server 2012
15 146 (3.99%) RDBMS
16 123 (3.36%) OLAP
17 121 (3.31%) PostgreSQL
18 119 (3.25%) MySQL
19 113 (3.09%) Data Lake
20 111 (3.03%) SQL Server 2008
Development Applications
1 125 (3.42%) Visual Studio
2 104 (2.84%) JIRA
3 95 (2.60%) Team Foundation Server
4 89 (2.43%) Git (software)
5 81 (2.21%) Talend Open Studio
6 79 (2.16%) Maven
7 72 (1.97%) JUnit
8 65 (1.78%) SQL Server Management Studio (SSMS)
9 63 (1.72%) ERwin
10 58 (1.59%) Toad
11 51 (1.39%) Mockito
11 51 (1.39%) Sonatype Nexus
12 47 (1.28%) NUnit
13 36 (0.98%) Oracle Forms
14 34 (0.93%) MagicDraw
15 33 (0.90%) Jenkins
15 33 (0.90%) XMLSpy
16 31 (0.85%) Subversion
17 21 (0.57%) Moq
17 21 (0.57%) Selenium
General
1 1278 (34.93%) Finance
2 553 (15.11%) Banking
3 390 (10.66%) Investment Banking
4 329 (8.99%) Retail Banking
5 266 (7.27%) Marketing
6 224 (6.12%) Retail
7 108 (2.95%) Publishing
8 101 (2.76%) Telecoms
9 80 (2.19%) Manufacturing
10 71 (1.94%) Legal
11 53 (1.45%) Games
12 50 (1.37%) Financial Institution
13 49 (1.34%) Electronics
14 47 (1.28%) Advertising
15 41 (1.12%) Back Office
16 35 (0.96%) Front Office
17 22 (0.60%) Automotive
18 21 (0.57%) Law
18 21 (0.57%) Pharmaceutical
19 17 (0.46%) Billing
Job Titles
1 1226 (33.51%) Developer
2 786 (21.48%) Analyst
3 630 (17.22%) Architect
4 407 (11.12%) Business Intelligence Developer
5 356 (9.73%) Business Analyst
6 350 (9.57%) Data Architect
7 293 (8.01%) Senior Developer
8 257 (7.02%) SQL Developer
9 243 (6.64%) Data Analyst
10 212 (5.79%) Consultant
11 141 (3.85%) Java Developer
12 137 (3.74%) Data Warehouse Developer
13 127 (3.47%) Business Intelligence Analyst
14 126 (3.44%) SQL BI Developer
15 121 (3.31%) Solutions Architect
16 119 (3.25%) DBA
17 118 (3.22%) Oracle Developer
18 111 (3.03%) Senior Analyst
18 111 (3.03%) SSIS Developer
19 103 (2.81%) SQL Analyst
Libraries, Frameworks & Software Standards
1 484 (13.23%) .NET
2 334 (9.13%) XML
3 293 (8.01%) Web Services
4 237 (6.48%) HTML
5 205 (5.60%) ASP.NET
6 165 (4.51%) CSS
7 158 (4.32%) Spring
8 151 (4.13%) RESTful
9 135 (3.69%) SOAP
10 133 (3.63%) REST
11 129 (3.53%) AngularJS
12 123 (3.36%) ASP.NET MVC
13 122 (3.33%) .NET Framework
14 113 (3.09%) J2EE
15 110 (3.01%) JSON
16 101 (2.76%) Middleware
17 83 (2.27%) MDX
18 77 (2.10%) JMS
19 76 (2.08%) Hibernate
20 70 (1.91%) jQuery
Miscellaneous
1 781 (21.34%) Analytical Skills
2 330 (9.02%) Computer Science
3 234 (6.40%) Management Information System
4 225 (6.15%) Data Structures
5 196 (5.36%) User Experience
6 170 (4.65%) Enterprise Software
7 146 (3.99%) Algorithms
8 122 (3.33%) Reference Data
9 94 (2.57%) Greenfield Project
10 42 (1.15%) Derivative
11 40 (1.09%) Data Centre
11 40 (1.09%) Fintech
12 39 (1.07%) Credit Risk
13 38 (1.04%) Equities
14 37 (1.01%) Replication
15 34 (0.93%) Mobile App
16 28 (0.77%) Equity Derivative
17 27 (0.74%) Life Science
17 27 (0.74%) Reinsurance
18 25 (0.68%) Hedge funds
Operating Systems
1 253 (6.91%) Linux
2 175 (4.78%) Unix
3 153 (4.18%) Windows
4 27 (0.74%) Solaris
5 24 (0.66%) AIX
6 21 (0.57%) Windows Server
7 10 (0.27%) Red Hat Enterprise Linux
8 9 (0.25%) Windows Server 2003
9 8 (0.22%) Android
10 5 (0.14%) Oracle Linux
11 4 (0.11%) Apple iOS
12 3 (0.082%) Windows Server 2012
13 2 (0.055%) Debian
13 2 (0.055%) Windows 10
13 2 (0.055%) Windows 8
14 1 (0.027%) Mac OS X
14 1 (0.027%) VMS
14 1 (0.027%) Windows Server 2008
Processes & Methodologies
1 1460 (39.90%) Business Intelligence
2 1108 (30.28%) Agile Software Development
3 966 (26.40%) Analytics
4 884 (24.16%) ETL
5 509 (13.91%) Data Analysis
6 498 (13.61%) Data Management
7 411 (11.23%) Data Architecture
8 387 (10.58%) Asset Management
9 376 (10.28%) Data Analytics
10 368 (10.06%) Business Analysis
10 368 (10.06%) Visualisation
11 340 (9.29%) Wealth Management
12 328 (8.96%) SDLC
13 307 (8.39%) Data Integration
14 306 (8.36%) Data Governance
15 302 (8.25%) Scrum
16 288 (7.87%) Stakeholder Management
17 278 (7.60%) Migration
18 272 (7.43%) OO
19 261 (7.13%) Performance Tuning
Programming Languages
1 1994 (54.50%) SQL
2 549 (15.00%) Java
3 495 (13.53%) T-SQL
4 421 (11.51%) C#
5 394 (10.77%) JavaScript
6 392 (10.71%) Python
7 234 (6.40%) PL/SQL
8 167 (4.56%) R
9 128 (3.50%) Scala
10 109 (2.98%) VBA
11 104 (2.84%) PowerShell
12 94 (2.57%) VB.NET
13 93 (2.54%) C++
14 88 (2.41%) Bash Shell
14 88 (2.41%) C
15 84 (2.30%) Shell Script
16 73 (2.00%) Perl
17 57 (1.56%) VB
18 41 (1.12%) PHP
19 35 (0.96%) Apex Code
Qualifications
1 609 (16.64%) Degree
2 118 (3.22%) Computer Science Degree
3 108 (2.95%) Security Cleared
4 86 (2.35%) Microsoft Certification
5 62 (1.69%) SC Cleared
6 35 (0.96%) PhD
7 32 (0.87%) Numerate Degree
8 31 (0.85%) MCITP
9 30 (0.82%) Master's Degree
10 29 (0.79%) ISEB
11 28 (0.77%) MCSA
12 27 (0.74%) MCTS
13 23 (0.63%) MCSE
14 18 (0.49%) DV Cleared
15 15 (0.41%) MCSD
16 13 (0.36%) MCAD
17 10 (0.27%) ITIL Foundation Certificate
18 8 (0.22%) CITP
18 8 (0.22%) Postgraduate
19 6 (0.16%) MBA
Quality Assurance & Compliance
1 394 (10.77%) Data Quality
2 235 (6.42%) QA
3 64 (1.75%) GDPR
4 57 (1.56%) MiFID
5 48 (1.31%) EMIR
6 42 (1.15%) Dodd-Frank
7 37 (1.01%) SLA
8 36 (0.98%) ISO 20022
9 17 (0.46%) GCP
10 13 (0.36%) PMO
11 9 (0.25%) ISO/IEC 27001
11 9 (0.25%) PCI DSS
12 7 (0.19%) CRD IV
13 5 (0.14%) NEBOSH
14 4 (0.11%) Actionable Recommendations
14 4 (0.11%) COBIT
14 4 (0.11%) ISO 9001
14 4 (0.11%) SEPA
14 4 (0.11%) Solvency II
15 2 (0.055%) FATCA
System Software
1 30 (0.82%) Active Directory
2 25 (0.68%) Oracle RAC
3 21 (0.57%) HDFS
4 18 (0.49%) Apache Flume
4 18 (0.49%) Docker
5 12 (0.33%) Virtual Machines
6 9 (0.25%) VMware Infrastructure
7 4 (0.11%) Apache ZooKeeper
Systems Management
1 18 (0.49%) Opscode Chef
2 15 (0.41%) Oozie
3 14 (0.38%) Control-M
4 13 (0.36%) Ansible
5 11 (0.30%) Puppet
6 9 (0.25%) Tivoli
7 8 (0.22%) Ambari
8 7 (0.19%) Hadoop YARN
8 7 (0.19%) Terraform
9 6 (0.16%) Nagios
9 6 (0.16%) Systems Management Server (SMS)
9 6 (0.16%) ZABBIX
10 5 (0.14%) HP Quality Center
10 5 (0.14%) Kibana
11 4 (0.11%) Mesos
12 2 (0.055%) CA Single Sign-On
12 2 (0.055%) SCCM
12 2 (0.055%) Tivoli Storage Manager
13 1 (0.027%) Galera Cluster
13 1 (0.027%) SCOM
Vendors
1 746 (20.39%) Microsoft
2 594 (16.23%) Oracle
3 463 (12.65%) Tableau
4 284 (7.76%) SAP
5 125 (3.42%) MicroStrategy
6 119 (3.25%) IBM
7 113 (3.09%) Cognos
8 104 (2.84%) Informatica
9 81 (2.21%) Talend
10 78 (2.13%) TIBCO
11 77 (2.10%) Salesforce.com
12 62 (1.69%) Teradata
13 61 (1.67%) Google
14 58 (1.59%) Jaspersoft
15 44 (1.20%) GoldenSource
16 38 (1.04%) Alteryx
17 34 (0.93%) Cognizant
18 32 (0.87%) Sybase
19 31 (0.85%) Hortonworks
20 30 (0.82%) Netezza