The table below looks at the statistics for Data Modelling skills in IT jobs advertised across the UK. Included is a guide to the salaries offered in IT jobs that have cited Data Modelling over the 3 months to 27 September 2016 with a comparison to the same period over the previous 2 years.

3 months to
27 Sep 2016
Same period 2015 Same period 2014
Data Modelling
Rank 186 160 155
Rank change year-on-year
-26 -5
Permanent jobs citing Data Modelling 1686 2198 2178
As % of all permanent IT jobs located in the UK 1.76% 2.03% 1.93%
As % of the Processes & Methodologies category 2.00% 2.32% 2.26%
Number of salaries quoted 1321 1759 1672
Median salary £57,500 £55,000 £50,000
Median salary % change year-on-year
+4.54% +10.00%
90% offered a salary of more than £36,500 £37,500 £37,000
10% offered a salary of more than £85,000 £85,000 £77,500
UK excluding London median salary £47,500 £50,000 £45,000
% change year-on-year
-5.00% +11.11%

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised across the UK.

Processes & Methodologies Category
UK
Permanent IT job ads with a match in the
Processes & Methodologies category
84415 94722 96201
As % of all permanent IT jobs located in the UK 88.27% 87.50% 85.32%
Number of salaries quoted 70238 78268 76950
Median salary £50,000 £50,000 £47,500
Median salary % change year-on-year
- +5.26%
90% offered a salary of more than £32,500 £32,500 £30,500
10% offered a salary of more than £77,500 £72,500 £75,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Data Modelling
Jobs Demand Trend

The demand trend of job ads citing Data Modelling as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Data Modelling Jobs Demand Trend 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 within the UK.

Data Modelling Salary Trend in the UK

Data Modelling
Salary Histogram

This chart provides a salary histogram for IT jobs citing Data Modelling over the 3 months to 27 September 2016 within the UK.

Data Modelling Salary Histogram in the UK

Data Modelling
Top 30 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 3 months to 27 September 2016. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location
(Click see detailed
statistics and trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
England -32 1557 £57,500 +4.54% 195
London -11 878 £65,000 +5.69% 92
South East -75 221 £55,000 - 29
North West +40 130 £42,500 -5.55% 14
City of London -30 113 £60,000 -4.00% 16
East of England +7 78 £50,625 +19.11% 12
Scotland +21 72 £52,500 +10.52% 7
Yorkshire -41 71 £45,000 -10.00% 14
South West -38 70 £42,500 -5.55% 13
West Midlands -33 68 £47,500 +5.55% 9
Manchester +2 65 £50,000 -4.76% 7
West Yorkshire -22 58 £45,000 -10.00% 11
Surrey +14 57 £58,000 +16.00% 5
Berkshire -49 54 £55,000 -12.00% 5
Edinburgh +11 49 £53,750 -6.52% 4
Leeds -4 46 £45,000 -10.00% 10
Cheshire +55 38 £36,750 -22.63% 3
Wales +13 34 £35,000 - 3
South Wales +7 31 £35,000 - 1
Newport +7 28 £35,000 - 1
Cambridgeshire +28 27 £53,500 +50.70% 1
East Midlands -18 27 £50,000 -13.04% 7
Hertfordshire +14 26 £55,000 +34.14% 5
Brighton +2 24 £43,500 -13.00% 1
East Sussex -3 24 £43,500 -20.90% 1
Oxfordshire -12 23 £62,500 +13.63% 4
Watford +13 22 £55,000 +34.14% 1
Birmingham -39 22 £51,250 +5.67% 2
Merseyside - 22 £45,000 - 2
Liverpool - 22 £45,000 - 2

Data Modelling
Top 30 Related IT Skills

For the 6 months to 27 September 2016, 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 1646 (49.36%) SQL
2 1365 (40.93%) Business Intelligence
3 1115 (33.43%) Finance
4 1069 (32.05%) Data Warehouse
5 1037 (31.09%) ETL
6 903 (27.08%) Agile Software Development
7 898 (26.93%) SQL Server
8 794 (23.81%) Oracle
9 779 (23.36%) Analytical Skills
10 665 (19.94%) Microsoft
11 646 (19.37%) Analytics
12 598 (17.93%) SQL Server Integration Services
13 578 (17.33%) Degree
14 505 (15.14%) Java
15 475 (14.24%) SQL Server Reporting Services
16 431 (12.92%) T-SQL
17 421 (12.62%) Data Management
18 407 (12.20%) Big Data
19 399 (11.96%) Data Architecture
20 371 (11.12%) SDLC
21 360 (10.79%) SQL Server Analysis Services
22 353 (10.58%) Data Analysis
22 353 (10.58%) MS Excel
23 350 (10.49%) Data Quality
24 313 (9.39%) Relational Database
25 312 (9.36%) Retail
26 303 (9.09%) Management Information System
27 302 (9.06%) .NET
28 298 (8.94%) PL/SQL
28 298 (8.94%) Visualisation

Data Modelling
Top Related 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
1 158 (4.74%) SAS
2 112 (3.36%) Apache Spark
3 80 (2.40%) SharePoint
4 78 (2.34%) Confluence
5 59 (1.77%) CMS
6 52 (1.56%) Elasticsearch
7 46 (1.38%) Apache Pig
8 36 (1.08%) WebLogic
9 25 (0.75%) JBoss
10 23 (0.69%) Apache Solr
11 20 (0.60%) Apache
12 15 (0.45%) IIS
13 14 (0.42%) BizTalk Server
14 12 (0.36%) Adobe Experience Manager
15 11 (0.33%) NServiceBus
16 10 (0.30%) Oracle Workflow
16 10 (0.30%) SharePoint 2013
17 9 (0.27%) Tomcat
18 8 (0.24%) Alfresco
18 8 (0.24%) NetWeaver
Applications
1 353 (10.58%) MS Excel
2 110 (3.30%) SPSS
3 100 (3.00%) MS Office
4 65 (1.95%) MS Visio
5 57 (1.71%) MS PowerPoint
6 11 (0.33%) Spreadsheet
7 10 (0.30%) Stata
8 7 (0.21%) MS Project
9 3 (0.090%) Mathematica
10 2 (0.060%) CPLEX
10 2 (0.060%) Moqups
11 1 (0.030%) EViews
11 1 (0.030%) S-PLUS
Business Applications
1 51 (1.53%) Oracle EBS
2 44 (1.32%) Dynamics CRM
3 34 (1.02%) FastStats
4 33 (0.99%) Oracle EBS R12
5 31 (0.93%) Oracle 11i
6 25 (0.75%) SAP Oil and Gas
7 24 (0.72%) SAP CRM
8 23 (0.69%) SAP BPC
9 21 (0.63%) Markit EDM
9 21 (0.63%) SAP MDM
10 20 (0.60%) Cognos Business Intelligence
11 19 (0.57%) Oracle Applications
12 18 (0.54%) SAP ERP
13 17 (0.51%) Cognos TM1
13 17 (0.51%) Oracle Financials
14 16 (0.48%) Oracle CRM
14 16 (0.48%) SAP ECC
14 16 (0.48%) SAP hybris
15 14 (0.42%) SAP HR
16 10 (0.30%) Dynamics AX
Cloud Services
1 163 (4.89%) Amazon AWS
2 84 (2.52%) Microsoft Azure
3 54 (1.62%) SaaS
4 53 (1.59%) GitHub
5 30 (0.90%) Amazon S3
6 29 (0.87%) Google Analytics
7 28 (0.84%) Amazon EC2
8 25 (0.75%) Cloud Computing
9 23 (0.69%) Force.com
10 22 (0.66%) PaaS
11 17 (0.51%) Google Cloud Platform
11 17 (0.51%) IaaS
12 15 (0.45%) Oracle CX
13 11 (0.33%) Amazon EMR
13 11 (0.33%) iPaaS
13 11 (0.33%) Office 365
14 10 (0.30%) Google Drive
15 6 (0.18%) Amazon Kinesis
15 6 (0.18%) Heroku
16 2 (0.060%) SmartFocus
Communications & Networking
1 76 (2.28%) Internet
2 28 (0.84%) HTTP
3 21 (0.63%) Firewall
4 19 (0.57%) DNS
5 15 (0.45%) Multicast
5 15 (0.45%) TCP/IP
6 14 (0.42%) SAN
7 10 (0.30%) Intranet
7 10 (0.30%) NAS
7 10 (0.30%) Skype
8 8 (0.24%) HTTPS
8 8 (0.24%) LDAP
9 5 (0.15%) Extranet
9 5 (0.15%) FTP
10 4 (0.12%) SMS
10 4 (0.12%) Wireless
11 3 (0.090%) Ethernet
11 3 (0.090%) SNMP
11 3 (0.090%) SSH
11 3 (0.090%) VoIP
Database & Business Intelligence
1 1069 (32.05%) Data Warehouse
2 898 (26.93%) SQL Server
3 598 (17.93%) SQL Server Integration Services
4 475 (14.24%) SQL Server Reporting Services
5 407 (12.20%) Big Data
6 360 (10.79%) SQL Server Analysis Services
7 313 (9.39%) Relational Database
8 272 (8.16%) QlikView
9 265 (7.95%) Hadoop
10 261 (7.83%) BusinessObjects
11 184 (5.52%) Oracle Database
12 178 (5.34%) NoSQL
13 174 (5.22%) SQL Server 2012
14 171 (5.13%) Power BI
15 169 (5.07%) MySQL
16 159 (4.77%) SQL Server 2008
17 137 (4.11%) OLAP
18 128 (3.84%) SQL Server 2014
19 109 (3.27%) Data Mining
20 98 (2.94%) Apache Hive
Development Applications
1 172 (5.16%) JIRA
2 93 (2.79%) Team Foundation Server
3 82 (2.46%) ERwin
4 80 (2.40%) Talend Open Studio
5 73 (2.19%) Visual Studio
6 71 (2.13%) Git (software)
7 66 (1.98%) Jenkins
8 42 (1.26%) Cucumber
9 31 (0.93%) Subversion
10 26 (0.78%) JUnit
10 26 (0.78%) Selenium
11 24 (0.72%) Balsamiq Mockups
12 23 (0.69%) RSpec
13 22 (0.66%) Oracle Forms
14 21 (0.63%) Eclipse
15 15 (0.45%) Maven
15 15 (0.45%) Rational DOORS
16 14 (0.42%) PowerDesigner
17 13 (0.39%) Vagrant
18 12 (0.36%) TeamCity
General
1 1115 (33.43%) Finance
2 312 (9.36%) Retail
3 252 (7.56%) Banking
4 151 (4.53%) Marketing
5 102 (3.06%) Telecoms
6 92 (2.76%) Legal
7 73 (2.19%) Investment Banking
8 66 (1.98%) Publishing
9 64 (1.92%) Automotive
10 61 (1.83%) Games
11 60 (1.80%) Front Office
12 56 (1.68%) Advertising
13 54 (1.62%) Law
14 48 (1.44%) Manufacturing
15 42 (1.26%) Aerospace
16 41 (1.23%) Financial Institution
17 34 (1.02%) Back Office
18 23 (0.69%) Pharmaceutical
19 21 (0.63%) French Language
20 14 (0.42%) Retail Banking
Job Titles
1 1059 (31.75%) Developer
2 820 (24.59%) Analyst
3 641 (19.22%) Architect
4 413 (12.38%) Data Architect
5 367 (11.00%) Business Analyst
6 263 (7.89%) Business Intelligence Developer
7 261 (7.83%) SQL Developer
8 218 (6.54%) Data Analyst
9 188 (5.64%) Senior Developer
10 182 (5.46%) Consultant
11 132 (3.96%) DBA
12 121 (3.63%) Business Intelligence Analyst
13 118 (3.54%) Solutions Architect
14 114 (3.42%) SSIS Developer
15 109 (3.27%) Oracle Developer
16 106 (3.18%) Data Modeller
17 100 (3.00%) Business Developer
18 99 (2.97%) SQL DBA
19 98 (2.94%) Senior Analyst
20 87 (2.61%) Java Developer
Libraries, Frameworks & Software Standards
1 302 (9.06%) .NET
2 297 (8.91%) XML
3 228 (6.84%) Web Services
4 191 (5.73%) HTML
5 143 (4.29%) REST
6 135 (4.05%) CSS
7 129 (3.87%) MDX
8 121 (3.63%) SOAP
9 98 (2.94%) .NET Framework
10 84 (2.52%) AngularJS
11 83 (2.49%) HTML5
12 80 (2.40%) Spring
13 79 (2.37%) jQuery
14 66 (1.98%) ASP.NET
14 66 (1.98%) XML Schema
15 64 (1.92%) JSON
16 62 (1.86%) Node.js
17 60 (1.80%) Middleware
18 51 (1.53%) RESTful
19 44 (1.32%) JMS
Miscellaneous
1 779 (23.36%) Analytical Skills
2 303 (9.09%) Management Information System
3 298 (8.94%) Visualisation
4 285 (8.55%) Data Integration
5 260 (7.80%) Computer Science
6 176 (5.28%) Data Structures
7 130 (3.90%) Statistics
8 123 (3.69%) Mathematics
9 112 (3.36%) Enterprise Software
10 69 (2.07%) Algorithms
11 56 (1.68%) Replication
11 56 (1.68%) User Experience
12 54 (1.62%) Credit Risk
13 49 (1.47%) Economics
14 46 (1.38%) Reference Data
15 40 (1.20%) Taxonomies
16 39 (1.17%) Virtual Team
17 38 (1.14%) NHS
18 36 (1.08%) Fixed Income
19 33 (0.99%) Derivative
Operating Systems
1 162 (4.86%) Linux
2 132 (3.96%) Unix
3 131 (3.93%) Windows
4 23 (0.69%) Apple iOS
5 17 (0.51%) Android
5 17 (0.51%) Windows Server
6 14 (0.42%) Red Hat Enterprise Linux
7 9 (0.27%) Windows Server 2008
8 8 (0.24%) Ubuntu
9 6 (0.18%) Windows Server 2012
10 5 (0.15%) Debian
11 4 (0.12%) CentOS
12 3 (0.090%) Windows Server 2003
13 2 (0.060%) Solaris
13 2 (0.060%) Windows 8
14 1 (0.030%) AIX
14 1 (0.030%) Windows 2000
14 1 (0.030%) Windows 7
14 1 (0.030%) Windows Vista
14 1 (0.030%) Windows XP
Processes & Methodologies
1 1365 (40.93%) Business Intelligence
2 1037 (31.09%) ETL
3 903 (27.08%) Agile Software Development
4 646 (19.37%) Analytics
5 421 (12.62%) Data Management
6 399 (11.96%) Data Architecture
7 371 (11.12%) SDLC
8 353 (10.58%) Data Analysis
9 296 (8.88%) UML
10 289 (8.67%) Business Analysis
11 271 (8.13%) Logical Data Model
12 270 (8.10%) Scrum
13 267 (8.01%) Migration
14 266 (7.98%) SOA
15 259 (7.77%) Stakeholder Management
16 258 (7.74%) CRM
17 248 (7.44%) Performance Tuning
18 247 (7.41%) Data Analytics
19 242 (7.26%) Project Management
20 241 (7.23%) Data Governance
Programming Languages
1 1646 (49.36%) SQL
2 505 (15.14%) Java
3 431 (12.92%) T-SQL
4 298 (8.94%) PL/SQL
5 243 (7.29%) Python
6 235 (7.05%) C#
7 224 (6.72%) JavaScript
8 135 (4.05%) C++
9 115 (3.45%) VBA
10 111 (3.33%) C
11 102 (3.06%) R
12 91 (2.73%) Shell Script
13 80 (2.40%) Scala
14 76 (2.28%) PHP
15 70 (2.10%) PowerShell
16 69 (2.07%) Perl
17 53 (1.59%) ABAP
18 50 (1.50%) Data Analysis Expressions (DAX)
19 47 (1.41%) Ruby
20 38 (1.14%) VB
Qualifications
1 578 (17.33%) Degree
2 92 (2.76%) ISEB
3 90 (2.70%) Security Cleared
4 44 (1.32%) SC Cleared
5 40 (1.20%) Microsoft Certification
6 28 (0.84%) PhD
7 19 (0.57%) ITIL Certification
8 17 (0.51%) IIBA
8 17 (0.51%) MCP
9 16 (0.48%) DV Cleared
10 15 (0.45%) ITIL Foundation Certificate
10 15 (0.45%) Oracle Certification
11 14 (0.42%) MCSA
12 13 (0.39%) PMI Certification
13 12 (0.36%) MCITP
14 11 (0.33%) OCP
15 10 (0.30%) MBA
15 10 (0.30%) PRINCE2 Certification
16 9 (0.27%) ISTQB
17 8 (0.24%) MCTS
Quality Assurance & Compliance
1 350 (10.49%) Data Quality
2 143 (4.29%) QA
3 31 (0.93%) SLA
4 16 (0.48%) MiFID
5 15 (0.45%) ISO/IEC 27001
6 13 (0.39%) PCI DSS
7 10 (0.30%) JSP 440
8 8 (0.24%) CRD IV
9 5 (0.15%) Dodd-Frank
10 4 (0.12%) COBIT
10 4 (0.12%) Solvency II
11 3 (0.090%) Basel III
11 3 (0.090%) COREP
11 3 (0.090%) EMIR
11 3 (0.090%) FINREP
11 3 (0.090%) IAS 39
12 2 (0.060%) ISO 9000
12 2 (0.060%) ISO 9001
12 2 (0.060%) ISO20022
12 2 (0.060%) SEPA
System Software
1 28 (0.84%) HDFS
2 21 (0.63%) Apache Flume
3 19 (0.57%) Oracle RAC
4 14 (0.42%) Docker
5 10 (0.30%) VMware ESX
5 10 (0.30%) VMware ESXi
6 8 (0.24%) Active Directory
7 5 (0.15%) Veritas Cluster Server
7 5 (0.15%) Virtual Machines
8 3 (0.090%) VMware Infrastructure
9 2 (0.060%) GridGain
9 2 (0.060%) vCloud
10 1 (0.030%) Apache ZooKeeper
10 1 (0.030%) Btrfs
10 1 (0.030%) Gluster
10 1 (0.030%) GPFS
10 1 (0.030%) Shibboleth
10 1 (0.030%) SRDF
10 1 (0.030%) Varnish
Systems Management
1 43 (1.29%) Puppet
2 22 (0.66%) Ansible
3 19 (0.57%) Opscode Chef
4 15 (0.45%) Control-M
5 11 (0.33%) Hadoop YARN
6 10 (0.30%) SCOM
7 9 (0.27%) Failover Clustering
8 8 (0.24%) Oracle Enterprise Manager
9 7 (0.21%) Data Guard
9 7 (0.21%) Oozie
9 7 (0.21%) Oracle EDQ
10 5 (0.15%) Oracle RMAN
11 3 (0.090%) Grafana
11 3 (0.090%) Kubernetes
11 3 (0.090%) Systems Management Server (SMS)
12 2 (0.060%) Netcool
12 2 (0.060%) Salt
13 1 (0.030%) Kibana
13 1 (0.030%) LiteSpeed
13 1 (0.030%) Mesos
Vendors
1 794 (23.81%) Oracle
2 665 (19.94%) Microsoft
3 272 (8.16%) Tableau
4 271 (8.13%) SAP
5 228 (6.84%) Informatica
6 167 (5.01%) Cognos
7 106 (3.18%) IBM
8 105 (3.15%) Salesforce.com
9 80 (2.40%) Talend
10 70 (2.10%) Teradata
11 63 (1.89%) Google
12 47 (1.41%) Sybase
13 42 (1.26%) Netezza
14 41 (1.23%) Cognizant
15 33 (0.99%) MicroStrategy
15 33 (0.99%) Siebel
16 27 (0.81%) HP
17 24 (0.72%) EXASOL
18 22 (0.66%) Cloudera
18 22 (0.66%) Vertica
City, London
Parallel Consulting
Salary: £65000 - £70000 per annum + excellent benefits
Posted: 3 hours ago
Oxford, Oxfordshire
Corriculo
Salary: Up to £50,000 per annum + 10% Bonus + Benefits
Posted: 1 hour ago
Manchester, Lancashire
Lorien Resourcing
Salary: £45000 - £55000 per annum + +Bonus +Benefits
Posted: 1 hour ago
London
Lorien Resourcing
Salary: £30000 - £38000 per annum + +Bonus +Company Benefits
Posted: Yesterday
West London
Hiring People
Salary: £45k - 75k per year
Posted: 23 hours ago
City, London
Third Republic Ltd
Salary: Up to £95,000 per annum
Posted: 23 hours ago
North West London
Understanding Recruitment
Salary: £45000.00 - £60000.00 per annum + benefits
Posted: Yesterday
East London
Opus Recruitment Solutions Ltd
Salary: £45000 - £55000 per annum
Posted: Yesterday
Coventry, West Midlands (County)
The Coventry Building Society
Salary: £32,851 - 49,277 per year + Benefits
Posted: 2 hours ago
London
Marcus Donald People
Salary: £70000 - £80000 per annum
Posted: Yesterday
Tunbridge Wells, Kent
Searchability
Salary: £25000 - £30000 per annum + benefits
Posted: 18 hours ago
Milton Keynes, Buckinghamshire
Northern Recruitment Group
Salary: From £40,000 to £40,000 per annum Upto £40,000
Posted: 19 hours ago
London
Digitech Resourcing Ltd
Salary: From £60,000 to £75,000 per annum Great Bens and fantastic onsite faci
Posted: 1 hour ago
City, London
Deerfoot IT Resources Ltd
Salary: £45000 - £55000 per annum
Posted: Yesterday
Glasgow, Lanarkshire
Sopra Steria Recruitment
Salary: From £40,000 to £50,000 per annum Plus benefits
Posted: 19 hours ago
Edinburgh & Lothians
Meraki Talent Ltd
Salary: Excellent plus bonus and benefits
Posted: Yesterday
Wiltshire
Sanderson
Salary: £30000.00 - £40000.00 per annum
Posted: Yesterday
London
Experis Ltd
Salary: £70000 - £90000 per annum
Posted: Yesterday
Southampton, Hampshire
RecruitmentRevolution.com Limited
Salary: From £55,000 to £65,000 per annum + Pension + Flexible Hours
Posted: 14 hours ago
Hertfordshire
McGregor Boyall
Salary: £40000 - £50000 per annum
Posted: 19 hours ago
Nottingham, Nottinghamshire
The Bridge Ltd
Salary: Up to £35,000 per annum
Posted: Yesterday
London
Randstad Technologies
Salary: £50000.00 - £70000.00 per annum + Attractive Bens & Bonus
Posted: 1 hour ago
Bedfordshire
HAYS INFORMATION TECHNOLOGY
Salary: Competitive
Posted: 3 days ago
Berkshire
Austin Fraser
Salary: £55000.00 - £65000.00 per annum + Benefits + Bonus
Posted: 3 days ago
Berkshire
Austin Fraser
Salary: £45000.00 - £55000.00 per annum + Bonus + Benefits
Posted: 3 days ago
Colchester, Essex
Tec Partners
Salary: £40000.00 per annum
Posted: 5 days ago
London
Digitech Resourcing Ltd
Salary: From £40,000 to £65,000 per annum + Package
Posted: Yesterday
London
Open Select Recruitment
Salary: £45000 - £65000 per annum + bonus + benefits
Posted: Yesterday
City, London
Harrington Starr
Salary: £35000 - £55000 per annum + Benefits + Bonus
Posted: 4 days ago
Watford, Hertfordshire
Dupen Recruitment Services
Salary: £60000 - £650000 per annum
Posted: 19 hours ago