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 30 August 2016 with a comparison to the same period over the previous 2 years.

3 months to
30 Aug 2016
Same period 2015 Same period 2014
Data Modelling
Rank 190 169 156
Rank change year-on-year
-21 -13
Permanent jobs citing Data Modelling 1675 2073 2259
As % of all permanent IT jobs located in the UK 1.71% 1.93% 1.97%
As % of the Processes & Methodologies category 1.95% 2.20% 2.31%
Number of salaries quoted 1362 1660 1768
Median salary £57,500 £55,000 £52,000
Median salary % change year-on-year
+4.54% +5.76%
90% offered a salary of more than £37,500 £36,000 £37,309
10% offered a salary of more than £84,500 £82,500 £77,500
UK excluding London median salary £47,500 £47,500 £45,000
% change year-on-year
- +5.55%

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
86015 94271 97867
As % of all permanent IT jobs located in the UK 88.06% 87.58% 85.32%
Number of salaries quoted 71937 77596 78114
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 30 August 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 30 August 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 -26 1549 £57,500 +4.54% 189
London -7 874 £65,000 +8.33% 109
South East -46 250 £50,000 -9.09% 24
City of London -11 134 £60,000 -4.00% 17
North West +32 98 £42,500 -2.51% 12
East of England +6 85 £52,500 +19.31% 6
Yorkshire -12 84 £42,500 -15.00% 12
Scotland +26 77 £52,500 +10.52% 3
West Yorkshire -2 69 £42,500 -15.00% 12
Surrey +52 68 £47,500 -10.79% 2
West Midlands -37 63 £45,000 +9.09% 10
South West -30 62 £42,500 -5.55% 11
Leeds +8 57 £42,500 -15.00% 8
Berkshire -37 57 £55,000 -15.38% 7
Edinburgh +18 51 £53,750 +13.15% 1
Manchester +1 48 £43,750 -12.50% 7
Oxfordshire -8 32 £65,000 +13.04% 4
Cheshire +45 31 £35,000 -17.64% 5
Hertfordshire +27 31 £55,000 +31.73% 3
Hampshire -49 29 £67,125 +49.16% 2
Wales +15 28 £35,000 - 1
Cambridgeshire +15 27 £57,500 +61.97%
Brighton +4 26 £40,000 -20.00% 5
East Sussex +1 26 £40,000 -27.27% 5
South Wales +18 25 £35,000 -
East Midlands -35 24 £45,000 -18.18% 2
Glasgow -2 23 £45,000 -5.26% 1
Watford +32 22 £52,500 +28.04% 1
Newport +8 20 £35,000 -
Slough +11 19 £57,500 +3.13% 1

Data Modelling
Top 30 Related IT Skills

For the 6 months to 30 August 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 1682 (48.67%) SQL
2 1419 (41.06%) Business Intelligence
3 1125 (32.55%) Data Warehouse
4 1112 (32.18%) Finance
5 1045 (30.24%) ETL
6 998 (28.88%) Agile Software Development
7 944 (27.31%) SQL Server
8 832 (24.07%) Analytical Skills
9 781 (22.60%) Oracle
10 688 (19.91%) Microsoft
11 671 (19.42%) Analytics
12 645 (18.66%) SQL Server Integration Services
13 628 (18.17%) Degree
14 533 (15.42%) Java
15 513 (14.84%) SQL Server Reporting Services
16 448 (12.96%) Data Management
17 426 (12.33%) T-SQL
18 397 (11.49%) SDLC
19 396 (11.46%) Data Architecture
20 392 (11.34%) Big Data
21 378 (10.94%) SQL Server Analysis Services
22 367 (10.62%) Data Analysis
23 361 (10.45%) MS Excel
24 348 (10.07%) Relational Database
25 338 (9.78%) Data Quality
26 332 (9.61%) UML
27 318 (9.20%) PL/SQL
28 314 (9.09%) Business Analysis
29 313 (9.06%) XML
30 309 (8.94%) .NET

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
1 160 (4.63%) SAS
2 107 (3.10%) Apache Spark
3 104 (3.01%) SharePoint
4 84 (2.43%) Confluence
5 65 (1.88%) CMS
6 50 (1.45%) Elasticsearch
7 39 (1.13%) Apache Pig
8 32 (0.93%) WebLogic
9 27 (0.78%) JBoss
10 23 (0.67%) Apache Solr
11 20 (0.58%) SharePoint 2013
12 18 (0.52%) Apache
13 16 (0.46%) BizTalk Server
14 15 (0.43%) IIS
15 11 (0.32%) Adobe Experience Manager
15 11 (0.32%) MQSeries
15 11 (0.32%) NServiceBus
15 11 (0.32%) WebSphere
16 8 (0.23%) Alfresco
16 8 (0.23%) Oracle Workflow
Applications
1 361 (10.45%) MS Excel
2 96 (2.78%) SPSS
3 88 (2.55%) MS Visio
4 87 (2.52%) MS Office
5 45 (1.30%) MS PowerPoint
6 15 (0.43%) Spreadsheet
7 9 (0.26%) MS Project
7 9 (0.26%) Stata
8 3 (0.087%) Mathematica
9 2 (0.058%) CPLEX
10 1 (0.029%) EViews
10 1 (0.029%) InDesign
10 1 (0.029%) Moqups
10 1 (0.029%) S-PLUS
Business Applications
1 55 (1.59%) Oracle EBS
2 47 (1.36%) Dynamics CRM
3 42 (1.22%) Oracle EBS R12
4 39 (1.13%) Oracle 11i
5 24 (0.69%) FastStats
6 22 (0.64%) Oracle Applications
6 22 (0.64%) Oracle Financials
7 20 (0.58%) Cognos Business Intelligence
7 20 (0.58%) Markit EDM
8 19 (0.55%) SAP BPC
9 18 (0.52%) SAP Oil and Gas
10 16 (0.46%) Cognos TM1
11 15 (0.43%) SAP MDM
12 14 (0.41%) SAP Business One
12 14 (0.41%) SAP ERP
13 13 (0.38%) Oracle CRM
14 12 (0.35%) SAP ECC
14 12 (0.35%) SAP hybris
15 11 (0.32%) Dynamics AX
15 11 (0.32%) SAP CRM
Cloud Services
1 165 (4.77%) Amazon AWS
2 91 (2.63%) Microsoft Azure
3 59 (1.71%) GitHub
3 59 (1.71%) SaaS
4 29 (0.84%) Force.com
5 28 (0.81%) Amazon EC2
5 28 (0.81%) Cloud Computing
6 23 (0.67%) PaaS
7 22 (0.64%) Amazon S3
8 19 (0.55%) Google Analytics
9 16 (0.46%) IaaS
10 14 (0.41%) Google Cloud Platform
11 13 (0.38%) Office 365
12 11 (0.32%) Google Drive
12 11 (0.32%) Oracle CX
13 8 (0.23%) Amazon EMR
13 8 (0.23%) iPaaS
14 7 (0.20%) Heroku
15 5 (0.14%) Amazon Kinesis
16 3 (0.087%) Veeva
Communications & Networking
1 58 (1.68%) Internet
2 27 (0.78%) HTTP
3 16 (0.46%) TCP/IP
4 15 (0.43%) Multicast
5 13 (0.38%) Firewall
6 12 (0.35%) DNS
7 11 (0.32%) SAN
7 11 (0.32%) Skype
8 8 (0.23%) HTTPS
9 7 (0.20%) NAS
10 5 (0.14%) FTP
10 5 (0.14%) LDAP
11 4 (0.12%) Wireless
12 3 (0.087%) Ethernet
12 3 (0.087%) SNMP
12 3 (0.087%) SSH
13 2 (0.058%) MPLS
13 2 (0.058%) VoIP
14 1 (0.029%) MGCP
14 1 (0.029%) SSL
Database & Business Intelligence
1 1125 (32.55%) Data Warehouse
2 944 (27.31%) SQL Server
3 645 (18.66%) SQL Server Integration Services
4 513 (14.84%) SQL Server Reporting Services
5 392 (11.34%) Big Data
6 378 (10.94%) SQL Server Analysis Services
7 348 (10.07%) Relational Database
8 275 (7.96%) BusinessObjects
9 272 (7.87%) QlikView
10 262 (7.58%) Hadoop
11 195 (5.64%) SQL Server 2012
12 192 (5.56%) Oracle Database
13 175 (5.06%) SQL Server 2008
14 170 (4.92%) MySQL
15 164 (4.75%) NoSQL
16 157 (4.54%) Power BI
17 144 (4.17%) SQL Server 2014
18 126 (3.65%) OLAP
19 116 (3.36%) Data Mining
20 105 (3.04%) RDBMS
Development Applications
1 176 (5.09%) JIRA
2 92 (2.66%) Team Foundation Server
3 81 (2.34%) ERwin
4 76 (2.20%) Git (software)
5 74 (2.14%) Visual Studio
6 71 (2.05%) Jenkins
7 68 (1.97%) Talend Open Studio
8 60 (1.74%) Cucumber
9 40 (1.16%) RSpec
10 35 (1.01%) Subversion
11 34 (0.98%) JUnit
11 34 (0.98%) Selenium
12 28 (0.81%) Balsamiq Mockups
12 28 (0.81%) Oracle Forms
13 18 (0.52%) Eclipse
13 18 (0.52%) PowerDesigner
14 17 (0.49%) Maven
15 15 (0.43%) HP UFT
15 15 (0.43%) Rational DOORS
16 12 (0.35%) JDeveloper
General
1 1112 (32.18%) Finance
2 301 (8.71%) Retail
3 253 (7.32%) Banking
4 145 (4.20%) Marketing
5 114 (3.30%) Telecoms
6 96 (2.78%) Legal
7 84 (2.43%) Automotive
8 79 (2.29%) Advertising
9 74 (2.14%) Investment Banking
10 62 (1.79%) Publishing
11 59 (1.71%) Front Office
12 57 (1.65%) Games
13 56 (1.62%) Law
14 46 (1.33%) Aerospace
15 41 (1.19%) Financial Institution
16 40 (1.16%) Manufacturing
17 31 (0.90%) Back Office
18 27 (0.78%) Pharmaceutical
19 23 (0.67%) French Language
20 12 (0.35%) Billing
Job Titles
1 1109 (32.09%) Developer
2 890 (25.75%) Analyst
3 640 (18.52%) Architect
4 435 (12.59%) Business Analyst
5 394 (11.40%) Data Architect
6 275 (7.96%) SQL Developer
7 271 (7.84%) Business Intelligence Developer
8 226 (6.54%) Data Analyst
9 215 (6.22%) Senior Developer
10 198 (5.73%) Consultant
11 133 (3.85%) DBA
12 131 (3.79%) SSIS Developer
13 121 (3.50%) Business Intelligence Analyst
14 119 (3.44%) Oracle Developer
15 106 (3.07%) Business Intelligence Consultant
16 105 (3.04%) Solutions Architect
17 103 (2.98%) SQL DBA
18 99 (2.86%) Senior Analyst
19 97 (2.81%) Java Developer
20 95 (2.75%) Business Developer
Libraries, Frameworks & Software Standards
1 313 (9.06%) XML
2 309 (8.94%) .NET
3 239 (6.92%) Web Services
4 210 (6.08%) HTML
5 167 (4.83%) CSS
6 146 (4.22%) MDX
7 143 (4.14%) REST
8 121 (3.50%) SOAP
9 98 (2.84%) AngularJS
10 95 (2.75%) .NET Framework
11 94 (2.72%) HTML5
12 83 (2.40%) Spring
13 76 (2.20%) jQuery
14 73 (2.11%) ASP.NET
15 70 (2.03%) JSON
15 70 (2.03%) XML Schema
16 58 (1.68%) Node.js
17 50 (1.45%) JMS
18 47 (1.36%) Middleware
19 46 (1.33%) RESTful
Miscellaneous
1 832 (24.07%) Analytical Skills
2 304 (8.80%) Data Integration
3 300 (8.68%) Visualisation
4 292 (8.45%) Management Information System
5 284 (8.22%) Computer Science
6 190 (5.50%) Data Structures
7 137 (3.96%) Statistics
8 125 (3.62%) Mathematics
9 123 (3.56%) Enterprise Software
10 77 (2.23%) User Experience
11 62 (1.79%) Replication
12 60 (1.74%) Algorithms
13 55 (1.59%) Economics
14 47 (1.36%) Credit Risk
15 42 (1.22%) Fixed Income
16 40 (1.16%) Reference Data
16 40 (1.16%) Taxonomies
17 38 (1.10%) Virtual Team
18 36 (1.04%) Fintech
19 34 (0.98%) Derivative
Operating Systems
1 171 (4.95%) Linux
2 141 (4.08%) Unix
3 131 (3.79%) Windows
4 24 (0.69%) Apple iOS
5 18 (0.52%) Android
6 15 (0.43%) Windows Server
7 12 (0.35%) Red Hat Enterprise Linux
8 8 (0.23%) Windows Server 2008
9 7 (0.20%) Ubuntu
10 5 (0.14%) Windows Server 2012
11 3 (0.087%) CentOS
11 3 (0.087%) Windows Server 2003
12 2 (0.058%) Debian
12 2 (0.058%) Solaris
12 2 (0.058%) Windows 8
13 1 (0.029%) Windows 2000
13 1 (0.029%) Windows 7
13 1 (0.029%) Windows Vista
13 1 (0.029%) Windows XP
Processes & Methodologies
1 1419 (41.06%) Business Intelligence
2 1045 (30.24%) ETL
3 998 (28.88%) Agile Software Development
4 671 (19.42%) Analytics
5 448 (12.96%) Data Management
6 397 (11.49%) SDLC
7 396 (11.46%) Data Architecture
8 367 (10.62%) Data Analysis
9 332 (9.61%) UML
10 314 (9.09%) Business Analysis
11 291 (8.42%) Scrum
12 277 (8.02%) Logical Data Model
12 277 (8.02%) Project Management
13 275 (7.96%) Stakeholder Management
14 274 (7.93%) SOA
15 272 (7.87%) Performance Tuning
16 256 (7.41%) Data Governance
17 243 (7.03%) CRM
18 242 (7.00%) Migration
19 239 (6.92%) Data Analytics
Programming Languages
1 1682 (48.67%) SQL
2 533 (15.42%) Java
3 426 (12.33%) T-SQL
4 318 (9.20%) PL/SQL
5 245 (7.09%) JavaScript
6 238 (6.89%) Python
7 235 (6.80%) C#
8 154 (4.46%) C++
9 115 (3.33%) C
10 103 (2.98%) VBA
11 94 (2.72%) PHP
12 93 (2.69%) R
13 83 (2.40%) Shell Script
14 71 (2.05%) Perl
15 66 (1.91%) Scala
16 64 (1.85%) PowerShell
16 64 (1.85%) Ruby
17 49 (1.42%) Data Analysis Expressions (DAX)
18 46 (1.33%) ABAP
19 39 (1.13%) VB
Qualifications
1 628 (18.17%) Degree
2 97 (2.81%) ISEB
3 80 (2.31%) Security Cleared
4 42 (1.22%) Microsoft Certification
4 42 (1.22%) SC Cleared
5 29 (0.84%) PhD
6 17 (0.49%) IIBA
6 17 (0.49%) MCP
7 15 (0.43%) ITIL Foundation Certificate
8 14 (0.41%) MCSA
8 14 (0.41%) PRINCE2 Certification
9 13 (0.38%) DV Cleared
9 13 (0.38%) ISTQB
9 13 (0.38%) ITIL Certification
9 13 (0.38%) MBA
9 13 (0.38%) Oracle Certification
9 13 (0.38%) PMI Certification
10 12 (0.35%) MCITP
11 9 (0.26%) CBAP
11 9 (0.26%) OCP
Quality Assurance & Compliance
1 338 (9.78%) Data Quality
2 171 (4.95%) QA
3 34 (0.98%) SLA
4 15 (0.43%) ISO/IEC 27001
5 14 (0.41%) MiFID
5 14 (0.41%) PCI DSS
6 11 (0.32%) JSP 440
7 7 (0.20%) CRD IV
8 5 (0.14%) GAAP
8 5 (0.14%) IAS 39
8 5 (0.14%) ISO 9001
8 5 (0.14%) Solvency II
9 4 (0.12%) Dodd-Frank
9 4 (0.12%) ISO 9000
9 4 (0.12%) SEPA
10 3 (0.087%) COREP
10 3 (0.087%) EMIR
10 3 (0.087%) FINREP
11 2 (0.058%) Basel III
11 2 (0.058%) ISO20022
System Software
1 20 (0.58%) Apache Flume
1 20 (0.58%) Oracle RAC
2 19 (0.55%) HDFS
3 11 (0.32%) Active Directory
4 10 (0.29%) Docker
5 7 (0.20%) VMware ESX
5 7 (0.20%) VMware ESXi
6 5 (0.14%) Veritas Cluster Server
6 5 (0.14%) VMware Infrastructure
7 4 (0.12%) Virtual Machines
8 3 (0.087%) vCloud
9 2 (0.058%) GridGain
10 1 (0.029%) Apache ZooKeeper
10 1 (0.029%) Btrfs
10 1 (0.029%) Gluster
10 1 (0.029%) GPFS
10 1 (0.029%) Shibboleth
10 1 (0.029%) SRDF
10 1 (0.029%) Varnish
10 1 (0.029%) vSphere
Systems Management
1 49 (1.42%) Puppet
2 21 (0.61%) Ansible
3 18 (0.52%) Opscode Chef
4 15 (0.43%) Control-M
5 8 (0.23%) Data Guard
6 7 (0.20%) Failover Clustering
6 7 (0.20%) Oracle EDQ
6 7 (0.20%) Oracle Enterprise Manager
6 7 (0.20%) SCOM
7 5 (0.14%) Hadoop YARN
7 5 (0.14%) Oozie
7 5 (0.14%) Oracle RMAN
8 3 (0.087%) Grafana
8 3 (0.087%) Kubernetes
8 3 (0.087%) Systems Management Server (SMS)
9 2 (0.058%) Netcool
10 1 (0.029%) CA Single Sign-On
10 1 (0.029%) LiteSpeed
10 1 (0.029%) Mesos
10 1 (0.029%) Xymon
Vendors
1 781 (22.60%) Oracle
2 688 (19.91%) Microsoft
3 279 (8.07%) Tableau
4 260 (7.52%) SAP
5 253 (7.32%) Informatica
6 159 (4.60%) Cognos
7 117 (3.39%) Salesforce.com
8 107 (3.10%) IBM
9 71 (2.05%) Teradata
10 68 (1.97%) Talend
11 55 (1.59%) Google
12 44 (1.27%) Sybase
13 41 (1.19%) Netezza
14 36 (1.04%) MicroStrategy
15 35 (1.01%) Cognizant
16 34 (0.98%) EXASOL
17 33 (0.95%) Hyperion
18 27 (0.78%) Ab Initio
19 26 (0.75%) HP
20 22 (0.64%) Siebel
Leeds, West Yorkshire
onezeero.
Salary: £45000 - £55000 per annum
Posted: 1 hour ago
Gloucester, Gloucestershire
Lloyds Banking Group
Posted: 22 hours ago
City, London
Client Server
Salary: £45k to £55k + benefits
Posted: 22 hours ago
London
Eutopia Solutions Ltd
Salary: £32000 - £37000 per annum + corporate benefits
Posted: 3 days ago
Leeds, West Yorkshire
Fruition IT Resources Limited
Salary: £40000.00 - £50000.00 per annum + Benefits
Posted: 3 days ago
London
Vantage Recruitment Solutions Ltd
Salary: From £40,000 to £50,000 per annum + Benefits
Posted: 3 days ago
Bingley, West Yorkshire
Computershare Investor Services
Salary: Employee Share Plan
Posted: 3 days ago
London
Information Technology Services
Salary: £60k - 80k per year + Benefits
Posted: Yesterday
City, London
Experis Ltd
Salary: £36000.00 - £47500.00 per annum + benefits
Posted: 2 days ago
London
Lawrence Harvey Enterprise
Salary: £45000.00 per annum + Holiday buy/sale, Bonus etc
Posted: 4 days ago
Bath, Avon
CPS Group UK
Salary: £33000 - £40000 per annum + pension
Posted: 5 days ago
North West London
Brightred Resourcing Limited
Salary: From £50,000 to £60,000 per annum
Posted: 4 days ago
Suffolk
Vantage Recruitment Solutions Ltd
Salary: From £50,000 to £60,000 per annum + Benefits
Posted: 3 days ago
London
Venturi
Salary: £65000 - £70000 per annum + Bonus + Benefits
Posted: 3 days ago
London
Digital Gurus
Salary: £50000 - £60000 Per Annum + benefits
Posted: 3 days ago
City, London
Evolution Recruitment Solutions
Salary: 38,000 + Benefits
Posted: 5 days ago
North East
Ideal Training
Salary: £31000 - £41000 per annum + Base + Package
Posted: 4 days ago
Brighton, East Sussex
HAYS INFORMATION TECHNOLOGY
Salary: £40000 - £50000 per annum + benefits
Posted: 5 days ago
Brighton, East Sussex
Search Consultancy
Posted: 3 days ago
Bingley, West Yorkshire
The Bridge Ltd
Salary: Annual Bonus, 33 days Holiday, Cont Pension, Life Assurance
Posted: 3 days ago
London
Polar Recruitment
Salary: £230 per day
Posted: 3 days ago
Chester, Cheshire
Applause IT Innovation
Salary: £35000 - £55000 per annum + + Great Benefits
Posted: 4 days ago
London
Harvey Nash plc
Salary: £80000 - £85000 per annum + Bonus & Excellent Package
Posted: 5 days ago
Wells, Somerset
Harvey Nash plc
Salary: £40000 - £50000 per annum + Benefits
Posted: 5 days ago
Manchester, Lancashire
Adria Solutions Ltd
Salary: £35000 - £42000 per annum + Benefits
Posted: 5 days ago
East London
Cognizant
Posted: 4 days ago
London
McGregor Boyall
Salary: £55000 - £60000 per annum + Benefits
Posted: 5 days ago
Brighton, East Sussex
Search Consultancy
Salary: £40000 - £46045.00 per annum + bonus+pension
Posted: 5 days ago
Surrey
Harvey Nash plc
Salary: £70000 - £75000 per annum + + Package
Posted: 3 days ago
London
Talent International
Salary: £30000 per annum + Benefits
Posted: 5 days ago