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 24 February 2017 with a comparison to the same period over the previous 2 years.

3 months to
24 Feb 2017
Same period 2016 Same period 2015
Data Modelling
UK
Rank 178 156 165
Rank change year-on-year
-22 +9
Permanent jobs citing Data Modelling 1569 2147 2068
As % of all permanent IT jobs located in the UK 1.86% 2.10% 1.94%
As % of the Processes & Methodologies category 2.10% 2.38% 2.23%
Number of salaries quoted 1289 1674 1594
Median salary £55,000 £55,000 £52,500
Median salary % change year-on-year
- +4.76%
90% offered a salary of more than £37,500 £37,000 £37,500
10% offered a salary of more than £80,000 £80,000 £77,500
UK excluding London median salary £48,000 £47,500 £46,377
% change year-on-year
+1.05% +2.42%

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
74798 90228 92581
As % of all permanent IT jobs located in the UK 88.80% 88.29% 86.67%
Number of salaries quoted 61505 74906 75759
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 £31,500
10% offered a salary of more than £77,500 £74,500 £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 24 February 2017 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 24 February 2017. 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 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 -17 1465 £55,000 - 187
London -38 672 £65,000 +4.00% 88
South East +13 260 £55,000 +10.00% 35
North West +18 119 £45,000 -7.69% 10
East of England +55 113 £55,000 +5.76% 10
Yorkshire +6 113 £45,000 - 12
City of London -23 103 £65,000 +5.69% 23
West Yorkshire +12 86 £45,000 -5.26% 9
Manchester -14 82 £47,500 -5.00% 4
Oxfordshire +57 69 £62,500 +11.11% 8
Scotland -9 69 £50,750 -7.72% 8
West Midlands -38 69 £42,500 - 10
Leeds +8 56 £42,500 -15.00% 7
East Midlands -14 49 £50,000 -4.76% 13
Berkshire -28 47 £55,000 +22.22% 9
Surrey +27 44 £55,000 - 6
South West -43 39 £43,500 +4.81% 7
Edinburgh -18 38 £70,000 +40.00% 5
Essex +36 30 £57,500 +10.57% 5
Glasgow -6 29 £45,000 -18.18% 2
Warwickshire +25 28 £45,000 -5.75% 4
Suffolk +36 25 £55,000 -8.33% 2
Northamptonshire +17 25 £50,000 -4.76% 6
West Sussex +10 23 £58,750 +6.81%
Buckinghamshire +27 22 £45,000 -28.00%
Kent +30 21 £30,000 -50.00% 1
Hertfordshire +12 21 £60,000 +17.07% 2
Hampshire +12 20 £43,750 -2.77% 9
Oxford +14 19 £47,500 +15.85% 7
Merseyside +12 18 £45,000 +38.46% 1

Data Modelling
Top 30 Related IT Skills

For the 6 months to 24 February 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 1626 (51.93%) SQL
2 1258 (40.18%) Business Intelligence
3 1015 (32.42%) Finance
4 997 (31.84%) Data Warehouse
5 913 (29.16%) ETL
6 907 (28.97%) SQL Server
7 853 (27.24%) Agile Software Development
8 670 (21.40%) Oracle
9 625 (19.96%) Analytical Skills
10 603 (19.26%) Microsoft
11 590 (18.84%) Analytics
12 562 (17.95%) SQL Server Integration Services
13 486 (15.52%) Java
14 470 (15.01%) Degree
14 470 (15.01%) SQL Server Reporting Services
15 430 (13.73%) T-SQL
16 426 (13.61%) Data Architecture
17 414 (13.22%) Big Data
18 374 (11.95%) Data Management
19 335 (10.70%) SQL Server Analysis Services
20 331 (10.57%) .NET
20 331 (10.57%) MS Excel
21 326 (10.41%) Relational Database
22 318 (10.16%) Data Analysis
23 316 (10.09%) Logical Data Model
24 314 (10.03%) Data Quality
25 309 (9.87%) JavaScript
26 290 (9.26%) Business Analysis
27 283 (9.04%) Migration
28 278 (8.88%) C#

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
1 137 (4.38%) Apache Spark
2 110 (3.51%) SAS
3 90 (2.87%) SharePoint
4 83 (2.65%) Oracle SOA Suite
5 73 (2.33%) JBoss
6 58 (1.85%) Apache Pig
7 54 (1.72%) Confluence
8 35 (1.12%) WebLogic
9 34 (1.09%) Apache
10 30 (0.96%) Tomcat
11 25 (0.80%) CMS
12 24 (0.77%) Elasticsearch
13 19 (0.61%) IIS
13 19 (0.61%) OpenStack
14 17 (0.54%) WebSphere
15 16 (0.51%) Oracle Workflow
16 9 (0.29%) Cloud Foundry
17 8 (0.26%) Apache Solr
17 8 (0.26%) NetWeaver
17 8 (0.26%) WildFly
Applications
1 331 (10.57%) MS Excel
2 75 (2.40%) MS Office
3 58 (1.85%) SPSS
4 51 (1.63%) MS Visio
5 41 (1.31%) MS PowerPoint
6 18 (0.57%) Spreadsheet
7 9 (0.29%) Photoshop
8 4 (0.13%) Moqups
9 3 (0.096%) MS Project
10 2 (0.064%) SPSS Modeler
10 2 (0.064%) Weka
11 1 (0.032%) Mathematica
11 1 (0.032%) Stata
Business Applications
1 39 (1.25%) Dynamics CRM
2 29 (0.93%) SAP ERP
3 28 (0.89%) SAP HR
4 24 (0.77%) SAP MDM
5 23 (0.73%) Oracle EBS
6 21 (0.67%) Oracle BPM
6 21 (0.67%) Oracle EBS R12
6 21 (0.67%) SAP ECC
6 21 (0.67%) SAP Hybris
7 20 (0.64%) SAP CRM
8 19 (0.61%) Oracle 11i
9 18 (0.57%) Dynamics AX
9 18 (0.57%) FastStats
10 17 (0.54%) SAP Oil and Gas
11 16 (0.51%) SAP IS-U
12 13 (0.42%) Oracle ERP
13 10 (0.32%) Oracle Applications
14 9 (0.29%) Cognos TM1
15 8 (0.26%) Radian6
15 8 (0.26%) SAP BPC
Cloud Services
1 169 (5.40%) Amazon AWS
2 106 (3.39%) Microsoft Azure
3 47 (1.50%) SaaS
4 43 (1.37%) GitHub
5 42 (1.34%) Amazon S3
6 39 (1.25%) Google Analytics
7 29 (0.93%) Google Cloud Platform
8 26 (0.83%) Force.com
8 26 (0.83%) PaaS
9 19 (0.61%) IaaS
10 12 (0.38%) Amazon EC2
10 12 (0.38%) Amazon EMR
10 12 (0.38%) Cloud Computing
11 9 (0.29%) Amazon SQS
12 8 (0.26%) Heroku
12 8 (0.26%) Oracle CX
13 7 (0.22%) Boomi
14 6 (0.19%) Office 365
15 5 (0.16%) Azure Machine Learning
16 4 (0.13%) iPaaS
Communications & Networking
1 105 (3.35%) Internet
2 38 (1.21%) Intranet
3 33 (1.05%) Firewall
4 22 (0.70%) DNS
5 20 (0.64%) SAN
6 19 (0.61%) HTTP
7 17 (0.54%) LDAP
8 13 (0.42%) NAS
9 10 (0.32%) Kerberos
10 9 (0.29%) Extranet
11 8 (0.26%) SSH
12 7 (0.22%) LAN
12 7 (0.22%) TCP/IP
12 7 (0.22%) WAN
13 6 (0.19%) DHCP
13 6 (0.19%) Multicast
14 5 (0.16%) Skype
14 5 (0.16%) VoIP
15 4 (0.13%) RTP
15 4 (0.13%) UTRAN
Database & Business Intelligence
1 997 (31.84%) Data Warehouse
2 907 (28.97%) SQL Server
3 562 (17.95%) SQL Server Integration Services
4 470 (15.01%) SQL Server Reporting Services
5 414 (13.22%) Big Data
6 335 (10.70%) SQL Server Analysis Services
7 326 (10.41%) Relational Database
8 277 (8.85%) Hadoop
9 241 (7.70%) QlikView
10 240 (7.67%) Power BI
11 222 (7.09%) BusinessObjects
12 187 (5.97%) Oracle Database
13 180 (5.75%) NoSQL
14 179 (5.72%) MySQL
15 149 (4.76%) SQL Server 2008
16 142 (4.54%) RDBMS
17 138 (4.41%) Apache Hive
18 137 (4.38%) SQL Server 2012
19 123 (3.93%) OLAP
20 104 (3.32%) Data Mining
Development Applications
1 145 (4.63%) Talend Open Studio
2 134 (4.28%) JIRA
3 93 (2.97%) Git (software)
4 90 (2.87%) Team Foundation Server
5 81 (2.59%) Visual Studio
6 74 (2.36%) ERwin
7 57 (1.82%) Jenkins
8 36 (1.15%) Toad
9 34 (1.09%) Oracle Forms
10 31 (0.99%) JUnit
11 20 (0.64%) Maven
12 18 (0.57%) Atlassian Bamboo
12 18 (0.57%) Cucumber
12 18 (0.57%) Eclipse
12 18 (0.57%) Subversion
13 17 (0.54%) Selenium
14 16 (0.51%) TeamCity
15 15 (0.48%) Oracle APEX
16 14 (0.45%) Ant
16 14 (0.45%) Sonatype Nexus
General
1 1015 (32.42%) Finance
2 235 (7.51%) Banking
3 232 (7.41%) Retail
4 178 (5.69%) Marketing
5 102 (3.26%) Legal
6 68 (2.17%) Telecoms
7 57 (1.82%) Financial Institution
7 57 (1.82%) Manufacturing
8 54 (1.72%) Investment Banking
9 44 (1.41%) Games
10 43 (1.37%) Publishing
11 42 (1.34%) Law
12 40 (1.28%) Pharmaceutical
13 37 (1.18%) Advertising
14 24 (0.77%) Front Office
15 22 (0.70%) Back Office
16 20 (0.64%) Automotive
17 16 (0.51%) Retail Banking
18 15 (0.48%) Prime Brokerage
19 14 (0.45%) Multimedia
Job Titles
1 957 (30.57%) Developer
2 780 (24.91%) Analyst
3 646 (20.63%) Architect
4 380 (12.14%) Data Architect
5 305 (9.74%) Business Analyst
6 222 (7.09%) Business Intelligence Developer
7 209 (6.68%) SQL Developer
8 192 (6.13%) Data Analyst
9 183 (5.84%) Senior Developer
10 180 (5.75%) Business Intelligence Analyst
11 161 (5.14%) Consultant
12 143 (4.57%) Solutions Architect
13 101 (3.23%) Business Developer
14 100 (3.19%) DBA
15 90 (2.87%) Java Developer
16 84 (2.68%) Data Modeller
17 79 (2.52%) SQL Analyst
18 77 (2.46%) C# Developer
19 74 (2.36%) .NET Developer
19 74 (2.36%) SQL DBA
Libraries, Frameworks & Software Standards
1 331 (10.57%) .NET
2 235 (7.51%) XML
3 229 (7.31%) HTML
4 217 (6.93%) Web Services
5 140 (4.47%) ASP.NET
6 137 (4.38%) CSS
7 133 (4.25%) REST
8 103 (3.29%) SOAP
9 102 (3.26%) AngularJS
10 100 (3.19%) Ajax
11 96 (3.07%) .NET Framework
12 95 (3.03%) Spring
13 86 (2.75%) jQuery
14 85 (2.71%) HTML5
15 69 (2.20%) JSON
16 61 (1.95%) ASP.NET MVC
17 59 (1.88%) RESTful
18 54 (1.72%) MDX
19 53 (1.69%) Middleware
20 47 (1.50%) Node.js
Miscellaneous
1 625 (19.96%) Analytical Skills
2 259 (8.27%) Computer Science
3 230 (7.35%) Management Information System
4 134 (4.28%) Data Structures
5 114 (3.64%) Enterprise Software
6 72 (2.30%) Algorithms
7 65 (2.08%) Fintech
8 54 (1.72%) User Experience
9 52 (1.66%) Reference Data
10 45 (1.44%) Mobile App
11 43 (1.37%) NHS
12 39 (1.25%) Taxonomies
13 37 (1.18%) Credit Risk
14 35 (1.12%) Fixed Income
15 31 (0.99%) Semantic Web
15 31 (0.99%) Virtual Team
16 30 (0.96%) Replication
17 29 (0.93%) Data Centre
18 28 (0.89%) iPad
18 28 (0.89%) Life Science
Operating Systems
1 163 (5.21%) Linux
2 149 (4.76%) Unix
3 114 (3.64%) Windows
4 31 (0.99%) Android
5 22 (0.70%) Apple iOS
6 20 (0.64%) Windows Server
7 11 (0.35%) Red Hat Enterprise Linux
8 10 (0.32%) Mac OS X
9 5 (0.16%) CentOS
9 5 (0.16%) Solaris
10 4 (0.13%) Debian
11 3 (0.096%) Windows Server 2008
11 3 (0.096%) Windows Server 2012
11 3 (0.096%) Windows XP
12 2 (0.064%) Oracle Linux
12 2 (0.064%) Ubuntu
13 1 (0.032%) AIX
13 1 (0.032%) Windows 10
13 1 (0.032%) Windows 8
Processes & Methodologies
1 1258 (40.18%) Business Intelligence
2 913 (29.16%) ETL
3 853 (27.24%) Agile Software Development
4 590 (18.84%) Analytics
5 426 (13.61%) Data Architecture
6 374 (11.95%) Data Management
7 318 (10.16%) Data Analysis
8 316 (10.09%) Logical Data Model
9 290 (9.26%) Business Analysis
10 283 (9.04%) Migration
11 262 (8.37%) Data Integration
12 259 (8.27%) OO
13 232 (7.41%) Scrum
14 227 (7.25%) Software Engineering
15 224 (7.15%) Visualisation
16 221 (7.06%) SDLC
17 215 (6.87%) SOA
18 213 (6.80%) Stakeholder Management
19 210 (6.71%) UML
20 199 (6.36%) Data Analytics
Programming Languages
1 1626 (51.93%) SQL
2 486 (15.52%) Java
3 430 (13.73%) T-SQL
4 309 (9.87%) JavaScript
5 278 (8.88%) C#
6 237 (7.57%) Python
7 201 (6.42%) PL/SQL
8 117 (3.74%) R
9 95 (3.03%) VBA
10 81 (2.59%) Scala
11 76 (2.43%) C
12 65 (2.08%) C++
13 58 (1.85%) Perl
14 49 (1.56%) Shell Script
15 47 (1.50%) VB.NET
16 44 (1.41%) PowerShell
17 43 (1.37%) PHP
18 33 (1.05%) ABAP
19 30 (0.96%) MATLAB
19 30 (0.96%) Ruby
Qualifications
1 470 (15.01%) Degree
2 70 (2.24%) ISEB
3 66 (2.11%) Security Cleared
4 62 (1.98%) PhD
5 35 (1.12%) Microsoft Certification
6 23 (0.73%) SC Cleared
7 21 (0.67%) DV Cleared
7 21 (0.67%) ITIL Certification
8 18 (0.57%) IIBA
9 16 (0.51%) CBAP
9 16 (0.51%) MCSA
10 11 (0.35%) PMI Certification
11 10 (0.32%) ISTQB
12 8 (0.26%) Postgraduate
13 7 (0.22%) CEH
13 7 (0.22%) CISA
13 7 (0.22%) CISM
13 7 (0.22%) CISSP
14 6 (0.19%) MCITP
15 5 (0.16%) Six Sigma Black Belt
Quality Assurance & Compliance
1 314 (10.03%) Data Quality
2 97 (3.10%) QA
3 26 (0.83%) PCI DSS
4 20 (0.64%) SLA
5 17 (0.54%) IFRS
5 17 (0.54%) IFRS 9
6 12 (0.38%) ISO/IEC 27001
7 10 (0.32%) MiFID
8 6 (0.19%) ISO20022
9 5 (0.16%) Solvency II
10 4 (0.13%) CRD IV
10 4 (0.13%) HL7
10 4 (0.13%) IAS 39
11 3 (0.096%) COBIT
11 3 (0.096%) Dodd-Frank
11 3 (0.096%) GDPR
11 3 (0.096%) SNOMED CT
12 2 (0.064%) Basel III
13 1 (0.032%) EMIR
13 1 (0.032%) P3O
System Software
1 37 (1.18%) Docker
1 37 (1.18%) HDFS
2 24 (0.77%) VMware Infrastructure
3 21 (0.67%) Active Directory
4 12 (0.38%) Apache Flume
4 12 (0.38%) Oracle RAC
4 12 (0.38%) VMware ESX
5 10 (0.32%) VMware ESXi
6 5 (0.16%) Virtual Machines
7 4 (0.13%) Firmware
8 2 (0.064%) Apache ZooKeeper
9 1 (0.032%) GridGain
9 1 (0.032%) Samba
9 1 (0.032%) Time Sharing Option
9 1 (0.032%) Virtual Desktop
Systems Management
1 29 (0.93%) Ansible
2 26 (0.83%) Puppet
3 25 (0.80%) Oozie
4 14 (0.45%) Hadoop YARN
5 13 (0.42%) HP Quality Center
6 10 (0.32%) SCOM
7 8 (0.26%) SCCM
8 6 (0.19%) Control-M
8 6 (0.19%) Failover Clustering
8 6 (0.19%) Kubernetes
9 5 (0.16%) Data Guard
9 5 (0.16%) Opscode Chef
9 5 (0.16%) Oracle Enterprise Manager
10 4 (0.13%) HP SiteScope
10 4 (0.13%) Perfmon
11 3 (0.096%) Enterprise Manager Cloud Control
12 2 (0.064%) BladeLogic
12 2 (0.064%) MIMEsweeper
12 2 (0.064%) SQL Sentry
12 2 (0.064%) WebSphere Cast Iron
Vendors
1 670 (21.40%) Oracle
2 603 (19.26%) Microsoft
3 258 (8.24%) Tableau
4 230 (7.35%) SAP
5 160 (5.11%) Informatica
6 145 (4.63%) Talend
7 114 (3.64%) Cognos
8 81 (2.59%) Salesforce.com
9 80 (2.56%) Teradata
10 76 (2.43%) IBM
11 65 (2.08%) Google
12 44 (1.41%) MicroStrategy
13 38 (1.21%) VMware
14 32 (1.02%) Sybase
15 31 (0.99%) Netezza
16 29 (0.93%) Hyperion
17 26 (0.83%) HP
18 25 (0.80%) Cognizant
18 25 (0.80%) MuleSoft
18 25 (0.80%) Vermilion
Kingston Upon Thames, Surrey
Client Server
Salary: £35k to £40k + bonus + benefits
Posted: 3 hours ago
Leeds, West Yorkshire
4it Recruitment Ltd
Salary: From £50,000 to £60,000 per annum plus excellent additional benefits
Posted: 1 hour ago
City, London
Harris Global
Salary: From £80,000 to £90,000 per annum + bonus and benefits
Posted: 20 hours ago
Chester, Cheshire
Asset Resourcing Ltd
Salary: £30000 - £45000 per annum + bonus + benefits
Posted: 19 hours ago
City, London
Harrington Starr
Salary: £65000 - £75000 per annum + plus package
Posted: Yesterday
Colchester, Essex
Cloudscope
Salary: From £40,000 to £50,000 per annum
Posted: 20 hours ago
Leeds, West Yorkshire
Fruition IT Resources Limited
Salary: £37000 - £44000 per annum
Posted: 23 hours ago
Guildford, Surrey
Reed Technology
Salary: £35000 - £40000 per annum
Posted: 2 days ago
Berkshire
Austin Fraser
Salary: £50000 - £60000 per annum + Bonus + Benefits
Posted: 23 hours ago
St. Helens, Merseyside
Opus IT Consulting
Salary: £30000 - £35000 per annum + Additional Benefits + Bonus
Posted: 2 days ago
City, London
ANSON MCCADE
Salary: £80,000 - £90,000 + generous bonus and car allowance plus much more!
Posted: 21 hours ago
London
Engage PSG
Salary: £60000 - £90000 per annum + + bonus and excellent package
Posted: 22 hours ago
Halifax, West Yorkshire
4it Recruitment Ltd
Salary: From £65,000 to £75,000 per annum plus excellent additional benefits
Posted: 2 days ago
South West London
CONTEXT
Salary: From £35,000 to £40,000 per annum
Posted: Yesterday
West London
Square One Resources
Salary: Up to £70,000 per annum
Posted: 2 days ago
Manchester, Lancashire
Adria Solutions Ltd
Salary: £35000 - £42000 per annum + Benefits
Posted: 2 days ago
Hatfield, Hertfordshire
myBench Ltd
Salary: From £55,000 to £70,000 per annum
Posted: Yesterday
Oxford, Oxfordshire
Haybrook IT Resourcing Ltd
Salary: Up to £70,000 per annum + benefits like Training, Healthcare coverage
Posted: 19 hours ago
Oxford, Oxfordshire
Haybrook IT Resourcing Ltd
Salary: Up to £65,000 per annum + bonus and excellent benefits
Posted: Yesterday
City, London
Harrington Starr
Salary: £55000 - £75000 per annum + bonus and benefits
Posted: 22 hours ago
Colchester, Essex
Digitech Resourcing Ltd
Salary: From £40,000 to £50,000 per annum plus benefits
Posted: 3 days ago
City, London
Square One Resources
Salary: From £80,000 to £150,000 per annum + Benefits
Posted: Yesterday
Oxford, Oxfordshire
Haybrook IT Resourcing Ltd
Salary: Up to £55,000 per annum + bonus and excellent benefits
Posted: Yesterday
Birmingham, West Midlands (County)
Harvey Nash plc
Salary: £65000 - £70000 per annum
Posted: Yesterday
West London
Reco Ltd
Salary: From £60,000 to £80,000 per annum + benefits
Posted: 2 days ago
Halesowen, West Midlands (County)
In touch games
Salary: £25000 - £35000 per annum + benefits (inc flexi hrs)
Posted: Yesterday
Leeds, West Yorkshire
Reed Technology
Salary: £40000 - £50000 per annum
Posted: 4 days ago
Worcester, Worcestershire
Erin Associates
Salary: £30000 - £35000 per annum + excellent benefits
Posted: 3 days ago
Berkshire
Spargonet Consulting Plc
Salary: £55000 - £60000 per annum, Benefits Pension, Life, Health and 25 days
Posted: 18 hours ago
London
myBench Ltd
Salary: From £25,000 to £45,000 per annum
Posted: Yesterday