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 9 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
9 Dec 2016
Same period 2015 Same period 2014
Data Modelling
Rank 199 153 157
Rank change year-on-year
-46 +4
Permanent jobs citing Data Modelling 1522 2300 2188
As % of all permanent IT jobs located in the UK 1.70% 2.17% 1.93%
As % of the Processes & Methodologies category 1.93% 2.47% 2.25%
Number of salaries quoted 1203 1814 1683
Median salary £54,000 £55,000 £50,000
Median salary % change year-on-year
-1.81% +10.00%
90% offered a salary of more than £35,000 £37,500 £35,000
10% offered a salary of more than £80,000 £80,000 £80,000
UK excluding London median salary £47,500 £48,045 £45,000
% change year-on-year
-1.13% +6.76%

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
78947 92968 97230
As % of all permanent IT jobs located in the UK 88.06% 87.55% 85.71%
Number of salaries quoted 65078 76746 79953
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 £31,426
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 9 December 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 9 December 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 -50 1399 £55,000 - 190
London -58 649 £65,000 +4.00% 95
South East -34 233 £52,500 +5.00% 21
East of England +60 131 £50,000 +1.16% 16
North West +44 129 £42,500 -15.00% 16
City of London -31 100 £61,250 +6.52% 22
Yorkshire -15 94 £42,500 -10.52% 15
West Yorkshire +4 82 £42,500 -15.00% 12
Manchester +21 77 £47,500 -13.63% 9
Scotland +11 74 £55,000 +10.00% 5
Berkshire -10 61 £55,000 +10.00% 5
South West -52 60 £42,500 -5.55% 5
West Midlands -37 58 £42,500 +2.40% 13
Leeds +1 54 £42,500 -22.72% 10
Edinburgh +24 43 £60,000 +20.00% 4
Essex +38 42 £45,000 -28.00% 1
Surrey -3 41 £55,000 +10.00% 2
Hertfordshire +17 35 £55,000 -4.18% 5
Oxfordshire +1 33 £53,500 -2.72% 4
East Midlands -35 33 £42,500 -16.66% 7
Cambridgeshire +14 29 £55,000 +46.66% 3
West Sussex +31 26 £57,500 +15.00% 1
Glasgow +5 26 £50,000 +25.00% 1
Merseyside +7 24 £45,000 +21.62% 2
Gloucestershire -14 24 £52,500 +10.52% 1
Wales -13 23 £42,500 +21.42%
Cambridge +24 22 £55,000 +7.10% 3
Liverpool +1 21 £45,000 +21.62% 1
South Wales -1 21 £40,000 +14.28%
Colchester +29 19 £45,000 +30.93%

Data Modelling
Top 30 Related IT Skills

For the 6 months to 9 December 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 1620 (50.50%) SQL
2 1294 (40.34%) Business Intelligence
3 1098 (34.23%) Data Warehouse
4 1077 (33.57%) Finance
5 1010 (31.48%) ETL
6 880 (27.43%) SQL Server
7 811 (25.28%) Agile Software Development
8 715 (22.29%) Oracle
9 692 (21.57%) Analytical Skills
10 636 (19.83%) Microsoft
11 613 (19.11%) SQL Server Integration Services
12 582 (18.14%) Analytics
13 507 (15.80%) Degree
14 478 (14.90%) Java
15 456 (14.21%) SQL Server Reporting Services
16 433 (13.50%) T-SQL
17 422 (13.15%) Big Data
18 397 (12.38%) Data Architecture
19 393 (12.25%) Data Management
20 353 (11.00%) SQL Server Analysis Services
21 343 (10.69%) MS Excel
22 328 (10.22%) Data Analysis
23 321 (10.01%) Data Quality
24 318 (9.91%) Relational Database
25 304 (9.48%) .NET
26 302 (9.41%) Logical Data Model
27 293 (9.13%) Hadoop
28 277 (8.63%) Business Analysis
29 269 (8.39%) Tableau
30 266 (8.29%) Retail

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
1 148 (4.61%) Apache Spark
2 128 (3.99%) SAS
3 89 (2.77%) Oracle SOA Suite
4 74 (2.31%) SharePoint
5 57 (1.78%) Apache Pig
6 49 (1.53%) Confluence
7 45 (1.40%) Elasticsearch
8 44 (1.37%) JBoss
9 43 (1.34%) CMS
10 34 (1.06%) WebLogic
11 29 (0.90%) Apache
12 26 (0.81%) Tomcat
13 25 (0.78%) IIS
14 15 (0.47%) Apache Solr
15 11 (0.34%) Oracle Workflow
15 11 (0.34%) WebSphere
16 10 (0.31%) BizTalk Server
17 9 (0.28%) NetWeaver
18 8 (0.25%) GlassFish
18 8 (0.25%) SAP Portal
Applications
1 343 (10.69%) MS Excel
2 86 (2.68%) SPSS
3 78 (2.43%) MS Office
4 63 (1.96%) MS PowerPoint
5 55 (1.71%) MS Visio
6 10 (0.31%) Spreadsheet
7 8 (0.25%) Stata
8 7 (0.22%) MS Project
9 6 (0.19%) Photoshop
10 3 (0.094%) Mathematica
11 2 (0.062%) CPLEX
11 2 (0.062%) Moqups
12 1 (0.031%) EViews
12 1 (0.031%) S-PLUS
12 1 (0.031%) Weka
Business Applications
1 47 (1.47%) Dynamics CRM
2 38 (1.18%) FastStats
3 31 (0.97%) SAP ERP
4 28 (0.87%) Oracle EBS
4 28 (0.87%) SAP HR
4 28 (0.87%) SAP MDM
5 24 (0.75%) SAP CRM
6 23 (0.72%) SAP ECC
6 23 (0.72%) SAP hybris
7 21 (0.65%) Oracle 11i
7 21 (0.65%) Oracle EBS R12
7 21 (0.65%) SAP Oil and Gas
8 17 (0.53%) SAP BPC
9 16 (0.50%) Cognos Business Intelligence
9 16 (0.50%) Cognos TM1
9 16 (0.50%) Oracle BPM
10 15 (0.47%) Oracle Applications
11 14 (0.44%) Dynamics AX
12 11 (0.34%) SAP IS-U
13 10 (0.31%) Oracle Financials
Cloud Services
1 174 (5.42%) Amazon AWS
2 101 (3.15%) Microsoft Azure
3 51 (1.59%) SaaS
4 45 (1.40%) GitHub
5 42 (1.31%) Amazon S3
6 32 (1.00%) Google Analytics
7 28 (0.87%) PaaS
8 25 (0.78%) Amazon EC2
8 25 (0.78%) Force.com
9 23 (0.72%) IaaS
10 19 (0.59%) Google Cloud Platform
11 17 (0.53%) Amazon EMR
12 13 (0.41%) Cloud Computing
13 11 (0.34%) Heroku
13 11 (0.34%) iPaaS
14 10 (0.31%) Oracle CX
15 8 (0.25%) Google Drive
16 5 (0.16%) Amazon Kinesis
16 5 (0.16%) Boomi
16 5 (0.16%) Office 365
Communications & Networking
1 95 (2.96%) Internet
2 36 (1.12%) Firewall
3 32 (1.00%) DNS
4 25 (0.78%) HTTP
5 19 (0.59%) SAN
6 17 (0.53%) Intranet
6 17 (0.53%) NAS
7 16 (0.50%) LDAP
8 8 (0.25%) Kerberos
8 8 (0.25%) Skype
9 7 (0.22%) TCP/IP
10 6 (0.19%) Extranet
10 6 (0.19%) Multicast
11 5 (0.16%) DHCP
11 5 (0.16%) FTP
12 4 (0.12%) 3GPP
12 4 (0.12%) ATM
12 4 (0.12%) Ethernet
12 4 (0.12%) SMS
12 4 (0.12%) UTRAN
Database & Business Intelligence
1 1098 (34.23%) Data Warehouse
2 880 (27.43%) SQL Server
3 613 (19.11%) SQL Server Integration Services
4 456 (14.21%) SQL Server Reporting Services
5 422 (13.15%) Big Data
6 353 (11.00%) SQL Server Analysis Services
7 318 (9.91%) Relational Database
8 293 (9.13%) Hadoop
9 229 (7.14%) QlikView
10 211 (6.58%) Power BI
11 204 (6.36%) BusinessObjects
12 194 (6.05%) NoSQL
13 182 (5.67%) Oracle Database
14 166 (5.17%) SQL Server 2012
15 163 (5.08%) SQL Server 2008
16 139 (4.33%) Apache Hive
17 137 (4.27%) MySQL
18 130 (4.05%) OLAP
19 118 (3.68%) SQL Server 2014
20 110 (3.43%) RDBMS
Development Applications
1 142 (4.43%) JIRA
2 101 (3.15%) Team Foundation Server
3 98 (3.05%) Talend Open Studio
4 88 (2.74%) ERwin
5 84 (2.62%) Visual Studio
6 67 (2.09%) Git (software)
7 39 (1.22%) Jenkins
8 28 (0.87%) Toad
9 21 (0.65%) Oracle Forms
9 21 (0.65%) Subversion
10 19 (0.59%) Eclipse
11 18 (0.56%) JUnit
11 18 (0.56%) Maven
12 16 (0.50%) Sonatype Nexus
13 15 (0.47%) TeamCity
14 14 (0.44%) Cucumber
14 14 (0.44%) Oracle APEX
15 13 (0.41%) Vagrant
16 11 (0.34%) Balsamiq Mockups
17 10 (0.31%) Gradle
General
1 1077 (33.57%) Finance
2 266 (8.29%) Retail
3 248 (7.73%) Banking
4 164 (5.11%) Marketing
5 94 (2.93%) Legal
6 70 (2.18%) Investment Banking
7 64 (2.00%) Telecoms
8 61 (1.90%) Games
8 61 (1.90%) Law
9 57 (1.78%) Publishing
10 54 (1.68%) Manufacturing
11 42 (1.31%) Front Office
12 40 (1.25%) Financial Institution
13 38 (1.18%) Advertising
14 33 (1.03%) Automotive
14 33 (1.03%) Pharmaceutical
15 24 (0.75%) Back Office
16 22 (0.69%) Retail Banking
17 21 (0.65%) Prime Brokerage
18 12 (0.37%) French Language
Job Titles
1 941 (29.33%) Developer
2 825 (25.72%) Analyst
3 668 (20.82%) Architect
4 408 (12.72%) Data Architect
5 328 (10.22%) Business Analyst
6 247 (7.70%) Business Intelligence Developer
7 230 (7.17%) SQL Developer
8 229 (7.14%) Data Analyst
9 151 (4.71%) Business Intelligence Analyst
9 151 (4.71%) Consultant
10 145 (4.52%) Senior Developer
11 141 (4.40%) Solutions Architect
12 127 (3.96%) DBA
13 105 (3.27%) Business Developer
14 96 (2.99%) SQL DBA
14 96 (2.99%) SSIS Developer
15 91 (2.84%) Data Modeller
16 88 (2.74%) Senior Analyst
17 79 (2.46%) SQL Analyst
18 76 (2.37%) Java Developer
Libraries, Frameworks & Software Standards
1 304 (9.48%) .NET
2 238 (7.42%) XML
3 216 (6.73%) Web Services
4 194 (6.05%) HTML
5 134 (4.18%) REST
6 114 (3.55%) CSS
7 99 (3.09%) SOAP
8 97 (3.02%) MDX
9 96 (2.99%) .NET Framework
10 91 (2.84%) ASP.NET
11 78 (2.43%) HTML5
12 75 (2.34%) Spring
13 68 (2.12%) AngularJS
14 66 (2.06%) Middleware
15 60 (1.87%) jQuery
16 58 (1.81%) JSON
17 57 (1.78%) Ajax
18 46 (1.43%) RESTful
19 44 (1.37%) Node.js
20 42 (1.31%) Hibernate
Miscellaneous
1 692 (21.57%) Analytical Skills
2 266 (8.29%) Management Information System
3 263 (8.20%) Data Integration
4 238 (7.42%) Computer Science
5 222 (6.92%) Visualisation
6 151 (4.71%) Statistics
7 125 (3.90%) Data Structures
8 120 (3.74%) Mathematics
9 109 (3.40%) Enterprise Software
10 61 (1.90%) Algorithms
11 57 (1.78%) Reference Data
12 53 (1.65%) Credit Risk
13 45 (1.40%) Fintech
14 43 (1.34%) NHS
15 41 (1.28%) Economics
16 40 (1.25%) User Experience
17 39 (1.22%) Replication
18 37 (1.15%) Taxonomies
19 32 (1.00%) Mobile App
20 31 (0.97%) Virtual Team
Operating Systems
1 135 (4.21%) Unix
2 130 (4.05%) Linux
3 102 (3.18%) Windows
4 17 (0.53%) Windows Server
5 15 (0.47%) Android
6 14 (0.44%) Apple iOS
7 9 (0.28%) Windows Server 2008
8 7 (0.22%) Red Hat Enterprise Linux
8 7 (0.22%) Ubuntu
9 6 (0.19%) Windows Server 2012
10 5 (0.16%) Debian
11 4 (0.12%) Windows XP
12 3 (0.094%) Solaris
12 3 (0.094%) Windows Server 2003
13 2 (0.062%) Windows 8
14 1 (0.031%) AIX
14 1 (0.031%) CentOS
14 1 (0.031%) Mac OS X
14 1 (0.031%) Windows 2000
14 1 (0.031%) Windows 7
Processes & Methodologies
1 1294 (40.34%) Business Intelligence
2 1010 (31.48%) ETL
3 811 (25.28%) Agile Software Development
4 582 (18.14%) Analytics
5 397 (12.38%) Data Architecture
6 393 (12.25%) Data Management
7 328 (10.22%) Data Analysis
8 302 (9.41%) Logical Data Model
9 277 (8.63%) Business Analysis
10 260 (8.10%) Migration
11 255 (7.95%) SDLC
12 242 (7.54%) UML
13 239 (7.45%) OO
14 238 (7.42%) SOA
15 224 (6.98%) CRM
16 222 (6.92%) Stakeholder Management
17 220 (6.86%) Scrum
18 219 (6.83%) Performance Tuning
19 207 (6.45%) Data Analytics
20 200 (6.23%) Software Engineering
Programming Languages
1 1620 (50.50%) SQL
2 478 (14.90%) Java
3 433 (13.50%) T-SQL
4 251 (7.82%) C#
4 251 (7.82%) PL/SQL
5 241 (7.51%) JavaScript
6 233 (7.26%) Python
7 124 (3.87%) VBA
8 100 (3.12%) Scala
9 92 (2.87%) R
10 85 (2.65%) C
11 84 (2.62%) Shell Script
12 79 (2.46%) C++
13 70 (2.18%) PowerShell
14 61 (1.90%) Perl
15 46 (1.43%) Data Analysis Expressions (DAX)
16 42 (1.31%) VB.NET
17 41 (1.28%) ABAP
18 36 (1.12%) PHP
19 28 (0.87%) TypeScript
Qualifications
1 507 (15.80%) Degree
2 95 (2.96%) ISEB
3 88 (2.74%) Security Cleared
4 47 (1.47%) Microsoft Certification
5 33 (1.03%) PhD
5 33 (1.03%) SC Cleared
6 29 (0.90%) DV Cleared
7 22 (0.69%) ITIL Certification
7 22 (0.69%) MCSA
8 19 (0.59%) PMI Certification
9 18 (0.56%) IIBA
10 15 (0.47%) ITIL Foundation Certificate
11 14 (0.44%) ISTQB
12 13 (0.41%) MCP
12 13 (0.41%) Oracle Certification
13 12 (0.37%) MCITP
14 11 (0.34%) Postgraduate
15 9 (0.28%) OCP
16 8 (0.25%) CISA
16 8 (0.25%) CISSP
Quality Assurance & Compliance
1 321 (10.01%) Data Quality
2 113 (3.52%) QA
3 30 (0.94%) SLA
4 29 (0.90%) PCI DSS
5 20 (0.62%) ISO/IEC 27001
6 13 (0.41%) MiFID
7 10 (0.31%) CRD IV
8 7 (0.22%) ISO20022
8 7 (0.22%) Solvency II
9 4 (0.12%) IAS 39
10 3 (0.094%) Basel III
10 3 (0.094%) COBIT
10 3 (0.094%) Dodd-Frank
10 3 (0.094%) HL7
11 2 (0.062%) ISO 9001
11 2 (0.062%) JSP 440
12 1 (0.031%) EMIR
12 1 (0.031%) FATCA
12 1 (0.031%) SEPA
12 1 (0.031%) SNOMED CT
System Software
1 42 (1.31%) HDFS
2 23 (0.72%) Docker
3 21 (0.65%) Apache Flume
4 17 (0.53%) VMware ESX
5 16 (0.50%) VMware ESXi
6 13 (0.41%) Active Directory
7 11 (0.34%) Oracle RAC
8 9 (0.28%) VMware Infrastructure
9 7 (0.22%) Virtual Machines
10 4 (0.12%) Veritas Cluster Server
11 3 (0.094%) Firmware
12 2 (0.062%) GridGain
13 1 (0.031%) Apache ZooKeeper
13 1 (0.031%) Btrfs
13 1 (0.031%) Gluster
13 1 (0.031%) GPFS
13 1 (0.031%) Shibboleth
13 1 (0.031%) Time Sharing Option
13 1 (0.031%) Varnish
Systems Management
1 33 (1.03%) Puppet
2 24 (0.75%) Ansible
3 22 (0.69%) Oozie
4 16 (0.50%) Hadoop YARN
4 16 (0.50%) SCOM
5 15 (0.47%) Control-M
5 15 (0.47%) Opscode Chef
6 10 (0.31%) Failover Clustering
6 10 (0.31%) HP Quality Center
7 7 (0.22%) Oracle EDQ
8 5 (0.16%) Oracle Enterprise Manager
9 4 (0.12%) HP SiteScope
9 4 (0.12%) Kubernetes
9 4 (0.12%) Perfmon
9 4 (0.12%) SCCM
10 3 (0.094%) Grafana
10 3 (0.094%) Oracle RMAN
10 3 (0.094%) Systems Management Server (SMS)
11 2 (0.062%) Enterprise Manager Cloud Control
11 2 (0.062%) Netcool
Vendors
1 715 (22.29%) Oracle
2 636 (19.83%) Microsoft
3 269 (8.39%) Tableau
4 246 (7.67%) SAP
5 206 (6.42%) Informatica
6 140 (4.36%) Cognos
7 116 (3.62%) IBM
8 98 (3.05%) Talend
9 88 (2.74%) Salesforce.com
10 84 (2.62%) Teradata
11 59 (1.84%) Google
12 47 (1.47%) Netezza
13 35 (1.09%) MicroStrategy
13 35 (1.09%) Sybase
14 34 (1.06%) Cognizant
14 34 (1.06%) HP
15 29 (0.90%) Siebel
16 27 (0.84%) hybris
17 26 (0.81%) VMware
18 24 (0.75%) Cloudera
Glasgow, Lanarkshire
HAYS INFORMATION TECHNOLOGY
Salary: £45000.00 - £55000.00 per annum
Posted: 12 hours ago
City, London
ANSON MCCADE
Salary: £75,000 - £95,000
Posted: 12 hours ago
City, London
Comtecs
Salary: £65000 - £75000 Per Annum + Bonus + Excellent Benefits
Posted: 14 hours ago
London
McGregor Boyall
Salary: £50000 - £65000 per annum
Posted: 13 hours ago
Leeds, West Yorkshire
Hotfoot Recruitment
Salary: Up to £45,000 per annum
Posted: Yesterday
Yorkshire
Mortimer Spinks
Salary: £25000 - £40000 per annum
Posted: 8 hours ago
Ipswich, Suffolk
Hurren and Hope
Salary: £40k - 50k per year
Posted: Yesterday
Leeds, West Yorkshire
4it Recruitment Ltd
Salary: Up to £45,000 per annum + Benefits
Posted: Yesterday
London
ARC IT Recruitment Ltd
Salary: £55k Per Annum + benefits
Posted: 7 hours ago
South West London
CONTEXT
Salary: From £35,000 to £45,000 per annum
Posted: Yesterday
London
Opus Recruitment Solutions Ltd
Salary: £70000 - £75000 per annum, Benefits Benefits
Posted: 8 hours ago
UK
Lawrence Harvey Enterprise
Salary: £45000.00 - £58000.00 per annum
Posted: Yesterday
Nottingham, Nottinghamshire
Gala Leisure (Gala Bingo)
Salary: £50,000 per annum
Posted: Yesterday
Halifax, West Yorkshire
4it Recruitment Ltd
Salary: From £65,000 to £75,000 per annum plus excellent additional benefits
Posted: 2 days ago
Wolverhampton, West Midlands (County)
Experis Ltd
Salary: £35000.00 - £40000 per annum + pension + benefits
Posted: 2 days ago
Leeds, West Yorkshire
CoreCom Consulting
Salary: £35000 - £45000 per annum + Bens
Posted: 2 days ago
City, London
ANSON MCCADE
Salary: £70 500 to £85 000 basic (+ superb package!!!)
Posted: Yesterday
London
Opus Recruitment Solutions Ltd
Salary: £70000 - £90000 per annum
Posted: Yesterday
City, London
ANSON MCCADE
Salary: £85,000 - £95,000
Posted: 2 days ago
North London
The Bridge Ltd
Salary: From £45,000 to £63,000 per annum Pension, Healthcare, Season Ticket L
Posted: Yesterday
Central London / West End
Intelletec
Salary: Up to £60,000 per annum depending on experience
Posted: 11 hours ago
City, London
The Bridge Ltd
Salary: From £60,000 to £80,000 per annum Pension Scheme, Life & Medical Insur
Posted: Yesterday
South East
Austin Fraser
Salary: £55000 - £65000 per annum + Bonus + Benefits
Posted: Yesterday
London
Digitech Resourcing Ltd
Salary: From £50,000 to £75,000 per annum + Package
Posted: 7 hours ago
Central London / West End
Data Idols
Salary: From £65,000 to £75,000 per annum
Posted: 2 days ago
Nottingham, Nottinghamshire
Rebel Recruitment
Salary: From £50,000 to £78,000 per annum + 15% Bonus + Benefits
Posted: Yesterday
West London
Third Republic Ltd
Salary: Up to £85,000 per annum
Posted: Yesterday
London
Streamline Connections
Salary: £75000 - £95000 per annum + Bonus, Benefits
Posted: 10 hours ago
Sheffield, South Yorkshire
Churchill Frank
Posted: 3 days ago
South West London
onezeero.
Salary: £70000 - £75000 per annum + pension, holiday, bonus
Posted: 7 hours ago