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 22 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
22 Jan 2017
Same period 2016 Same period 2015
Data Modelling
UK
Rank 195 152 172
Rank change year-on-year
-43 +20
Permanent jobs citing Data Modelling 1425 2176 1962
As % of all permanent IT jobs located in the UK 1.72% 2.17% 1.87%
As % of the Processes & Methodologies category 1.95% 2.47% 2.18%
Number of salaries quoted 1181 1704 1495
Median salary £55,000 £55,000 £52,500
Median salary % change year-on-year
- +4.76%
90% offered a salary of more than £35,000 £37,500 £36,000
10% offered a salary of more than £80,000 £80,000 £77,500
UK excluding London median salary £47,500 £47,500 £46,000
% change year-on-year
- +3.26%

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
73152 88032 90205
As % of all permanent IT jobs located in the UK 88.12% 87.70% 86.08%
Number of salaries quoted 60235 73164 74344
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 £31,000
10% offered a salary of more than £77,000 £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 22 January 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 22 January 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 -40 1326 £55,000 - 189
London -66 588 £65,000 +8.33% 92
South East -19 238 £53,500 +7.00% 33
East of England +51 122 £55,000 +5.76% 8
North West +32 112 £41,500 -17.00% 17
Yorkshire +19 110 £42,500 -3.40% 5
City of London -3 105 £60,000 - 23
West Yorkshire +27 83 £42,500 -15.00% 4
Manchester -3 71 £41,500 -17.00% 10
Scotland +1 66 £55,750 +1.36% 8
Berkshire -14 58 £55,000 +22.22% 8
Oxfordshire +24 55 £53,500 -10.83% 4
Leeds +14 54 £42,500 -22.72% 2
West Midlands -76 52 £42,500 +2.40% 13
East Midlands -27 43 £50,000 -4.76% 7
South West -33 42 £42,000 -4.54% 11
Surrey +17 39 £52,500 - 4
Edinburgh +2 38 £60,000 +20.00% 5
Hertfordshire +14 31 £52,500 -4.54% 2
Essex +33 30 £52,500 +0.96%
Suffolk +26 25 £60,000 +100.00% 2
Glasgow -5 25 £47,250 -14.09% 3
Hampshire -11 20 £43,500 -13.00% 9
Cambridgeshire +7 19 £55,000 +15.78% 2
North Yorkshire +3 19 £38,000 -5.00%
West Sussex +2 19 £58,750 -12.96%
Ipswich +42 18 £60,000 +100.00%
Merseyside +6 18 £45,000 +46.34% 1
Buckinghamshire +17 17 £50,000 -28.57% 4
Gloucestershire -5 17 £44,750 +16.23%

Data Modelling
Top 30 Related IT Skills

For the 6 months to 22 January 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 1607 (52.36%) SQL
2 1246 (40.60%) Business Intelligence
3 1018 (33.17%) Data Warehouse
4 991 (32.29%) Finance
5 950 (30.95%) ETL
6 855 (27.86%) SQL Server
7 821 (26.75%) Agile Software Development
8 683 (22.25%) Oracle
9 648 (21.11%) Analytical Skills
10 572 (18.64%) SQL Server Integration Services
11 570 (18.57%) Analytics
12 555 (18.08%) Microsoft
13 466 (15.18%) Java
14 460 (14.99%) SQL Server Reporting Services
15 442 (14.40%) Degree
16 439 (14.30%) T-SQL
17 408 (13.29%) Big Data
18 386 (12.58%) Data Architecture
19 359 (11.70%) Data Management
20 339 (11.05%) SQL Server Analysis Services
21 320 (10.43%) Relational Database
22 315 (10.26%) MS Excel
23 304 (9.91%) Logical Data Model
24 301 (9.81%) Data Analysis
25 287 (9.35%) Data Quality
26 286 (9.32%) .NET
27 282 (9.19%) Hadoop
28 278 (9.06%) Business Analysis
29 264 (8.60%) JavaScript
29 264 (8.60%) Migration

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
1 147 (4.79%) Apache Spark
2 104 (3.39%) SAS
3 75 (2.44%) Oracle SOA Suite
4 70 (2.28%) SharePoint
5 66 (2.15%) Apache Pig
6 59 (1.92%) JBoss
7 57 (1.86%) Confluence
8 39 (1.27%) CMS
9 38 (1.24%) Apache
10 37 (1.21%) WebLogic
11 33 (1.08%) Elasticsearch
12 26 (0.85%) Tomcat
13 22 (0.72%) IIS
14 15 (0.49%) OpenStack
15 14 (0.46%) WebSphere
16 13 (0.42%) Oracle Workflow
17 12 (0.39%) Apache Solr
18 9 (0.29%) Drupal
18 9 (0.29%) NetWeaver
19 8 (0.26%) GlassFish
Applications
1 315 (10.26%) MS Excel
2 80 (2.61%) MS Office
3 70 (2.28%) SPSS
4 54 (1.76%) MS Visio
5 48 (1.56%) MS PowerPoint
6 12 (0.39%) Spreadsheet
7 9 (0.29%) Photoshop
8 4 (0.13%) Moqups
9 3 (0.098%) Mathematica
9 3 (0.098%) Stata
10 2 (0.065%) CPLEX
10 2 (0.065%) MS Project
10 2 (0.065%) Weka
Business Applications
1 46 (1.50%) Dynamics CRM
2 31 (1.01%) SAP ERP
3 29 (0.94%) FastStats
3 29 (0.94%) SAP HR
4 28 (0.91%) SAP MDM
5 25 (0.81%) SAP CRM
6 24 (0.78%) SAP ECC
6 24 (0.78%) SAP hybris
7 22 (0.72%) Oracle BPM
8 21 (0.68%) SAP Oil and Gas
9 18 (0.59%) Oracle 11i
9 18 (0.59%) Oracle EBS R12
10 15 (0.49%) Oracle EBS
11 14 (0.46%) Dynamics AX
12 13 (0.42%) Cognos TM1
13 12 (0.39%) SAP BPC
14 11 (0.36%) Cognos Business Intelligence
14 11 (0.36%) SAP IS-U
15 10 (0.33%) Oracle Applications
16 9 (0.29%) Oracle ERP
Cloud Services
1 162 (5.28%) Amazon AWS
2 100 (3.26%) Microsoft Azure
3 53 (1.73%) SaaS
4 48 (1.56%) GitHub
5 46 (1.50%) Amazon S3
6 37 (1.21%) Google Analytics
7 32 (1.04%) Force.com
8 30 (0.98%) PaaS
9 25 (0.81%) IaaS
10 23 (0.75%) Google Cloud Platform
11 20 (0.65%) Amazon EC2
12 16 (0.52%) Amazon EMR
13 13 (0.42%) Cloud Computing
14 11 (0.36%) Heroku
15 10 (0.33%) Oracle CX
16 7 (0.23%) Boomi
16 7 (0.23%) Google Drive
16 7 (0.23%) iPaaS
16 7 (0.23%) Office 365
17 5 (0.16%) Amazon Kinesis
Communications & Networking
1 101 (3.29%) Internet
2 33 (1.08%) Firewall
3 29 (0.94%) DNS
4 22 (0.72%) HTTP
5 21 (0.68%) Intranet
6 16 (0.52%) LDAP
6 16 (0.52%) SAN
7 14 (0.46%) NAS
8 10 (0.33%) Kerberos
9 9 (0.29%) Extranet
9 9 (0.29%) Skype
10 7 (0.23%) SSH
11 5 (0.16%) DHCP
12 4 (0.13%) ATM
12 4 (0.13%) LAN
12 4 (0.13%) PPP
12 4 (0.13%) RTP
12 4 (0.13%) SS7
12 4 (0.13%) TCP/IP
12 4 (0.13%) UTRAN
Database & Business Intelligence
1 1018 (33.17%) Data Warehouse
2 855 (27.86%) SQL Server
3 572 (18.64%) SQL Server Integration Services
4 460 (14.99%) SQL Server Reporting Services
5 408 (13.29%) Big Data
6 339 (11.05%) SQL Server Analysis Services
7 320 (10.43%) Relational Database
8 282 (9.19%) Hadoop
9 226 (7.36%) Power BI
10 216 (7.04%) QlikView
11 199 (6.48%) BusinessObjects
12 190 (6.19%) Oracle Database
13 186 (6.06%) NoSQL
14 161 (5.25%) MySQL
14 161 (5.25%) SQL Server 2008
15 143 (4.66%) Apache Hive
16 136 (4.43%) SQL Server 2012
17 125 (4.07%) OLAP
17 125 (4.07%) RDBMS
18 110 (3.58%) Data Mining
Development Applications
1 148 (4.82%) JIRA
2 127 (4.14%) Talend Open Studio
3 95 (3.10%) Team Foundation Server
4 76 (2.48%) ERwin
5 75 (2.44%) Visual Studio
6 73 (2.38%) Git (software)
7 53 (1.73%) Jenkins
8 33 (1.08%) Toad
9 27 (0.88%) Oracle Forms
10 23 (0.75%) JUnit
11 21 (0.68%) Maven
12 17 (0.55%) Cucumber
12 17 (0.55%) Subversion
13 16 (0.52%) Eclipse
13 16 (0.52%) TeamCity
14 15 (0.49%) Oracle APEX
14 15 (0.49%) Selenium
14 15 (0.49%) Sonatype Nexus
15 13 (0.42%) Atlassian Bamboo
15 13 (0.42%) Balsamiq Mockups
General
1 991 (32.29%) Finance
2 251 (8.18%) Banking
3 246 (8.02%) Retail
4 181 (5.90%) Marketing
5 98 (3.19%) Legal
6 68 (2.22%) Investment Banking
7 59 (1.92%) Manufacturing
7 59 (1.92%) Telecoms
8 57 (1.86%) Publishing
9 51 (1.66%) Law
10 50 (1.63%) Games
11 45 (1.47%) Financial Institution
12 44 (1.43%) Pharmaceutical
13 37 (1.21%) Front Office
14 35 (1.14%) Advertising
15 24 (0.78%) Back Office
16 22 (0.72%) Automotive
17 19 (0.62%) Prime Brokerage
17 19 (0.62%) Retail Banking
18 14 (0.46%) Multimedia
Job Titles
1 911 (29.68%) Developer
2 781 (25.45%) Analyst
3 610 (19.88%) Architect
4 362 (11.80%) Data Architect
5 311 (10.13%) Business Analyst
6 220 (7.17%) Business Intelligence Developer
7 215 (7.01%) SQL Developer
8 195 (6.35%) Data Analyst
9 170 (5.54%) Business Intelligence Analyst
10 166 (5.41%) Consultant
11 156 (5.08%) Senior Developer
12 146 (4.76%) Solutions Architect
13 112 (3.65%) DBA
14 95 (3.10%) Business Developer
15 82 (2.67%) Data Modeller
15 82 (2.67%) SQL DBA
16 76 (2.48%) SSIS Developer
17 74 (2.41%) Data Warehouse Developer
18 70 (2.28%) SQL Analyst
19 69 (2.25%) SQL BI Developer
Libraries, Frameworks & Software Standards
1 286 (9.32%) .NET
2 229 (7.46%) XML
3 213 (6.94%) Web Services
4 201 (6.55%) HTML
5 129 (4.20%) REST
6 121 (3.94%) CSS
7 107 (3.49%) SOAP
8 104 (3.39%) ASP.NET
9 90 (2.93%) .NET Framework
10 85 (2.77%) Spring
11 79 (2.57%) AngularJS
12 76 (2.48%) HTML5
13 74 (2.41%) Ajax
14 72 (2.35%) jQuery
15 70 (2.28%) MDX
16 62 (2.02%) JSON
17 55 (1.79%) RESTful
18 54 (1.76%) Middleware
19 46 (1.50%) Hibernate
20 38 (1.24%) Node.js
Miscellaneous
1 648 (21.11%) Analytical Skills
2 254 (8.28%) Data Integration
3 233 (7.59%) Computer Science
3 233 (7.59%) Visualisation
4 229 (7.46%) Management Information System
5 137 (4.46%) Statistics
6 130 (4.24%) Data Structures
7 118 (3.84%) Enterprise Software
8 103 (3.36%) Mathematics
9 60 (1.96%) Fintech
10 53 (1.73%) Algorithms
11 52 (1.69%) Credit Risk
12 51 (1.66%) Reference Data
13 43 (1.40%) NHS
13 43 (1.40%) User Experience
14 42 (1.37%) Economics
15 41 (1.34%) Mobile App
16 36 (1.17%) Data Extraction
16 36 (1.17%) Taxonomies
17 34 (1.11%) Replication
Operating Systems
1 162 (5.28%) Linux
2 151 (4.92%) Unix
3 97 (3.16%) Windows
4 21 (0.68%) Android
5 16 (0.52%) Windows Server
6 15 (0.49%) Apple iOS
7 11 (0.36%) Red Hat Enterprise Linux
8 8 (0.26%) Windows Server 2008
9 7 (0.23%) Ubuntu
10 6 (0.20%) Windows Server 2012
11 5 (0.16%) Debian
12 4 (0.13%) CentOS
12 4 (0.13%) Mac OS X
12 4 (0.13%) Windows XP
13 2 (0.065%) Solaris
13 2 (0.065%) Windows Server 2003
14 1 (0.033%) AIX
14 1 (0.033%) Windows 2000
14 1 (0.033%) Windows 8
14 1 (0.033%) Windows Vista
Processes & Methodologies
1 1246 (40.60%) Business Intelligence
2 950 (30.95%) ETL
3 821 (26.75%) Agile Software Development
4 570 (18.57%) Analytics
5 386 (12.58%) Data Architecture
6 359 (11.70%) Data Management
7 304 (9.91%) Logical Data Model
8 301 (9.81%) Data Analysis
9 278 (9.06%) Business Analysis
10 264 (8.60%) Migration
11 247 (8.05%) OO
12 227 (7.40%) Stakeholder Management
13 223 (7.27%) Scrum
14 213 (6.94%) UML
15 212 (6.91%) SOA
16 211 (6.88%) SDLC
17 208 (6.78%) Performance Tuning
18 206 (6.71%) CRM
19 198 (6.45%) Software Engineering
20 197 (6.42%) Data Analytics
Programming Languages
1 1607 (52.36%) SQL
2 466 (15.18%) Java
3 439 (14.30%) T-SQL
4 264 (8.60%) JavaScript
5 238 (7.75%) PL/SQL
6 236 (7.69%) C#
7 229 (7.46%) Python
8 105 (3.42%) VBA
9 99 (3.23%) R
10 86 (2.80%) Scala
11 82 (2.67%) C
12 67 (2.18%) Shell Script
13 62 (2.02%) C++
14 59 (1.92%) Perl
15 52 (1.69%) PowerShell
16 46 (1.50%) VB.NET
17 41 (1.34%) PHP
18 40 (1.30%) ABAP
19 34 (1.11%) Data Analysis Expressions (DAX)
20 27 (0.88%) Apex Code
Qualifications
1 442 (14.40%) Degree
2 82 (2.67%) ISEB
3 75 (2.44%) Security Cleared
4 42 (1.37%) PhD
5 33 (1.08%) Microsoft Certification
6 27 (0.88%) DV Cleared
7 22 (0.72%) SC Cleared
8 20 (0.65%) IIBA
8 20 (0.65%) ITIL Certification
9 16 (0.52%) PMI Certification
10 15 (0.49%) MCSA
11 12 (0.39%) ISTQB
12 11 (0.36%) CBAP
12 11 (0.36%) ITIL Foundation Certificate
12 11 (0.36%) Oracle Certification
12 11 (0.36%) Postgraduate
13 8 (0.26%) OCP
14 7 (0.23%) CISA
14 7 (0.23%) CISM
14 7 (0.23%) CISSP
Quality Assurance & Compliance
1 287 (9.35%) Data Quality
2 100 (3.26%) QA
3 29 (0.94%) PCI DSS
4 27 (0.88%) SLA
5 13 (0.42%) ISO/IEC 27001
6 10 (0.33%) CRD IV
6 10 (0.33%) MiFID
7 6 (0.20%) ISO20022
7 6 (0.20%) Solvency II
8 4 (0.13%) HL7
8 4 (0.13%) IAS 39
9 3 (0.098%) Basel III
9 3 (0.098%) COBIT
10 2 (0.065%) GDPR
10 2 (0.065%) SNOMED CT
11 1 (0.033%) Actionable Recommendations
11 1 (0.033%) Dodd-Frank
11 1 (0.033%) P3O
System Software
1 43 (1.40%) HDFS
2 29 (0.94%) Docker
3 17 (0.55%) Apache Flume
3 17 (0.55%) VMware Infrastructure
4 16 (0.52%) Active Directory
4 16 (0.52%) Oracle RAC
5 14 (0.46%) VMware ESX
6 13 (0.42%) VMware ESXi
7 5 (0.16%) Virtual Machines
8 4 (0.13%) Firmware
9 2 (0.065%) Apache ZooKeeper
9 2 (0.065%) GridGain
10 1 (0.033%) Btrfs
10 1 (0.033%) Gluster
10 1 (0.033%) GPFS
10 1 (0.033%) Samba
10 1 (0.033%) Time Sharing Option
10 1 (0.033%) Varnish
Systems Management
1 31 (1.01%) Puppet
2 29 (0.94%) Ansible
3 25 (0.81%) Oozie
4 16 (0.52%) Hadoop YARN
5 13 (0.42%) SCOM
6 12 (0.39%) HP Quality Center
7 11 (0.36%) Control-M
7 11 (0.36%) Opscode Chef
8 9 (0.29%) Failover Clustering
9 6 (0.20%) Kubernetes
10 5 (0.16%) Data Guard
10 5 (0.16%) Oracle Enterprise Manager
11 4 (0.13%) HP SiteScope
11 4 (0.13%) Perfmon
11 4 (0.13%) SCCM
12 3 (0.098%) Enterprise Manager Cloud Control
12 3 (0.098%) Grafana
12 3 (0.098%) Systems Management Server (SMS)
13 2 (0.065%) Salt
13 2 (0.065%) WebSphere Cast Iron
Vendors
1 683 (22.25%) Oracle
2 555 (18.08%) Microsoft
3 244 (7.95%) Tableau
4 224 (7.30%) SAP
5 186 (6.06%) Informatica
6 127 (4.14%) Talend
7 122 (3.98%) Cognos
8 86 (2.80%) Teradata
9 85 (2.77%) IBM
9 85 (2.77%) Salesforce.com
10 61 (1.99%) Google
11 43 (1.40%) Netezza
12 38 (1.24%) Sybase
13 32 (1.04%) HP
13 32 (1.04%) MicroStrategy
14 31 (1.01%) VMware
15 29 (0.94%) Cognizant
16 26 (0.85%) hybris
17 23 (0.75%) Cloudera
17 23 (0.75%) Siebel
South East
Lawrence Harvey Enterprise
Salary: £40000.00 - £50000.00 per annum + Pension
Posted: Yesterday
Wokingham, Berkshire
Spectrum IT Recruitment (South) Ltd
Salary: £30000 - £35000 per annum
Posted: Yesterday
City, London
Harrington Starr
Salary: £35000 - £55000 per annum + Benefits + Bonus
Posted: Yesterday
Redhill, Surrey
Complete Tech Limited
Salary: Up to £60,000 per annum + fantastic benefits
Posted: 19 hours ago
City, London
Harrington Starr
Salary: £45000 - £60000 per annum + Bonus + Benefits
Posted: Yesterday
Bedfordshire
Asset Resourcing Ltd
Salary: £35000 - £40000 per annum
Posted: Yesterday
Wokingham, Berkshire
The People Network
Salary: £35000 - £38000 per annum + Superb Benefits
Posted: 2 hours ago
Newcastle, Staffordshire
Searchability
Salary: £35000 - £45000 per annum
Posted: Yesterday
Milton Keynes, Buckinghamshire
Robert Walters
Salary: £80000 - £94000 per annum + 10% Bonus, Car Allowance
Posted: Yesterday
Hampshire
Opus Recruitment Solutions Ltd
Salary: £40000 - £45000 per annum
Posted: 2 days ago
London
KPRS
Salary: From £55,000 to £55,000 per annum £55k + benefits
Posted: 2 days ago
City, London
Harrington Starr
Salary: £35000 - £55000 per annum + Benefits + Bonus
Posted: 2 days ago
London
Mortimer Spinks
Salary: £35000 - £50000 per annum + benfits and bonus
Posted: 2 days ago
Stockport, Cheshire
Capita Resourcing - IT Resourcing
Salary: £35000 - £45000 per annum
Posted: 3 days ago
Greater Manchester
EasyWebRecruitment.com
Salary: £25,000 + benefits
Posted: 3 days ago
Haverhill, Suffolk
Opus Resourcing Ltd
Salary: £50000 - £60000 per annum + Bens + Bonus
Posted: Yesterday
London
Capita Resourcing - IT Resourcing
Salary: £40000 - £52000 per annum + benefits
Posted: 2 days ago
London
Cadence Resourcing
Salary: £40000 - £70000 per annum
Posted: 3 days ago
London
Careerwise UK Limited
Salary: £70000 - £80000 per annum + bonus + car allowance + benefits
Posted: 2 days ago
Bristol, Avon
Redrock Consulting Ltd
Salary: £45000 - £55000 per annum + Excellent Benefits
Posted: 5 days ago
Telford, Shropshire
Haybrook IT Resourcing Ltd
Salary: Competitive
Posted: Yesterday
Bristol, Avon
Haybrook IT Resourcing Ltd
Salary: Competitive
Posted: Yesterday
Portsmouth, Hampshire
Haybrook IT Resourcing Ltd
Salary: Competitive
Posted: Yesterday
Bournemouth, Dorset
Haybrook IT Resourcing Ltd
Salary: Competitive
Posted: Yesterday
Halifax, West Yorkshire
4it Recruitment Ltd
Salary: From £65,000 to £75,000 per annum plus excellent additional benefits
Posted: 4 days ago
Glasgow, Lanarkshire
Harvey Nash plc
Salary: £35000 - £45000 per annum
Posted: 3 days ago
Liverpool, Merseyside
HMRC
Salary: From £48,389 to £55,501 per annum
Posted: 3 days ago
Kidlington, Oxfordshire
Haybrook IT Resourcing Ltd
Salary: Up to £55,000 per annum + bonus and excellent benefits
Posted: Yesterday
Kidlington, Oxfordshire
Haybrook IT Resourcing Ltd
Salary: Up to £65,000 per annum + bonus and excellent benefits
Posted: Yesterday
Kingston Upon Thames, Surrey
Client Server
Salary: £35k to £40k + benefits
Posted: 3 days ago