The table below looks at the statistics for Data Modelling skills in IT jobs advertised for the England region. Included is a guide to the salaries offered in IT jobs that have cited Data Modelling over the 3 months to 23 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
23 Jan 2017
Same period 2016 Same period 2015
Data Modelling
UK / England
Rank 201 157 173
Rank change year-on-year
-44 +16
Permanent jobs citing Data Modelling 1349 1999 1827
As % of all permanent IT jobs located in England 1.71% 2.17% 1.86%
As % of the Processes & Methodologies category 1.94% 2.47% 2.16%
Number of salaries quoted 1131 1600 1426
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 £35,350
10% offered a salary of more than £80,000 £80,000 £77,500
UK excluding London median salary £47,500 £47,772 £46,000
% change year-on-year
-0.56% +3.85%

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

Processes & Methodologies Category
England
Permanent IT job ads with a match in the
Processes & Methodologies category
69635 81001 84649
As % of all permanent IT jobs located in England 88.13% 87.73% 86.07%
Number of salaries quoted 57833 68096 70341
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 £72,500 £77,500
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Data Modelling
Jobs Demand Trend in England

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

Data Modelling Jobs Demand Trend in England

Data Modelling
Salary Trend in England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Modelling across the England region.

Data Modelling Salary Trend in England

Data Modelling
Salary Histogram in England

This chart provides a salary histogram for IT jobs citing Data Modelling across the England region over the 3 months to 23 January 2017.

Data Modelling Salary Histogram in England

Data Modelling
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the England region over the 3 months to 23 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
London -60 600 £65,000 +8.33% 86
South East -13 243 £53,500 +7.00% 33
East of England +55 123 £55,000 +5.76% 7
North West +32 113 £41,500 -17.00% 18
Yorkshire +19 112 £42,500 -3.40% 6
West Midlands -75 53 £42,500 +2.40% 12
East Midlands -30 44 £50,000 -4.76% 7
South West -42 42 £42,000 -4.54% 11
North East 0 6 £45,000 -18.18% 1
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in England

For the 6 months to 23 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 across the England region with a requirement for Data Modelling.

1 1525 (53.27%) SQL
2 1210 (42.26%) Business Intelligence
3 948 (33.11%) Data Warehouse
4 905 (31.61%) Finance
5 888 (31.02%) ETL
6 837 (29.24%) SQL Server
7 780 (27.24%) Agile Software Development
8 620 (21.66%) Oracle
9 610 (21.31%) Analytical Skills
10 549 (19.18%) SQL Server Integration Services
11 545 (19.04%) Microsoft
12 540 (18.86%) Analytics
13 455 (15.89%) SQL Server Reporting Services
14 450 (15.72%) Java
15 419 (14.63%) Degree
16 417 (14.57%) T-SQL
17 390 (13.62%) Big Data
18 357 (12.47%) Data Architecture
19 339 (11.84%) Data Management
20 338 (11.81%) SQL Server Analysis Services
21 308 (10.76%) MS Excel
22 292 (10.20%) Data Analysis
23 283 (9.88%) .NET
24 276 (9.64%) Data Quality
25 275 (9.61%) Relational Database
26 270 (9.43%) Logical Data Model
27 264 (9.22%) JavaScript
28 261 (9.12%) Hadoop
29 260 (9.08%) Business Analysis
30 251 (8.77%) Migration

Data Modelling
Top Related IT Skills in England 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
1 143 (4.99%) Apache Spark
2 100 (3.49%) SAS
3 70 (2.44%) SharePoint
4 60 (2.10%) Apache Pig
4 60 (2.10%) Oracle SOA Suite
5 56 (1.96%) Confluence
6 46 (1.61%) JBoss
7 39 (1.36%) CMS
8 37 (1.29%) Apache
9 36 (1.26%) WebLogic
10 33 (1.15%) Elasticsearch
11 26 (0.91%) Tomcat
12 20 (0.70%) IIS
13 15 (0.52%) OpenStack
14 13 (0.45%) WebSphere
15 11 (0.38%) Apache Solr
15 11 (0.38%) Oracle Workflow
16 9 (0.31%) Drupal
16 9 (0.31%) NetWeaver
17 8 (0.28%) GlassFish
Applications
1 308 (10.76%) MS Excel
2 70 (2.44%) MS Office
3 67 (2.34%) SPSS
4 47 (1.64%) MS PowerPoint
4 47 (1.64%) MS Visio
5 11 (0.38%) Spreadsheet
6 9 (0.31%) Photoshop
7 4 (0.14%) Moqups
8 3 (0.10%) Mathematica
8 3 (0.10%) Stata
9 2 (0.070%) CPLEX
9 2 (0.070%) MS Project
9 2 (0.070%) Weka
Business Applications
1 46 (1.61%) Dynamics CRM
2 30 (1.05%) SAP ERP
2 30 (1.05%) SAP HR
3 29 (1.01%) FastStats
3 29 (1.01%) SAP MDM
4 25 (0.87%) SAP CRM
5 23 (0.80%) SAP ECC
5 23 (0.80%) SAP hybris
6 21 (0.73%) SAP Oil and Gas
7 15 (0.52%) Oracle 11i
7 15 (0.52%) Oracle EBS R12
8 14 (0.49%) Dynamics AX
9 13 (0.45%) Cognos TM1
9 13 (0.45%) Oracle EBS
10 12 (0.42%) SAP BPC
11 11 (0.38%) SAP IS-U
12 10 (0.35%) Cognos Business Intelligence
13 9 (0.31%) Oracle BPM
14 8 (0.28%) Oracle CRM
14 8 (0.28%) Oracle ERP
Cloud Services
1 161 (5.62%) Amazon AWS
2 100 (3.49%) Microsoft Azure
3 51 (1.78%) SaaS
4 48 (1.68%) GitHub
5 47 (1.64%) Amazon S3
6 35 (1.22%) Google Analytics
7 29 (1.01%) PaaS
8 24 (0.84%) IaaS
9 22 (0.77%) Google Cloud Platform
10 21 (0.73%) Force.com
11 20 (0.70%) Amazon EC2
12 16 (0.56%) Amazon EMR
13 11 (0.38%) Cloud Computing
14 10 (0.35%) Oracle CX
15 7 (0.24%) Google Drive
15 7 (0.24%) iPaaS
15 7 (0.24%) Office 365
16 5 (0.17%) Amazon Kinesis
16 5 (0.17%) Amazon SQS
17 3 (0.10%) Heroku
Communications & Networking
1 102 (3.56%) Internet
2 33 (1.15%) Firewall
3 29 (1.01%) DNS
4 22 (0.77%) HTTP
4 22 (0.77%) Intranet
5 17 (0.59%) SAN
6 16 (0.56%) LDAP
7 14 (0.49%) NAS
8 10 (0.35%) Kerberos
9 9 (0.31%) Extranet
9 9 (0.31%) Skype
10 7 (0.24%) SSH
11 5 (0.17%) DHCP
12 4 (0.14%) PPP
12 4 (0.14%) RANAP
12 4 (0.14%) RTP
12 4 (0.14%) SIGTRAN
12 4 (0.14%) SS7
12 4 (0.14%) TCP/IP
12 4 (0.14%) UTRAN
Database & Business Intelligence
1 948 (33.11%) Data Warehouse
2 837 (29.24%) SQL Server
3 549 (19.18%) SQL Server Integration Services
4 455 (15.89%) SQL Server Reporting Services
5 390 (13.62%) Big Data
6 338 (11.81%) SQL Server Analysis Services
7 275 (9.61%) Relational Database
8 261 (9.12%) Hadoop
9 228 (7.96%) Power BI
10 215 (7.51%) QlikView
11 199 (6.95%) BusinessObjects
12 172 (6.01%) NoSQL
13 171 (5.97%) Oracle Database
14 161 (5.62%) SQL Server 2008
15 159 (5.55%) MySQL
16 133 (4.65%) Apache Hive
16 133 (4.65%) SQL Server 2012
17 114 (3.98%) OLAP
18 109 (3.81%) RDBMS
19 105 (3.67%) Data Mining
Development Applications
1 147 (5.13%) JIRA
2 118 (4.12%) Talend Open Studio
3 94 (3.28%) Team Foundation Server
4 74 (2.58%) Visual Studio
5 71 (2.48%) Git (software)
6 57 (1.99%) ERwin
7 52 (1.82%) Jenkins
8 34 (1.19%) Toad
9 24 (0.84%) Oracle Forms
10 23 (0.80%) JUnit
11 21 (0.73%) Maven
12 17 (0.59%) Cucumber
12 17 (0.59%) Subversion
13 16 (0.56%) Eclipse
14 15 (0.52%) Selenium
14 15 (0.52%) Sonatype Nexus
14 15 (0.52%) TeamCity
15 14 (0.49%) Oracle APEX
16 13 (0.45%) Atlassian Bamboo
16 13 (0.45%) Balsamiq Mockups
General
1 905 (31.61%) Finance
2 238 (8.31%) Banking
3 235 (8.21%) Retail
4 174 (6.08%) Marketing
5 94 (3.28%) Legal
6 68 (2.38%) Investment Banking
7 57 (1.99%) Publishing
8 56 (1.96%) Manufacturing
9 52 (1.82%) Telecoms
10 51 (1.78%) Law
11 45 (1.57%) Financial Institution
12 44 (1.54%) Games
12 44 (1.54%) Pharmaceutical
13 37 (1.29%) Front Office
14 23 (0.80%) Advertising
15 22 (0.77%) Automotive
16 19 (0.66%) Back Office
16 19 (0.66%) Prime Brokerage
17 17 (0.59%) Retail Banking
18 14 (0.49%) Multimedia
Job Titles
1 882 (30.81%) Developer
2 727 (25.39%) Analyst
3 554 (19.35%) Architect
4 345 (12.05%) Data Architect
5 300 (10.48%) Business Analyst
6 216 (7.54%) Business Intelligence Developer
7 200 (6.99%) SQL Developer
8 189 (6.60%) Data Analyst
9 162 (5.66%) Business Intelligence Analyst
10 152 (5.31%) Consultant
11 146 (5.10%) Senior Developer
12 120 (4.19%) Solutions Architect
13 112 (3.91%) DBA
14 91 (3.18%) Business Developer
15 82 (2.86%) SQL DBA
16 77 (2.69%) SSIS Developer
17 75 (2.62%) Data Warehouse Developer
18 68 (2.38%) SQL Analyst
19 67 (2.34%) Java Developer
20 66 (2.31%) Senior Analyst
Libraries, Frameworks & Software Standards
1 283 (9.88%) .NET
2 221 (7.72%) XML
3 202 (7.06%) Web Services
4 201 (7.02%) HTML
5 124 (4.33%) REST
6 121 (4.23%) CSS
7 105 (3.67%) SOAP
8 103 (3.60%) ASP.NET
9 91 (3.18%) .NET Framework
10 86 (3.00%) Spring
11 79 (2.76%) AngularJS
12 77 (2.69%) HTML5
13 76 (2.65%) Ajax
14 71 (2.48%) jQuery
15 69 (2.41%) MDX
16 62 (2.17%) JSON
17 53 (1.85%) RESTful
18 49 (1.71%) Middleware
19 40 (1.40%) Hibernate
20 38 (1.33%) Node.js
Miscellaneous
1 610 (21.31%) Analytical Skills
2 233 (8.14%) Data Integration
3 228 (7.96%) Visualisation
4 226 (7.89%) Management Information System
5 222 (7.75%) Computer Science
6 134 (4.68%) Statistics
7 123 (4.30%) Data Structures
8 106 (3.70%) Enterprise Software
9 96 (3.35%) Mathematics
10 60 (2.10%) Fintech
11 53 (1.85%) Algorithms
12 51 (1.78%) Credit Risk
13 47 (1.64%) Reference Data
14 42 (1.47%) Economics
14 42 (1.47%) NHS
15 41 (1.43%) Mobile App
16 35 (1.22%) Data Extraction
16 35 (1.22%) Replication
16 35 (1.22%) User Experience
17 33 (1.15%) Virtual Team
Operating Systems
1 160 (5.59%) Linux
2 133 (4.65%) Unix
3 88 (3.07%) Windows
4 22 (0.77%) Android
5 16 (0.56%) Apple iOS
6 12 (0.42%) Windows Server
7 9 (0.31%) Red Hat Enterprise Linux
8 7 (0.24%) Ubuntu
8 7 (0.24%) Windows Server 2008
9 5 (0.17%) Debian
9 5 (0.17%) Mac OS X
9 5 (0.17%) Windows Server 2012
10 3 (0.10%) CentOS
10 3 (0.10%) Windows XP
11 2 (0.070%) Solaris
11 2 (0.070%) Windows Server 2003
12 1 (0.035%) AIX
Processes & Methodologies
1 1210 (42.26%) Business Intelligence
2 888 (31.02%) ETL
3 780 (27.24%) Agile Software Development
4 540 (18.86%) Analytics
5 357 (12.47%) Data Architecture
6 339 (11.84%) Data Management
7 292 (10.20%) Data Analysis
8 270 (9.43%) Logical Data Model
9 260 (9.08%) Business Analysis
10 251 (8.77%) Migration
11 233 (8.14%) OO
12 211 (7.37%) Scrum
13 205 (7.16%) CRM
13 205 (7.16%) SDLC
14 194 (6.78%) Stakeholder Management
15 193 (6.74%) Data Analytics
16 188 (6.57%) SOA
17 186 (6.50%) Software Engineering
18 184 (6.43%) Performance Tuning
19 178 (6.22%) UML
Programming Languages
1 1525 (53.27%) SQL
2 450 (15.72%) Java
3 417 (14.57%) T-SQL
4 264 (9.22%) JavaScript
5 232 (8.10%) C#
6 228 (7.96%) Python
7 209 (7.30%) PL/SQL
8 102 (3.56%) VBA
9 97 (3.39%) R
10 86 (3.00%) Scala
11 80 (2.79%) C
12 62 (2.17%) C++
13 61 (2.13%) Shell Script
14 54 (1.89%) Perl
15 51 (1.78%) PowerShell
16 45 (1.57%) VB.NET
17 42 (1.47%) PHP
18 39 (1.36%) ABAP
19 34 (1.19%) Data Analysis Expressions (DAX)
20 26 (0.91%) TypeScript
Qualifications
1 419 (14.63%) Degree
2 66 (2.31%) Security Cleared
3 58 (2.03%) ISEB
4 43 (1.50%) PhD
5 33 (1.15%) Microsoft Certification
6 27 (0.94%) DV Cleared
7 21 (0.73%) SC Cleared
8 20 (0.70%) IIBA
9 16 (0.56%) PMI Certification
10 15 (0.52%) MCSA
11 11 (0.38%) CBAP
11 11 (0.38%) ISTQB
11 11 (0.38%) ITIL Foundation Certificate
11 11 (0.38%) Oracle Certification
11 11 (0.38%) Postgraduate
12 8 (0.28%) OCP
13 7 (0.24%) CEH
13 7 (0.24%) CISA
13 7 (0.24%) CISM
13 7 (0.24%) CISSP
Quality Assurance & Compliance
1 276 (9.64%) Data Quality
2 98 (3.42%) QA
3 29 (1.01%) PCI DSS
4 27 (0.94%) SLA
5 13 (0.45%) ISO/IEC 27001
6 10 (0.35%) CRD IV
6 10 (0.35%) MiFID
7 6 (0.21%) Solvency II
8 4 (0.14%) IAS 39
9 3 (0.10%) Basel III
9 3 (0.10%) COBIT
9 3 (0.10%) HL7
10 2 (0.070%) GDPR
10 2 (0.070%) SNOMED CT
11 1 (0.035%) Actionable Recommendations
11 1 (0.035%) Dodd-Frank
11 1 (0.035%) ISO20022
11 1 (0.035%) P3O
System Software
1 37 (1.29%) HDFS
2 27 (0.94%) Docker
3 17 (0.59%) Apache Flume
3 17 (0.59%) VMware Infrastructure
4 16 (0.56%) Active Directory
4 16 (0.56%) Oracle RAC
5 14 (0.49%) VMware ESX
6 13 (0.45%) VMware ESXi
7 5 (0.17%) Virtual Machines
8 3 (0.10%) Firmware
9 2 (0.070%) Apache ZooKeeper
9 2 (0.070%) GridGain
10 1 (0.035%) Btrfs
10 1 (0.035%) Gluster
10 1 (0.035%) GPFS
10 1 (0.035%) Time Sharing Option
10 1 (0.035%) Varnish
Systems Management
1 30 (1.05%) Puppet
2 28 (0.98%) Ansible
3 22 (0.77%) Oozie
4 16 (0.56%) Hadoop YARN
5 13 (0.45%) SCOM
6 11 (0.38%) Control-M
6 11 (0.38%) HP Quality Center
6 11 (0.38%) Opscode Chef
7 10 (0.35%) Failover Clustering
8 5 (0.17%) Data Guard
8 5 (0.17%) Kubernetes
8 5 (0.17%) Oracle Enterprise Manager
9 4 (0.14%) HP SiteScope
9 4 (0.14%) Perfmon
9 4 (0.14%) SCCM
10 3 (0.10%) Enterprise Manager Cloud Control
11 2 (0.070%) Grafana
11 2 (0.070%) Salt
12 1 (0.035%) Dokku
12 1 (0.035%) Oracle EDQ
Vendors
1 620 (21.66%) Oracle
2 545 (19.04%) Microsoft
3 238 (8.31%) Tableau
4 216 (7.54%) SAP
5 169 (5.90%) Informatica
6 119 (4.16%) Cognos
7 118 (4.12%) Talend
8 77 (2.69%) IBM
9 76 (2.65%) Salesforce.com
10 73 (2.55%) Teradata
11 59 (2.06%) Google
12 43 (1.50%) Netezza
13 33 (1.15%) Sybase
14 31 (1.08%) VMware
15 28 (0.98%) HP
16 27 (0.94%) Cognizant
17 25 (0.87%) hybris
18 23 (0.80%) Cloudera
18 23 (0.80%) Siebel
19 21 (0.73%) Hyperion
Southampton, Hampshire
Bluetownonline
Salary: £45000 - £50000 per annum
Posted: 1 hour ago
Stockport, Cheshire
Applause IT Innovation
Salary: £28000 - £36000 per annum + bens
Posted: 19 hours ago
Wokingham, Berkshire
Spectrum IT Recruitment (South) Ltd
Salary: £30000 - £35000 per annum
Posted: 2 days ago
South East
Lawrence Harvey Enterprise
Salary: £40000.00 - £50000.00 per annum + Pension
Posted: 2 days ago
City, London
Harrington Starr
Salary: £35000 - £55000 per annum + Benefits + Bonus
Posted: 2 days ago
Redhill, Surrey
Complete Tech Limited
Salary: Up to £60,000 per annum + fantastic benefits
Posted: Yesterday
Bedfordshire
Asset Resourcing Ltd
Salary: £35000 - £40000 per annum
Posted: 2 days ago
City, London
Harrington Starr
Salary: £45000 - £60000 per annum + Bonus + Benefits
Posted: 2 days ago
Newcastle, Staffordshire
Searchability
Salary: £35000 - £45000 per annum
Posted: 2 days ago
Hampshire
Opus Recruitment Solutions Ltd
Salary: £40000 - £45000 per annum
Posted: 3 days ago
Milton Keynes, Buckinghamshire
Robert Walters
Salary: £80000 - £94000 per annum + 10% Bonus, Car Allowance
Posted: 2 days ago
Stockport, Cheshire
Capita Resourcing - IT Resourcing
Salary: £35000 - £45000 per annum
Posted: 4 days ago
London
KPRS
Salary: From £55,000 to £55,000 per annum £55k + benefits
Posted: 3 days ago
City, London
Understanding Recruitment
Salary: £60000 - £75000 per annum + benefits
Posted: 17 hours ago
City, London
Harrington Starr
Salary: £35000 - £55000 per annum + Benefits + Bonus
Posted: 3 days ago
London
Mortimer Spinks
Salary: £35000 - £50000 per annum + benfits and bonus
Posted: 3 days ago
Greater Manchester
EasyWebRecruitment.com
Salary: £25,000 + benefits
Posted: 4 days ago
London
Cadence Resourcing
Salary: £40000 - £70000 per annum
Posted: 4 days ago
Haverhill, Suffolk
Opus Resourcing Ltd
Salary: £50000 - £60000 per annum + Bens + Bonus
Posted: 2 days ago
London
Capita Resourcing - IT Resourcing
Salary: £40000 - £52000 per annum + benefits
Posted: 3 days ago
Wokingham, Berkshire
The People Network
Salary: £35000 - £38000 per annum + Superb Benefits
Posted: Yesterday
Bristol, Avon
Redrock Consulting Ltd
Salary: £45000 - £55000 per annum + Excellent Benefits
Posted: 6 days ago
Halifax, West Yorkshire
4it Recruitment Ltd
Salary: From £65,000 to £75,000 per annum plus excellent additional benefits
Posted: 5 days ago
London
Careerwise UK Limited
Salary: £70000 - £80000 per annum + bonus + car allowance + benefits
Posted: 3 days ago
Liverpool, Merseyside
HMRC
Salary: From £48,389 to £55,501 per annum
Posted: 4 days ago
Telford, Shropshire
Haybrook IT Resourcing Ltd
Salary: Competitive
Posted: 2 days ago
Bristol, Avon
Haybrook IT Resourcing Ltd
Salary: Competitive
Posted: 2 days ago
Portsmouth, Hampshire
Haybrook IT Resourcing Ltd
Salary: Competitive
Posted: 2 days ago
Bournemouth, Dorset
Haybrook IT Resourcing Ltd
Salary: Competitive
Posted: 2 days ago
Manchester, Lancashire
Opus IT Consulting
Salary: £50 - £58000 per annum + Car Allowance
Posted: 4 days ago