The following table provides summary statistics for permanent job vacancies advertised in Yorkshire with a requirement for Data Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Modelling over the 3 months to 24 June 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
England / Yorkshire
3 months to
24 Jun 2017
Same period 2016 Same period 2015
Rank 103 146 149
Rank change year-on-year +43 +3  
Permanent jobs citing Data Modelling 145 95 123
As % of all permanent IT jobs advertised in Yorkshire 2.71% 1.67% 1.81%
As % of the Processes & Methodologies category 2.96% 1.86% 2.02%
Number of salaries quoted 132 72 97
Median salary £50,000 £45,000 £45,000
Median salary % change year-on-year +11.11% -  
90% offered a salary of more than £37,500 £35,000 £32,000
10% offered a salary of more than £62,000 £60,000 £60,000
UK excluding London median salary £48,500 £47,500 £45,500
% change year-on-year +2.10% +4.39%  

Data Modelling is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Yorkshire with a requirement for process and methodology skills.

Process & Methodology Skills
Yorkshire
Permanent job vacancies with a requirement for process and methodology skills 4891 5097 6088
As % of all permanent IT job vacancies advertised in Yorkshire 91.42% 89.78% 89.37%
Number of salaries quoted 4108 4255 4986
Median salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25%  
90% offered a salary of more than £30,000 £29,500 £27,500
10% offered a salary of more than £60,000 £60,000 £60,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Data Modelling
Job Vacancy Trend in Yorkshire

The job posting trend of jobs advertised in Yorkshire citing Data Modelling as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Data Modelling in Yorkshire

Data Modelling
Salary Trend in Yorkshire

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

Salary trend for Data Modelling in Yorkshire

Data Modelling
Salary Histogram in Yorkshire

The salary distribution of IT jobs citing Data Modelling in Yorkshire over the 3 months to 24 June 2017.

Salary histogram for Data Modelling in Yorkshire

Data Modelling
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the Yorkshire region over the 3 months to 24 June 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
West Yorkshire +40 109 £47,500 - 15
South Yorkshire +12 23 £60,000 +23.07% 2
North Yorkshire +2 10 £50,000 +25.00% 3
East Yorkshire - 1 £37,500 - 1
Data Modelling
England

For the 6 months to 24 June 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 Yorkshire region with a requirement for Data Modelling.

1 155 (58.71%) SQL
2 130 (49.24%) Data Warehouse
3 121 (45.83%) SQL Server
4 116 (43.94%) Business Intelligence
5 92 (34.85%) SQL Server Reporting Services
6 90 (34.09%) SQL Server Integration Services
7 88 (33.33%) ETL
8 82 (31.06%) SQL Server Analysis Services
9 76 (28.79%) Microsoft
10 69 (26.14%) Analytics
11 57 (21.59%) Agile Software Development
12 55 (20.83%) Finance
13 53 (20.08%) T-SQL
14 47 (17.80%) Oracle
15 45 (17.05%) Analytical Skills
16 39 (14.77%) Java
17 38 (14.39%) Stakeholder Engagement
18 37 (14.02%) JavaScript
19 35 (13.26%) Data Mining
20 32 (12.12%) HTML
20 32 (12.12%) BusinessObjects
21 30 (11.36%) CSS
22 29 (10.98%) Management Information System
22 29 (10.98%) Visualisation
23 28 (10.61%) Degree
24 27 (10.23%) Web Services
24 27 (10.23%) C#
24 27 (10.23%) Oracle Reports
25 26 (9.85%) VBA
25 26 (9.85%) Scrum

Data Modelling
Co-occurring IT Skills in Yorkshire 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 24 (9.09%) SAS
2 7 (2.65%) OpenStack
2 7 (2.65%) SharePoint
3 6 (2.27%) Apache Spark
4 5 (1.89%) Confluence
5 2 (0.76%) OpenEdge
6 1 (0.38%) SharePoint Server
Applications
1 21 (7.95%) SPSS
2 14 (5.30%) Microsoft Excel
3 9 (3.41%) MS Visio
4 4 (1.52%) Microsoft Office
5 3 (1.14%) Spreadsheet
Business Applications
1 9 (3.41%) Oracle ERP
2 7 (2.65%) Oracle 11i
2 7 (2.65%) Oracle EBS R12
3 6 (2.27%) Dynamics CRM
4 3 (1.14%) Oracle EBS
5 2 (0.76%) Dynamics AX
6 1 (0.38%) Cognos Business Intelligence
6 1 (0.38%) Cognos TM1
6 1 (0.38%) SAP BPC
Cloud Services
1 18 (6.82%) Microsoft Azure
2 4 (1.52%) Amazon AWS
3 2 (0.76%) Cortana Intelligence Suite
4 1 (0.38%) Google Cloud Platform
4 1 (0.38%) PaaS
Communications & Networking
1 1 (0.38%) Extranet
1 1 (0.38%) HTTP
1 1 (0.38%) Internet
1 1 (0.38%) Intranet
1 1 (0.38%) SMTP
1 1 (0.38%) SSL
Database & Business Intelligence
1 130 (49.24%) Data Warehouse
2 121 (45.83%) SQL Server
3 92 (34.85%) SQL Server Reporting Services
4 90 (34.09%) SQL Server Integration Services
5 82 (31.06%) SQL Server Analysis Services
6 35 (13.26%) Data Mining
7 32 (12.12%) BusinessObjects
8 27 (10.23%) Oracle Reports
9 23 (8.71%) MS Access
10 20 (7.58%) Relational Database
11 19 (7.20%) SQL Server 2012
12 18 (6.82%) Big Data
12 18 (6.82%) SQL Server 2016
13 17 (6.44%) Power BI
14 14 (5.30%) RDBMS
15 13 (4.92%) Hadoop
15 13 (4.92%) SQL Server 2014
16 12 (4.55%) Oracle ODI
17 10 (3.79%) DataStage
17 10 (3.79%) IBM InfoSphere
Development Applications
1 17 (6.44%) Oracle Forms
2 9 (3.41%) Git (software)
2 9 (3.41%) SQL Server Management Studio (SSMS)
3 8 (3.03%) JIRA
4 4 (1.52%) Balsamiq Mockups
5 3 (1.14%) Team Foundation Server
6 2 (0.76%) ERwin
7 1 (0.38%) Cucumber
7 1 (0.38%) Fiddler
7 1 (0.38%) gulp
7 1 (0.38%) ReSharper
7 1 (0.38%) Visual Studio
General
1 55 (20.83%) Finance
2 16 (6.06%) Marketing
3 9 (3.41%) Telecoms
4 8 (3.03%) Retail
5 5 (1.89%) Back Office
6 4 (1.52%) Legal
7 2 (0.76%) Financial Institution
7 2 (0.76%) Law
8 1 (0.38%) Advertising
8 1 (0.38%) Banking
8 1 (0.38%) Billing
8 1 (0.38%) Manufacturing
Job Titles
1 90 (34.09%) Developer
2 56 (21.21%) Analyst
3 47 (17.80%) Architect
4 31 (11.74%) Data Architect
5 29 (10.98%) Business Intelligence Developer
5 29 (10.98%) SQL Developer
6 26 (9.85%) SSIS Developer
7 23 (8.71%) Enterprise Architect
7 23 (8.71%) Enterprise Data Architect
8 22 (8.33%) Business Analyst
8 22 (8.33%) T-SQL Developer
9 21 (7.95%) Data Scientist
10 20 (7.58%) Senior Analyst
10 20 (7.58%) Software Developer
11 18 (6.82%) Senior Developer
11 18 (6.82%) SQL Server Architect
12 16 (6.06%) Business Intelligence Analyst
12 16 (6.06%) Oracle Developer
13 14 (5.30%) SQL BI Developer
14 13 (4.92%) Senior DBA
Libraries, Frameworks & Software Standards
1 32 (12.12%) HTML
2 30 (11.36%) CSS
3 27 (10.23%) Web Services
4 22 (8.33%) RESTful
5 21 (7.95%) .NET
6 12 (4.55%) XML
7 8 (3.03%) ASP.NET
7 8 (3.03%) REST
8 7 (2.65%) CSS3
8 7 (2.65%) HTML5
8 7 (2.65%) OpenDaylight
9 6 (2.27%) Node.js
9 6 (2.27%) React
9 6 (2.27%) Spring
10 5 (1.89%) SOAP
11 4 (1.52%) .NET Framework
11 4 (1.52%) EDI
11 4 (1.52%) Entity Framework
12 3 (1.14%) JSP
12 3 (1.14%) MDX
Miscellaneous
1 45 (17.05%) Analytical Skills
2 29 (10.98%) Management Information System
3 25 (9.47%) Computer Science
4 24 (9.09%) Greenfield Project
5 7 (2.65%) Data Centre
6 3 (1.14%) AS400
6 3 (1.14%) FMCG
6 3 (1.14%) User Experience
7 2 (0.76%) Algorithms
7 2 (0.76%) Client/Server
7 2 (0.76%) Credit Risk
7 2 (0.76%) Data Structures
8 1 (0.38%) Data Protection Act
8 1 (0.38%) Fintech
Operating Systems
1 13 (4.92%) Linux
2 10 (3.79%) Windows
3 3 (1.14%) AIX
3 3 (1.14%) Solaris
3 3 (1.14%) Unix
3 3 (1.14%) Windows Server 2003
4 2 (0.76%) Windows Server
5 1 (0.38%) Windows 10
5 1 (0.38%) Windows 8
Processes & Methodologies
1 116 (43.94%) Business Intelligence
2 88 (33.33%) ETL
3 69 (26.14%) Analytics
4 57 (21.59%) Agile Software Development
5 38 (14.39%) Stakeholder Engagement
6 29 (10.98%) Visualisation
7 26 (9.85%) Data Analysis
7 26 (9.85%) Scrum
7 26 (9.85%) TOGAF
8 24 (9.09%) Data Visualisation
9 23 (8.71%) SDLC
9 23 (8.71%) Software Engineering
9 23 (8.71%) Test Automation
10 22 (8.33%) Mentoring
11 20 (7.58%) Stakeholder Management
12 19 (7.20%) E-Commerce
12 19 (7.20%) Multivariate Analysis
12 19 (7.20%) Pricing Strategy
13 18 (6.82%) Coaching
13 18 (6.82%) Kimball Methodology
Programming Languages
1 155 (58.71%) SQL
2 53 (20.08%) T-SQL
3 39 (14.77%) Java
4 37 (14.02%) JavaScript
5 27 (10.23%) C#
6 26 (9.85%) VBA
7 24 (9.09%) Python
8 19 (7.20%) Go
8 19 (7.20%) Ruby
8 19 (7.20%) Scala
9 17 (6.44%) PL/SQL
10 13 (4.92%) Shell Script
11 10 (3.79%) Bash Shell
12 9 (3.41%) PowerShell
12 9 (3.41%) VB
13 5 (1.89%) VB.NET
14 2 (0.76%) OpenEdge ABL
14 2 (0.76%) Progress 4GL
15 1 (0.38%) MATLAB
15 1 (0.38%) R
Qualifications
1 28 (10.61%) Degree
2 19 (7.20%) Computer Science Degree
3 18 (6.82%) Security Cleared
4 9 (3.41%) MCSA
4 9 (3.41%) MCSE
4 9 (3.41%) Microsoft Certification
5 2 (0.76%) SC Cleared
6 1 (0.38%) AAT
6 1 (0.38%) CIMA
Quality Assurance & Compliance
1 11 (4.17%) QA
2 9 (3.41%) Data Quality
3 3 (1.14%) SNOMED CT
4 1 (0.38%) PCI DSS
System Software
1 7 (2.65%) Docker
1 7 (2.65%) VMware Infrastructure
2 1 (0.38%) Active Directory
Systems Management
1 7 (2.65%) Ansible
Vendors
1 76 (28.79%) Microsoft
2 47 (17.80%) Oracle
3 12 (4.55%) SAP
4 11 (4.17%) IBM
5 10 (3.79%) Netezza
6 8 (3.03%) Hyperion
6 8 (3.03%) Informatica
6 8 (3.03%) VMware
7 7 (2.65%) Cisco
7 7 (2.65%) Tableau
8 3 (1.14%) RedGate
8 3 (1.14%) Splunk
9 2 (0.76%) Pega
9 2 (0.76%) Progress
10 1 (0.38%) Cognos
10 1 (0.38%) Google
10 1 (0.38%) Intel
10 1 (0.38%) MicroStrategy
10 1 (0.38%) Salesforce.com
10 1 (0.38%) Sun
Leeds, West Yorkshire
4it Recruitment Ltd
Salary: Up to £50,000 per annum + Benefits
Posted: Yesterday
York, North Yorkshire
HAYS INFORMATION TECHNOLOGY
Salary: £40000.00 - £45000.00 per annum
Posted: Yesterday
Hull, North Humberside
Senitor Associates
Salary: £35000 - £40000 per annum + Benefits
Posted: Yesterday
Leeds, West Yorkshire
The Bridge Ltd
Salary: From £35,000 to £42,000 per annum Pension, Healthcare
Posted: Yesterday
York, Yorkshire
Integrity IT Solutions Limited
Salary: Benefits
Posted: 2 days ago
York, North Yorkshire
Capita Resourcing - IT Resourcing
Salary: £45000 - £47000 per annum
Posted: 2 days ago
Leeds, West Yorkshire
4it Recruitment Ltd
Salary: From £50,000 to £60,000 per annum plus excellent additional benefits
Posted: Yesterday
Leeds, West Yorkshire
Harvey Nash plc
Salary: £40000 - £48000 per annum
Posted: 2 days ago
Leeds, West Yorkshire
Harvey Nash plc
Salary: £23000 per annum
Posted: Yesterday
Sheffield
Computer Futures
Salary: competitive
Posted: 4 days ago
Huddersfield, West Yorkshire
Hotfoot Recruitment
Salary: £45,000 per annum + Benefits
Posted: 5 days ago
West Yorkshire
Maclean Moore Consulting
Salary: From £50,000 to £55,000 per annum
Posted: 4 days ago
Leeds
Ampersand Consulting
Salary: £35000 - £37000 per annum + Fantastic Benefits
Posted: 22 days ago
Leeds
Computer Futures
Salary: £55000 - £56000 per annum + competitive
Posted: 18 days ago
Leeds
Hays Specialist Recruitment
Salary: £45000.00 - £50000.00 per annum
Posted: 24 days ago