The following table provides summary statistics for permanent job vacancies advertised in West 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 29 March 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
Yorkshire / West Yorkshire
3 months to
29 Mar 2017
Same period 2016 Same period 2015
Rank 101 122 157
Rank change year-on-year +21 +35  
Permanent jobs citing Data Modelling 95 92 60
As % of all permanent IT jobs advertised in West Yorkshire 2.61% 2.07% 1.19%
As % of the Processes & Methodologies category 2.89% 2.31% 1.33%
Number of salaries quoted 83 75 49
Median salary £45,000 £47,500 £45,000
Median salary % change year-on-year -5.26% +5.55%  
90% offered a salary of more than £37,500 £37,500 £37,400
10% offered a salary of more than £82,000 £67,500 £57,500
UK excluding London median salary £50,000 £47,500 £47,500
% change year-on-year +5.26% -  

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 West Yorkshire with a requirement for process and methodology skills.

Process & Methodology Skills
West Yorkshire
Permanent job vacancies with a requirement for process and methodology skills 3289 3978 4495
As % of all permanent IT job vacancies advertised in West Yorkshire 90.48% 89.57% 89.47%
Number of salaries quoted 2926 3274 3541
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 £31,500 £30,000 £30,000
10% offered a salary of more than £60,000 £58,200 £62,500
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Data Modelling
Job Vacancy Trend in West Yorkshire

The job posting trend of jobs advertised in West 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 West Yorkshire

Data Modelling
Salary Trend in West Yorkshire

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

Salary trend for Data Modelling in West Yorkshire

Data Modelling
Salary Histogram in West Yorkshire

The salary distribution of IT jobs citing Data Modelling in West Yorkshire over the 3 months to 29 March 2017.

Salary histogram for Data Modelling in West Yorkshire

Data Modelling
Job Locations in West 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 West Yorkshire region over the 3 months to 29 March 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
Leeds +18 66 £42,500 -15.00% 16
Halifax - 14 £70,000 - 1
Bradford +2 4 £45,000 -5.26% 1
Brighouse - 2 £36,500 -
Pontefract - 2 £39,000 -
Data Modelling
Yorkshire

For the 6 months to 29 March 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 West Yorkshire region with a requirement for Data Modelling.

1 98 (51.85%) SQL Server
2 93 (49.21%) Business Intelligence
3 88 (46.56%) Data Warehouse
4 87 (46.03%) SQL
5 70 (37.04%) ETL
6 66 (34.92%) SQL Server Integration Services
7 64 (33.86%) SQL Server Reporting Services
8 60 (31.75%) Microsoft
9 57 (30.16%) Finance
10 54 (28.57%) SQL Server Analysis Services
11 52 (27.51%) Analytics
12 41 (21.69%) MS Excel
13 38 (20.11%) T-SQL
14 33 (17.46%) Management Information System
15 31 (16.40%) TOGAF
15 31 (16.40%) Agile Software Development
16 27 (14.29%) Stakeholder Engagement
17 25 (13.23%) Stakeholder Management
18 24 (12.70%) BusinessObjects
18 24 (12.70%) Visualisation
19 23 (12.17%) E-Commerce
20 22 (11.64%) C#
20 22 (11.64%) Analytical Skills
21 21 (11.11%) Mentoring
21 21 (11.11%) Coaching
21 21 (11.11%) SDLC
21 21 (11.11%) Data Visualisation
21 21 (11.11%) JavaScript
21 21 (11.11%) .NET
22 20 (10.58%) Big Data

Data Modelling
Co-occurring IT Skills in West 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 13 (6.88%) OpenStack
2 9 (4.76%) SAS
3 6 (3.17%) Apache Spark
4 4 (2.12%) Confluence
5 3 (1.59%) SharePoint
6 2 (1.06%) Oracle SOA Suite
7 1 (0.53%) OpenEdge
Applications
1 41 (21.69%) MS Excel
2 17 (8.99%) MS Visio
3 8 (4.23%) SPSS
Business Applications
1 2 (1.06%) Dynamics CRM
Cloud Services
1 14 (7.41%) Microsoft Azure
2 6 (3.17%) Amazon AWS
Communications & Networking
1 2 (1.06%) Extranet
1 2 (1.06%) Intranet
2 1 (0.53%) HTTP
2 1 (0.53%) Internet
2 1 (0.53%) SMTP
2 1 (0.53%) SSL
Database & Business Intelligence
1 98 (51.85%) SQL Server
2 88 (46.56%) Data Warehouse
3 66 (34.92%) SQL Server Integration Services
4 64 (33.86%) SQL Server Reporting Services
5 54 (28.57%) SQL Server Analysis Services
6 24 (12.70%) BusinessObjects
7 20 (10.58%) Big Data
8 16 (8.47%) Hadoop
8 16 (8.47%) Relational Database
8 16 (8.47%) SQL Server 2014
9 13 (6.88%) Data Mining
9 13 (6.88%) Oracle Database
10 12 (6.35%) Lumira
10 12 (6.35%) MySQL
10 12 (6.35%) RDBMS
10 12 (6.35%) SAP HANA
11 11 (5.82%) SQL Server 2012
12 9 (4.76%) Oracle Database 11g
13 8 (4.23%) SQL Server 2016
14 7 (3.70%) Apache Hive
Development Applications
1 12 (6.35%) Team Foundation Server
1 12 (6.35%) Visual Studio
2 7 (3.70%) Git (software)
3 5 (2.65%) JIRA
4 3 (1.59%) Balsamiq Mockups
5 2 (1.06%) ERwin
6 1 (0.53%) Cucumber
6 1 (0.53%) Fiddler
6 1 (0.53%) gulp
6 1 (0.53%) Oracle Forms
6 1 (0.53%) ReSharper
6 1 (0.53%) Talend Open Studio
6 1 (0.53%) WebSpeed
General
1 57 (30.16%) Finance
2 14 (7.41%) Telecoms
3 5 (2.65%) Back Office
3 5 (2.65%) Retail
4 4 (2.12%) Banking
4 4 (2.12%) Marketing
5 3 (1.59%) Legal
6 2 (1.06%) Manufacturing
7 1 (0.53%) Law
Job Titles
1 63 (33.33%) Developer
2 50 (26.46%) Architect
3 38 (20.11%) Analyst
4 34 (17.99%) Data Architect
5 32 (16.93%) SQL Developer
6 25 (13.23%) Business Analyst
7 24 (12.70%) Business Intelligence Developer
8 22 (11.64%) SQL Server Architect
9 21 (11.11%) SSIS Developer
10 19 (10.05%) SQL BI Developer
10 19 (10.05%) T-SQL Developer
11 16 (8.47%) Enterprise Architect
11 16 (8.47%) Enterprise Data Architect
11 16 (8.47%) Lead Architect
12 12 (6.35%) SAP BusinessObjects Specialist
13 11 (5.82%) Digital Architect
13 11 (5.82%) Senior Analyst
13 11 (5.82%) Senior Developer
14 10 (5.29%) SQL Server Developer
15 8 (4.23%) ASP.NET Developer
Libraries, Frameworks & Software Standards
1 21 (11.11%) .NET
2 14 (7.41%) ASP.NET
2 14 (7.41%) HTML
3 13 (6.88%) CSS
3 13 (6.88%) OpenDaylight
4 12 (6.35%) Web Services
5 10 (5.29%) XML
6 9 (4.76%) REST
7 7 (3.70%) CSS3
7 7 (3.70%) HTML5
8 6 (3.17%) ASP.NET Web API
8 6 (3.17%) Node.js
8 6 (3.17%) React
8 6 (3.17%) Spring
9 5 (2.65%) .NET Framework
9 5 (2.65%) Ajax
9 5 (2.65%) WinForms
10 3 (1.59%) EDI
10 3 (1.59%) SOAP
10 3 (1.59%) WCF
Miscellaneous
1 33 (17.46%) Management Information System
2 22 (11.64%) Analytical Skills
3 13 (6.88%) Data Centre
4 5 (2.65%) Credit Risk
5 3 (1.59%) Computer Science
6 2 (1.06%) Data Protection Act
7 1 (0.53%) Client/Server
7 1 (0.53%) Clustering
7 1 (0.53%) Enterprise Software
7 1 (0.53%) Fintech
Operating Systems
1 9 (4.76%) Windows
2 2 (1.06%) Windows Server
3 1 (0.53%) Linux
3 1 (0.53%) Unix
3 1 (0.53%) Windows 10
3 1 (0.53%) Windows 8
Processes & Methodologies
1 93 (49.21%) Business Intelligence
2 70 (37.04%) ETL
3 52 (27.51%) Analytics
4 31 (16.40%) Agile Software Development
4 31 (16.40%) TOGAF
5 27 (14.29%) Stakeholder Engagement
6 25 (13.23%) Stakeholder Management
7 24 (12.70%) Visualisation
8 23 (12.17%) E-Commerce
9 21 (11.11%) Coaching
9 21 (11.11%) Data Visualisation
9 21 (11.11%) Mentoring
9 21 (11.11%) SDLC
10 17 (8.99%) Business Analysis
11 16 (8.47%) Presales
11 16 (8.47%) Process Improvement
11 16 (8.47%) User Stories
12 15 (7.94%) Use Case
12 15 (7.94%) Validation
13 14 (7.41%) Project Management
Programming Languages
1 87 (46.03%) SQL
2 38 (20.11%) T-SQL
3 22 (11.64%) C#
4 21 (11.11%) JavaScript
5 13 (6.88%) Java
6 11 (5.82%) VB.NET
7 10 (5.29%) Python
8 8 (4.23%) VBA
9 4 (2.12%) VB
10 1 (0.53%) OpenEdge ABL
10 1 (0.53%) PL/SQL
10 1 (0.53%) PowerShell
10 1 (0.53%) Progress 4GL
10 1 (0.53%) Shell Script
10 1 (0.53%) TypeScript
Qualifications
1 8 (4.23%) Degree
2 6 (3.17%) Microsoft Certification
3 2 (1.06%) ISEB
3 2 (1.06%) ISTQB
4 1 (0.53%) MCITP
4 1 (0.53%) MCSA
4 1 (0.53%) MCSE
Quality Assurance & Compliance
1 4 (2.12%) IFRS
1 4 (2.12%) IFRS 9
1 4 (2.12%) SNOMED CT
2 3 (1.59%) SLA
3 2 (1.06%) PCI DSS
4 1 (0.53%) Data Quality
4 1 (0.53%) QA
System Software
1 13 (6.88%) Docker
1 13 (6.88%) VMware Infrastructure
2 1 (0.53%) Active Directory
Systems Management
1 13 (6.88%) Ansible
2 1 (0.53%) Failover Clustering
2 1 (0.53%) SQL Sentry
Vendors
1 60 (31.75%) Microsoft
2 18 (9.52%) Oracle
3 16 (8.47%) SAP
4 14 (7.41%) VMware
5 13 (6.88%) Cisco
6 6 (3.17%) Splunk
6 6 (3.17%) Tableau
7 4 (2.12%) RedGate
8 1 (0.53%) Progress
8 1 (0.53%) Sun
8 1 (0.53%) Talend
Halifax, West Yorkshire
4it Recruitment Ltd
Salary: From £65,000 to £75,000 per annum plus excellent additional benefits
Posted: Today
Leeds, West Yorkshire
4it Recruitment Ltd
Salary: Up to £45,000 per annum + Benefits
Posted: Yesterday
Leeds, West Yorkshire
Reed Technology
Salary: £40000 - £50000 per annum
Posted: 23 hours ago
Leeds
Centrica
Salary: Package circa: £50,000
Posted: Yesterday
Leeds, West Yorkshire
Fruition IT Resources Limited
Salary: £30000 - £45000 per annum
Posted: 2 days ago
Leeds, West Yorkshire
HAYS INFORMATION TECHNOLOGY
Salary: £45000.00 - £50000.00 per annum
Posted: Yesterday
Leeds, West Yorkshire
CoreCom Consulting
Salary: £38000 - £43000 per annum + 5% Bonus, Pension
Posted: 4 days ago
Leeds, West Yorkshire
Rullion
Salary: £60000 - £70000 per annum + comprehensive benefits
Posted: 5 days ago
Leeds, West Yorkshire
Oxbridge Answers
Salary: 45000
Posted: 5 days ago
Leeds, West Yorkshire
4it Recruitment Ltd
Salary: From £50,000 to £60,000 per annum plus excellent additional benefits
Posted: 5 days ago
Leeds, West Yorkshire
Calibre Search Ltd
Salary: £50000 - £60000.00 per annum
Posted: 6 days ago
Bradford, West Yorkshire
4it Recruitment Ltd
Salary: From £40,000 to £50,000 per annum plus excellent additional benefits
Posted: 6 days ago
Leeds
Hays Specialist Recruitment
Salary: £40000.00 - £45000.00 per annum
Posted: 14 days ago
Leeds
Ampersand Consulting
Salary: £35000 - £37000 per annum + Fantastic Benefits
Posted: 7 days ago
Leeds
The SmartList
Posted: 12 days ago