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 22 June 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
Yorkshire / West Yorkshire
3 months to
22 Jun 2017
Same period 2016 Same period 2015
Rank 86 127 130
Rank change year-on-year +41 +3  
Permanent jobs citing Data Modelling 106 79 78
As % of all permanent IT jobs advertised in West Yorkshire 3.02% 2.01% 1.69%
As % of the Processes & Methodologies category 3.26% 2.19% 1.88%
Number of salaries quoted 95 60 62
Median salary £47,500 £47,500 £45,000
Median salary % change year-on-year - +5.55%  
90% offered a salary of more than £36,000 £35,000 £35,000
10% offered a salary of more than £70,000 £60,000 £55,000
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 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 3251 3601 4145
As % of all permanent IT job vacancies advertised in West Yorkshire 92.52% 91.56% 90.03%
Number of salaries quoted 2725 3011 3289
Median salary £45,000 £42,500 £42,500
Median salary % change year-on-year +5.88% -  
90% offered a salary of more than £30,000 £30,000 £30,000
10% offered a salary of more than £65,000 £60,000 £65,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

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 22 June 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 22 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
Leeds +18 82 £47,500 -5.00% 7
Bradford +11 15 £45,000 - 2
Halifax - 5 £70,000 -
Pontefract - 4 £43,000 -
Data Modelling
Yorkshire

For the 6 months to 22 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 West Yorkshire region with a requirement for Data Modelling.

1 108 (55.10%) Data Warehouse
2 94 (47.96%) SQL
3 85 (43.37%) SQL Server
3 85 (43.37%) Business Intelligence
4 72 (36.73%) ETL
5 68 (34.69%) SQL Server Reporting Services
5 68 (34.69%) SQL Server Integration Services
6 61 (31.12%) SQL Server Analysis Services
7 59 (30.10%) Microsoft
8 55 (28.06%) Analytics
9 48 (24.49%) Finance
10 38 (19.39%) Stakeholder Engagement
11 36 (18.37%) T-SQL
12 35 (17.86%) Analytical Skills
13 34 (17.35%) Data Mining
14 30 (15.31%) Agile Software Development
15 29 (14.80%) Management Information System
16 26 (13.27%) TOGAF
17 24 (12.24%) Visualisation
18 23 (11.73%) Data Analysis
18 23 (11.73%) Greenfield Project
19 22 (11.22%) VBA
20 21 (10.71%) SPSS
20 21 (10.71%) SAS
21 20 (10.20%) Mentoring
21 20 (10.20%) Stakeholder Management
22 19 (9.69%) MS Access
22 19 (9.69%) Java
22 19 (9.69%) Data Visualisation
22 19 (9.69%) Multivariate Analysis

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 21 (10.71%) SAS
2 8 (4.08%) OpenStack
3 6 (3.06%) Apache Spark
4 5 (2.55%) Confluence
5 2 (1.02%) OpenEdge
5 2 (1.02%) SharePoint
Applications
1 21 (10.71%) SPSS
2 9 (4.59%) MS Visio
3 5 (2.55%) Microsoft Excel
4 2 (1.02%) Microsoft Office
Business Applications
1 3 (1.53%) Dynamics CRM
Cloud Services
1 13 (6.63%) Microsoft Azure
2 4 (2.04%) Amazon AWS
3 2 (1.02%) Cortana Intelligence Suite
4 1 (0.51%) Google Cloud Platform
4 1 (0.51%) PaaS
Communications & Networking
1 2 (1.02%) Extranet
1 2 (1.02%) Intranet
2 1 (0.51%) HTTP
2 1 (0.51%) Internet
2 1 (0.51%) SMTP
2 1 (0.51%) SSL
Database & Business Intelligence
1 108 (55.10%) Data Warehouse
2 85 (43.37%) SQL Server
3 68 (34.69%) SQL Server Integration Services
3 68 (34.69%) SQL Server Reporting Services
4 61 (31.12%) SQL Server Analysis Services
5 34 (17.35%) Data Mining
6 19 (9.69%) MS Access
6 19 (9.69%) Relational Database
7 18 (9.18%) BusinessObjects
8 15 (7.65%) Big Data
9 13 (6.63%) Hadoop
9 13 (6.63%) RDBMS
10 12 (6.12%) SQL Server 2014
11 11 (5.61%) SQL Server 2012
12 9 (4.59%) MySQL
13 8 (4.08%) DataStage
13 8 (4.08%) IBM InfoSphere
13 8 (4.08%) Lumira
13 8 (4.08%) Power BI
13 8 (4.08%) SAP HANA
Development Applications
1 9 (4.59%) Git (software)
2 8 (4.08%) JIRA
2 8 (4.08%) SQL Server Management Studio (SSMS)
3 4 (2.04%) Balsamiq Mockups
4 3 (1.53%) Team Foundation Server
5 1 (0.51%) Cucumber
5 1 (0.51%) Fiddler
5 1 (0.51%) gulp
5 1 (0.51%) ReSharper
5 1 (0.51%) Visual Studio
General
1 48 (24.49%) Finance
2 9 (4.59%) Telecoms
3 7 (3.57%) Marketing
4 4 (2.04%) Back Office
4 4 (2.04%) Legal
5 2 (1.02%) Financial Institution
5 2 (1.02%) Retail
6 1 (0.51%) Advertising
6 1 (0.51%) Billing
6 1 (0.51%) Law
6 1 (0.51%) Manufacturing
Job Titles
1 51 (26.02%) Developer
2 45 (22.96%) Architect
3 40 (20.41%) Analyst
4 29 (14.80%) Data Architect
5 23 (11.73%) SQL Developer
6 22 (11.22%) Business Intelligence Developer
7 21 (10.71%) Business Analyst
7 21 (10.71%) Data Scientist
7 21 (10.71%) Enterprise Architect
7 21 (10.71%) Enterprise Data Architect
7 21 (10.71%) SSIS Developer
8 18 (9.18%) Senior Analyst
8 18 (9.18%) SQL Server Architect
8 18 (9.18%) T-SQL Developer
9 13 (6.63%) Senior Developer
9 13 (6.63%) SQL BI Developer
10 12 (6.12%) Senior Business Analyst
11 11 (5.61%) Administrator
11 11 (5.61%) Data Warehouse Developer
11 11 (5.61%) DBA
Libraries, Frameworks & Software Standards
1 14 (7.14%) .NET
2 12 (6.12%) XML
3 9 (4.59%) HTML
3 9 (4.59%) REST
4 8 (4.08%) OpenDaylight
4 8 (4.08%) Web Services
5 7 (3.57%) CSS
5 7 (3.57%) CSS3
5 7 (3.57%) HTML5
6 6 (3.06%) Node.js
6 6 (3.06%) React
6 6 (3.06%) SOAP
6 6 (3.06%) Spring
7 3 (1.53%) ASP.NET
7 3 (1.53%) EDI
7 3 (1.53%) JSP
7 3 (1.53%) RESTful
7 3 (1.53%) WCF
7 3 (1.53%) XSD
7 3 (1.53%) XSLT
Miscellaneous
1 35 (17.86%) Analytical Skills
2 29 (14.80%) Management Information System
3 23 (11.73%) Greenfield Project
4 8 (4.08%) Data Centre
5 6 (3.06%) Computer Science
6 3 (1.53%) AS400
6 3 (1.53%) FMCG
6 3 (1.53%) User Experience
7 2 (1.02%) Algorithms
7 2 (1.02%) Client/Server
7 2 (1.02%) Credit Risk
7 2 (1.02%) Data Protection Act
8 1 (0.51%) Fintech
Operating Systems
1 11 (5.61%) Linux
2 6 (3.06%) Windows
3 3 (1.53%) AIX
3 3 (1.53%) Solaris
3 3 (1.53%) Windows Server 2003
4 1 (0.51%) Windows 10
4 1 (0.51%) Windows 8
4 1 (0.51%) Windows Server
Processes & Methodologies
1 85 (43.37%) Business Intelligence
2 72 (36.73%) ETL
3 55 (28.06%) Analytics
4 38 (19.39%) Stakeholder Engagement
5 30 (15.31%) Agile Software Development
6 26 (13.27%) TOGAF
7 24 (12.24%) Visualisation
8 23 (11.73%) Data Analysis
9 20 (10.20%) Mentoring
9 20 (10.20%) Stakeholder Management
10 19 (9.69%) Data Visualisation
10 19 (9.69%) Multivariate Analysis
10 19 (9.69%) Pricing Strategy
11 18 (9.18%) Coaching
11 18 (9.18%) E-Commerce
12 17 (8.67%) Kimball Methodology
13 16 (8.16%) OpenUP
13 16 (8.16%) SDLC
14 14 (7.14%) Business Analysis
14 14 (7.14%) Presales
Programming Languages
1 94 (47.96%) SQL
2 36 (18.37%) T-SQL
3 22 (11.22%) VBA
4 19 (9.69%) Java
5 18 (9.18%) C#
6 14 (7.14%) JavaScript
7 11 (5.61%) Shell Script
8 8 (4.08%) Bash Shell
8 8 (4.08%) PowerShell
9 7 (3.57%) VB
10 4 (2.04%) Python
11 3 (1.53%) VB.NET
12 2 (1.02%) OpenEdge ABL
12 2 (1.02%) Progress 4GL
13 1 (0.51%) MATLAB
13 1 (0.51%) R
13 1 (0.51%) TypeScript
Qualifications
1 8 (4.08%) MCSA
1 8 (4.08%) MCSE
1 8 (4.08%) Microsoft Certification
2 7 (3.57%) Degree
3 2 (1.02%) SC Cleared
3 2 (1.02%) Security Cleared
Quality Assurance & Compliance
1 8 (4.08%) QA
2 3 (1.53%) Data Quality
2 3 (1.53%) SNOMED CT
3 2 (1.02%) PCI DSS
System Software
1 8 (4.08%) Docker
1 8 (4.08%) VMware Infrastructure
Systems Management
1 8 (4.08%) Ansible
Vendors
1 59 (30.10%) Microsoft
2 15 (7.65%) Oracle
3 8 (4.08%) Cisco
3 8 (4.08%) IBM
3 8 (4.08%) Netezza
3 8 (4.08%) SAP
3 8 (4.08%) VMware
4 6 (3.06%) Tableau
5 3 (1.53%) RedGate
5 3 (1.53%) Splunk
6 2 (1.02%) Progress
7 1 (0.51%) Google
7 1 (0.51%) MicroStrategy
7 1 (0.51%) Sun
Leeds, Yorkshire
Proactive Appointments
Salary: £45k - £50k per annum with a package total of up to £65k!
Posted: 14 hours ago
Leeds, West Yorkshire
Harvey Nash plc
Salary: £40000 - £47500 per annum
Posted: 6 days ago
Huddersfield, West Yorkshire
Hotfoot Recruitment
Salary: £45,000 per annum + Benefits
Posted: 2 days ago
Bradford, West Yorkshire
4it Recruitment Ltd
Salary: From £45,000 to £55,000 per annum plus excellent additional benefits
Posted: 5 days ago
West Yorkshire
Maclean Moore Consulting
Salary: From £50,000 to £55,000 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: 6 days ago
Leeds, West Yorkshire
Candour Solutions
Salary: Excellent plus outstanding benefits
Posted: 5 days ago
Bradford, West Yorkshire
Candour Solutions
Salary: Excellent plus outstanding benefits
Posted: 5 days ago
Leeds
Computer Futures
Salary: £55000 - £56000 per annum + competitive
Posted: 16 days ago
Leeds
Ampersand Consulting
Salary: £35000 - £37000 per annum + Fantastic Benefits
Posted: 20 days ago
Leeds
Hays Specialist Recruitment
Salary: £45000.00 - £50000.00 per annum
Posted: 22 days ago