The following table provides summary statistics for permanent job vacancies advertised in Bradford 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 28 June 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
West Yorkshire / Bradford
3 months to
28 Jun 2017
Same period 2016 Same period 2015
Rank 48 56 65
Rank change year-on-year +8 +9  
Permanent jobs citing Data Modelling 15 5 10
As % of all permanent IT jobs advertised in Bradford 3.18% 1.12% 1.89%
As % of the Processes & Methodologies category 3.45% 1.18% 2.08%
Number of salaries quoted 16 7 10
Median salary £47,500 £45,000 £43,750
Median salary % change year-on-year +5.55% +2.85%  
90% offered a salary of more than £40,000 £32,200 £38,625
10% offered a salary of more than £52,500 £46,500 £49,925
UK excluding London median salary £48,500 £47,500 £45,000
% change year-on-year +2.10% +5.55%  

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 Bradford with a requirement for process and methodology skills.

Process & Methodology Skills
Bradford
Permanent job vacancies with a requirement for process and methodology skills 435 424 480
As % of all permanent IT job vacancies advertised in Bradford 92.36% 94.64% 90.57%
Number of salaries quoted 1509 1826 1928
Median salary £45,000 £40,000 £40,000
Median salary % change year-on-year +12.50% -  
90% offered a salary of more than £30,000 £27,500 £29,000
10% offered a salary of more than £72,500 £56,250 £65,000
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Data Modelling
Job Vacancy Trend in Bradford

Job postings citing Data Modelling as a percentage of all IT jobs advertised in Bradford.

Job vacancy trend for Data Modelling in Bradford

Data Modelling
Salary Trend in Bradford

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

Salary trend for Data Modelling in Bradford

For the 6 months to 28 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 Bradford region with a requirement for Data Modelling.

1 12 (63.16%) Microsoft
2 10 (52.63%) Business Intelligence
2 10 (52.63%) SQL Server
2 10 (52.63%) Data Warehouse
3 9 (47.37%) MCSE
3 9 (47.37%) MCSA
3 9 (47.37%) SQL
3 9 (47.37%) T-SQL
3 9 (47.37%) ETL
3 9 (47.37%) Microsoft Certification
3 9 (47.37%) Disaster Recovery
3 9 (47.37%) Finance
3 9 (47.37%) SQL Server Reporting Services
3 9 (47.37%) SQL Server Integration Services
3 9 (47.37%) SQL Server Analysis Services
3 9 (47.37%) PowerShell
3 9 (47.37%) Performance Tuning
3 9 (47.37%) SQL Server Management Studio (SSMS)
4 6 (31.58%) Coaching
4 6 (31.58%) Stakeholder Management
5 5 (26.32%) Validation
5 5 (26.32%) GAP Analysis
5 5 (26.32%) Change Management
5 5 (26.32%) Management Information System
5 5 (26.32%) Business Analysis
5 5 (26.32%) MS Visio
5 5 (26.32%) Mentoring
5 5 (26.32%) Use Case
5 5 (26.32%) User Stories
5 5 (26.32%) Continuous Improvement

Data Modelling
Co-occurring IT Skills in Bradford 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 2 (10.53%) OpenEdge
Applications
1 5 (26.32%) MS Visio
Cloud Services
1 1 (5.26%) Amazon AWS
1 1 (5.26%) Google Cloud Platform
1 1 (5.26%) PaaS
Communications & Networking
1 1 (5.26%) Extranet
1 1 (5.26%) Intranet
Database & Business Intelligence
1 10 (52.63%) Data Warehouse
1 10 (52.63%) SQL Server
2 9 (47.37%) SQL Server Analysis Services
2 9 (47.37%) SQL Server Integration Services
2 9 (47.37%) SQL Server Reporting Services
3 3 (15.79%) Relational Database
4 2 (10.53%) RDBMS
5 1 (5.26%) Amazon Redshift
5 1 (5.26%) BigQuery
5 1 (5.26%) OLAP
5 1 (5.26%) OLTP
5 1 (5.26%) SQL Server 2005
Development Applications
1 9 (47.37%) SQL Server Management Studio (SSMS)
2 2 (10.53%) Team Foundation Server
General
1 9 (47.37%) Finance
Job Titles
1 9 (47.37%) Administrator
1 9 (47.37%) DBA
1 9 (47.37%) Senior DBA
1 9 (47.37%) Senior SQL DBA
1 9 (47.37%) SQL DBA
2 6 (31.58%) Analyst
2 6 (31.58%) Business Analyst
2 6 (31.58%) Senior Analyst
2 6 (31.58%) Senior Business Analyst
3 5 (26.32%) Lead Business Analyst
4 2 (10.53%) Architect
4 2 (10.53%) Developer
4 2 (10.53%) OpenEdge Developer
4 2 (10.53%) Software Developer
5 1 (5.26%) Data Business Analyst
5 1 (5.26%) Lead Architect
5 1 (5.26%) Lead Solutions Architect
5 1 (5.26%) Oracle Architect
5 1 (5.26%) Process Analyst
5 1 (5.26%) Solutions Architect
Libraries, Frameworks & Software Standards
1 3 (15.79%) .NET
2 2 (10.53%) HTML
2 2 (10.53%) Web Services
3 1 (5.26%) EDI
3 1 (5.26%) REST
3 1 (5.26%) SOAP
3 1 (5.26%) WCF
3 1 (5.26%) WF
3 1 (5.26%) Windows Identity Foundation
3 1 (5.26%) XML
Miscellaneous
1 5 (26.32%) Management Information System
2 2 (10.53%) Client/Server
3 1 (5.26%) Data Protection Act
3 1 (5.26%) Greenfield Project
Operating Systems
1 2 (10.53%) Windows
Processes & Methodologies
1 10 (52.63%) Business Intelligence
2 9 (47.37%) Disaster Recovery
2 9 (47.37%) ETL
2 9 (47.37%) Performance Tuning
3 6 (31.58%) Coaching
3 6 (31.58%) Stakeholder Management
4 5 (26.32%) Business Analysis
4 5 (26.32%) Change Management
4 5 (26.32%) Continuous Improvement
4 5 (26.32%) GAP Analysis
4 5 (26.32%) Mentoring
4 5 (26.32%) Process Improvement
4 5 (26.32%) Use Case
4 5 (26.32%) User Stories
4 5 (26.32%) Validation
5 1 (5.26%) Data Architecture
5 1 (5.26%) Data Protection
5 1 (5.26%) IT Strategy
5 1 (5.26%) Performance Management
5 1 (5.26%) SDLC
Programming Languages
1 9 (47.37%) PowerShell
1 9 (47.37%) SQL
1 9 (47.37%) T-SQL
2 2 (10.53%) C#
2 2 (10.53%) JavaScript
2 2 (10.53%) OpenEdge ABL
2 2 (10.53%) Progress 4GL
Qualifications
1 9 (47.37%) MCSA
1 9 (47.37%) MCSE
1 9 (47.37%) Microsoft Certification
Quality Assurance & Compliance
1 1 (5.26%) Data Quality
1 1 (5.26%) PCI DSS
Vendors
1 12 (63.16%) Microsoft
2 2 (10.53%) Progress
3 1 (5.26%) Google
3 1 (5.26%) Oracle