The following table provides summary statistics for permanent job vacancies advertised in Bedfordshire 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
East of England / Bedfordshire
3 months to
28 Jun 2017
Same period 2016 Same period 2015
Rank 53 64 84
Rank change year-on-year +11 +20  
Permanent jobs citing Data Modelling 17 25 14
As % of all permanent IT jobs advertised in Bedfordshire 2.78% 2.80% 1.26%
As % of the Processes & Methodologies category 3.01% 3.04% 1.42%
Number of salaries quoted 9 15 12
Median salary £55,000 £50,000 £47,500
Median salary % change year-on-year +10.00% +5.26%  
90% offered a salary of more than £50,500 £42,500 £41,375
10% offered a salary of more than £67,000 £50,000 £75,500
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 Bedfordshire with a requirement for process and methodology skills.

Process & Methodology Skills
Bedfordshire
Permanent job vacancies with a requirement for process and methodology skills 564 823 989
As % of all permanent IT job vacancies advertised in Bedfordshire 92.16% 92.06% 89.02%
Number of salaries quoted 1844 3450 4015
Median salary £47,500 £50,000 £45,000
Median salary % change year-on-year -5.00% +11.11%  
90% offered a salary of more than £29,250 £31,250 £30,000
10% offered a salary of more than £62,500 £72,500 £76,250
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Data Modelling
Job Vacancy Trend in Bedfordshire

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

Job vacancy trend for Data Modelling in Bedfordshire

Data Modelling
Salary Trend in Bedfordshire

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

Salary trend for Data Modelling in Bedfordshire

Data Modelling
Salary Histogram in Bedfordshire

The salary distribution of IT jobs citing Data Modelling in Bedfordshire over the 3 months to 28 June 2017.

Salary histogram for Data Modelling in Bedfordshire

Data Modelling
Job Locations in Bedfordshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the Bedfordshire region over the 3 months to 28 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
Luton +6 9 £55,000 -
Bedford +1 2 £62,500 +35.13%
Data Modelling
East of England

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 Bedfordshire region with a requirement for Data Modelling.

1 21 (63.64%) Business Intelligence
2 18 (54.55%) SQL
3 16 (48.48%) Analytical Skills
4 12 (36.36%) Analytics
5 11 (33.33%) Foreign Exchange (FX)
6 9 (27.27%) CRM
7 7 (21.21%) System Integration Testing
7 7 (21.21%) Customer Analytics
7 7 (21.21%) SaaS
7 7 (21.21%) User Acceptance Testing
7 7 (21.21%) Integration Testing
7 7 (21.21%) TOGAF
7 7 (21.21%) Microsoft
8 6 (18.18%) SQL Server Integration Services
9 5 (15.15%) Oracle EBS
9 5 (15.15%) Agile Software Development
9 5 (15.15%) GAP Analysis
9 5 (15.15%) Data Warehouse
9 5 (15.15%) ERP
9 5 (15.15%) SOA
9 5 (15.15%) ETL
9 5 (15.15%) Oracle
9 5 (15.15%) SQL Server
9 5 (15.15%) Data Architecture
9 5 (15.15%) Oracle SOA Suite
9 5 (15.15%) Data Structures
9 5 (15.15%) Power BI
9 5 (15.15%) Data Flow Diagram
9 5 (15.15%) IT Strategy
10 4 (12.12%) Domain Models

Data Modelling
Co-occurring IT Skills in Bedfordshire 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 5 (15.15%) Oracle SOA Suite
2 2 (6.06%) Apache Spark
Applications
1 1 (3.03%) Microsoft Excel
1 1 (3.03%) Microsoft Office
1 1 (3.03%) Microsoft PowerPoint
Business Applications
1 5 (15.15%) Oracle EBS
Cloud Services
1 7 (21.21%) SaaS
2 2 (6.06%) Microsoft Azure
Communications & Networking
1 1 (3.03%) Internet
Database & Business Intelligence
1 6 (18.18%) SQL Server Integration Services
2 5 (15.15%) Data Warehouse
2 5 (15.15%) Power BI
2 5 (15.15%) SQL Server
3 4 (12.12%) MS Access
4 2 (6.06%) Azure SQL Database
4 2 (6.06%) Hadoop
4 2 (6.06%) QlikView
5 1 (3.03%) Big Data
5 1 (3.03%) SQL Server 2008
5 1 (3.03%) SQL Server Analysis Services
5 1 (3.03%) SQL Server Reporting Services
Development Applications
1 1 (3.03%) SQL Server Management Studio (SSMS)
General
1 2 (6.06%) Retail
2 1 (3.03%) Finance
Job Titles
1 22 (66.67%) Analyst
2 11 (33.33%) Architect
3 10 (30.30%) Systems Analyst
4 9 (27.27%) Business Intelligence Analyst
5 8 (24.24%) Senior Analyst
5 8 (24.24%) SQL Analyst
6 7 (21.21%) Senior Business Intelligence Analyst
7 6 (18.18%) Data Analyst
8 5 (15.15%) Business Systems Analyst
8 5 (15.15%) Integration Architect
8 5 (15.15%) Senior Systems Analyst
8 5 (15.15%) Senior UAT Analyst
8 5 (15.15%) Testing Analyst
8 5 (15.15%) UAT Analyst
9 4 (12.12%) Commercial Analyst
9 4 (12.12%) Systems Support Analyst
10 3 (9.09%) CRM Architect
10 3 (9.09%) Data Architect
10 3 (9.09%) ERP Architect
10 3 (9.09%) SOA Architect
Libraries, Frameworks & Software Standards
1 4 (12.12%) .NET
1 4 (12.12%) ASP.NET
1 4 (12.12%) jQuery
Miscellaneous
1 16 (48.48%) Analytical Skills
2 11 (33.33%) Foreign Exchange (FX)
3 5 (15.15%) Data Structures
4 2 (6.06%) Enterprise Software
5 1 (3.03%) Management Information System
5 1 (3.03%) NHS
Operating Systems
1 1 (3.03%) Windows
1 1 (3.03%) Windows Server 2008
Processes & Methodologies
1 21 (63.64%) Business Intelligence
2 12 (36.36%) Analytics
3 9 (27.27%) CRM
4 7 (21.21%) Customer Analytics
4 7 (21.21%) Integration Testing
4 7 (21.21%) System Integration Testing
4 7 (21.21%) TOGAF
4 7 (21.21%) User Acceptance Testing
5 5 (15.15%) Agile Software Development
5 5 (15.15%) Data Architecture
5 5 (15.15%) Data Flow Diagram
5 5 (15.15%) ERP
5 5 (15.15%) ETL
5 5 (15.15%) GAP Analysis
5 5 (15.15%) IT Strategy
5 5 (15.15%) SOA
6 4 (12.12%) Business Development
6 4 (12.12%) Data Analysis
6 4 (12.12%) Domain Models
6 4 (12.12%) Mathematics
Programming Languages
1 18 (54.55%) SQL
2 4 (12.12%) C#
2 4 (12.12%) JavaScript
2 4 (12.12%) VBA
3 1 (3.03%) T-SQL
Qualifications
1 1 (3.03%) Degree
Quality Assurance & Compliance
1 4 (12.12%) Data Quality
Vendors
1 7 (21.21%) Microsoft
2 5 (15.15%) Oracle