Period
to 18 November 2017

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 6 months to 18 November 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
East of England > Bedfordshire
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 64 103 107
Rank change year-on-year +39 +4 +15
Permanent jobs citing Data Modelling 33 19 33
As % of all permanent IT jobs advertised in Bedfordshire 3.01% 1.17% 1.66%
As % of the Processes & Methodologies category 3.39% 1.26% 1.85%
Number of salaries quoted 32 28 32
Bedfordshire median annual salary £63,750 £40,000 £51,250
Median salary % change year-on-year +59.38% -21.95% -
10th Percentile £48,625 £37,500 £41,375
90th Percentile £78,000 £42,500 £73,700
East of England median annual salary £55,000 £51,000 £45,000
% change year-on-year +7.84% +13.33% -10.00%

Data Modelling is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Bedfordshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Bedfordshire
Permanent vacancies with a requirement for process or methodology skills 973 1508 1785
As % of all permanent IT jobs advertised in Bedfordshire 88.70% 92.97% 90.06%
Number of salaries quoted 809 1319 1575
Bedfordshire median annual salary £49,000 £50,000 £47,500
Median salary % change year-on-year -2.00% +5.26% +5.56%
10th Percentile £27,500 £31,250 £30,300
90th Percentile £70,000 £77,500 £72,500
East of England median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +3.45%

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 6 months to 18 November 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 6 months to 18 November 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Luton +16 10 £70,000 +75.00% 3
Bedford +4 6 £47,500 +18.75% 1
Dunstable - 4 £57,500 -
Data Modelling
East of England

For the 6 months to 18 November 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 23 (69.70%) Business Intelligence
2 18 (54.55%) SQL
3 13 (39.39%) Analytics
3 13 (39.39%) Analytical Skills
4 10 (30.30%) Retail
5 9 (27.27%) TOGAF
5 9 (27.27%) CRM
5 9 (27.27%) Data Warehouse
6 8 (24.24%) Oracle
7 7 (21.21%) Data Analysis
7 7 (21.21%) Data Architecture
8 6 (18.18%) SaaS
8 6 (18.18%) User Acceptance Testing
8 6 (18.18%) Integration Testing
8 6 (18.18%) Visualisation
8 6 (18.18%) System Integration Testing
8 6 (18.18%) SOA
8 6 (18.18%) Microsoft
8 6 (18.18%) Agile Software Development
8 6 (18.18%) Stakeholder Management
9 5 (15.15%) Management Information System
9 5 (15.15%) Foreign Exchange (FX)
9 5 (15.15%) Java
9 5 (15.15%) Power BI
9 5 (15.15%) Logical Data Model
9 5 (15.15%) Customer Analytics
9 5 (15.15%) Relational Database
9 5 (15.15%) Data Analytics
9 5 (15.15%) Data Quality
10 4 (12.12%) Information Architecture

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 4 (12.12%) JBoss
1 4 (12.12%) WildFly
2 2 (6.06%) Apache Spark
2 2 (6.06%) Oracle SOA Suite
2 2 (6.06%) SharePoint Server
Cloud Services
1 6 (18.18%) SaaS
2 4 (12.12%) Oracle Service Cloud
3 2 (6.06%) Microsoft Azure
Database & Business Intelligence
1 9 (27.27%) Data Warehouse
2 5 (15.15%) Power BI
2 5 (15.15%) Relational Database
3 4 (12.12%) Enterprise Data Warehouse
3 4 (12.12%) Oracle BI Publisher
3 4 (12.12%) Oracle Database
3 4 (12.12%) Oracle Exadata
3 4 (12.12%) Oracle Reports
3 4 (12.12%) RDBMS
3 4 (12.12%) Snowflake Schema
3 4 (12.12%) SQL Server Integration Services
4 3 (9.09%) SQL Server
5 2 (6.06%) Azure SQL Database
5 2 (6.06%) Hadoop
5 2 (6.06%) Oracle Database 10g
5 2 (6.06%) Oracle Database 12c
6 1 (3.03%) Big Data
General
1 10 (30.30%) Retail
2 4 (12.12%) Finance
Job Titles
1 15 (45.45%) Analyst
2 14 (42.42%) Architect
3 8 (24.24%) Data Architect
4 7 (21.21%) Data Analyst
4 7 (21.21%) Systems Analyst
5 6 (18.18%) Business Intelligence Analyst
6 5 (15.15%) Developer
6 5 (15.15%) Senior Analyst
6 5 (15.15%) Senior Business Intelligence Analyst
6 5 (15.15%) SQL Analyst
7 4 (12.12%) Cloud Architect
7 4 (12.12%) ERP Architect
7 4 (12.12%) Integration Architect
7 4 (12.12%) Oracle Developer
7 4 (12.12%) SaaS Architect
7 4 (12.12%) Senior Systems Analyst
7 4 (12.12%) Senior UAT Analyst
7 4 (12.12%) Systems Integration Architect
7 4 (12.12%) Testing Analyst
7 4 (12.12%) UAT Analyst
Libraries, Frameworks & Software Standards
1 4 (12.12%) Java EE
1 4 (12.12%) Spring
2 2 (6.06%) .NET
2 2 (6.06%) ASP.NET
2 2 (6.06%) jQuery
3 1 (3.03%) XML
Miscellaneous
1 13 (39.39%) Analytical Skills
2 5 (15.15%) Foreign Exchange (FX)
2 5 (15.15%) Management Information System
3 4 (12.12%) Data Structures
4 2 (6.06%) Greenfield Project
5 1 (3.03%) Computer Science
5 1 (3.03%) Taxonomies
Processes & Methodologies
1 23 (69.70%) Business Intelligence
2 13 (39.39%) Analytics
3 9 (27.27%) CRM
3 9 (27.27%) TOGAF
4 7 (21.21%) Data Analysis
4 7 (21.21%) Data Architecture
5 6 (18.18%) Agile Software Development
5 6 (18.18%) Integration Testing
5 6 (18.18%) SOA
5 6 (18.18%) Stakeholder Management
5 6 (18.18%) System Integration Testing
5 6 (18.18%) User Acceptance Testing
5 6 (18.18%) Visualisation
6 5 (15.15%) Customer Analytics
6 5 (15.15%) Data Analytics
6 5 (15.15%) Logical Data Model
7 4 (12.12%) Event-Driven Architecture
7 4 (12.12%) Physical Data Model
7 4 (12.12%) SDLC
7 4 (12.12%) Translating Business Requirements
Programming Languages
1 18 (54.55%) SQL
2 5 (15.15%) Java
3 4 (12.12%) PL/SQL
4 3 (9.09%) C#
5 2 (6.06%) JavaScript
Qualifications
1 1 (3.03%) Degree
Quality Assurance & Compliance
1 5 (15.15%) Data Quality
Vendors
1 8 (24.24%) Oracle
2 6 (18.18%) Microsoft