The following table provides summary statistics for contract job vacancies advertised in Bedfordshire with a requirement for Data Modelling skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Data Modelling over the 3 months to 27 June 2017 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Data Modelling
East of England / Bedfordshire
3 months to
27 Jun 2017
Same period 2016 Same period 2015
Rank 33 24 18
Rank change year-on-year -9 -6  
Contract jobs citing Data Modelling 13 14 25
As % of all contract IT jobs advertised in Bedfordshire 3.64% 4.35% 7.33%
As % of the Processes & Methodologies category 4.02% 5.38% 8.50%
Number of daily rates quoted 9 7 21
Median daily rate £450 £500 £475
Median daily rate % change year-on-year -10.00% +5.26%  
90% offered a daily rate of more than £418 £260 £350
10% offered a daily rate of more than £550 £613 £550
UK excluding London median daily rate £425 £430 £420
% change year-on-year -1.16% +2.38%  
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK excluding London median hourly rate £40.70 - £33.50

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 contract job vacancies advertised in Bedfordshire with a requirement for process and methodology skills.

Contract Process & Methodology Skills
Bedfordshire
Contract job vacancies with a requirement for process and methodology skills 323 260 294
As % of all contract IT job vacancies advertised in Bedfordshire 90.48% 80.75% 86.22%
Number of daily rates quoted 226 178 208
Median daily rate £450 £450 £425
Median daily rate % change year-on-year - +5.88%  
90% offered a daily rate of more than £300 £280 £273
10% offered a daily rate of more than £550 £613 £575
UK excluding London median daily rate £415 £400 £385
% change year-on-year +3.75% +3.89%  
Number of hourly rates quoted 6 7 11
Median hourly rate £25.50 £50.78 £40.00
Median hourly rate % change year-on-year -49.78% +26.95%  
90% offered a hourly rate of more than £14.00 £45.21 £11.00
10% offered a hourly rate of more than £31.50 £50.78 £51.30
UK excluding London median hourly rate £34.00 £28.50 £30.00
% change year-on-year +19.29% -5.00%  

Data Modelling
Job Vacancy Trend in Bedfordshire

The job posting trend of jobs advertised in Bedfordshire citing Data Modelling as a proportion of all contract or permanent IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Data Modelling in Bedfordshire

Data Modelling
Contractor Daily Rate Trend in Bedfordshire

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Data Modelling in Bedfordshire.

Contractor daily rate trend for Data Modelling in Bedfordshire

Data Modelling
Contractor Daily Rate Histogram in Bedfordshire

The daily rate distribution of IT jobs citing Data Modelling in Bedfordshire over the 3 months to 27 June 2017.

Contractor daily rate histogram for Data Modelling in Bedfordshire

Data Modelling
Contract Job Locations in Bedfordshire

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Data Modelling within the Bedfordshire region over the 3 months to 27 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
Contract
IT Job Ads
Median
Daily Rate
Last 3 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
Luton -9 8 £450 -19.10%
Data Modelling
East of England

For the 6 months to 27 June 2017, IT contractor 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 contract ads across the Bedfordshire region with a requirement for Data Modelling.

1 11 (57.89%) SQL
1 11 (57.89%) Agile Software Development
2 9 (47.37%) Use Case
3 8 (42.11%) User Stories
3 8 (42.11%) E-Commerce
3 8 (42.11%) Business Analysis
4 7 (36.84%) Data Flow Diagram
5 6 (31.58%) Business Intelligence
6 5 (26.32%) Data Analysis
6 5 (26.32%) Stakeholder Management
6 5 (26.32%) Analytics
6 5 (26.32%) Data Transformation
6 5 (26.32%) Waterfall
7 4 (21.05%) Migration
7 4 (21.05%) SQL Server Reporting Services
7 4 (21.05%) Analytical Skills
7 4 (21.05%) Scrum
7 4 (21.05%) SQL Server Integration Services
7 4 (21.05%) Data Warehouse
8 3 (15.79%) UML
8 3 (15.79%) Microsoft
8 3 (15.79%) Enterprise Architecture
8 3 (15.79%) Retail
8 3 (15.79%) Data Structures
8 3 (15.79%) Microservices
8 3 (15.79%) Data Analytics
8 3 (15.79%) User Acceptance Testing
8 3 (15.79%) SQL Server Analysis Services
9 2 (10.53%) Project Planning
9 2 (10.53%) Java EE

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 2 (10.53%) Confluence
1 2 (10.53%) JBoss
2 1 (5.26%) Apache Spark
2 1 (5.26%) WildFly
Applications
1 1 (5.26%) Microsoft Excel
1 1 (5.26%) Microsoft PowerPoint
1 1 (5.26%) MS Visio
Business Applications
1 1 (5.26%) SessionCam
Cloud Services
1 1 (5.26%) Amazon AWS
1 1 (5.26%) Google Analytics
1 1 (5.26%) Microsoft Azure
Communications & Networking
1 1 (5.26%) Network Security
Database & Business Intelligence
1 4 (21.05%) Data Warehouse
1 4 (21.05%) SQL Server Integration Services
1 4 (21.05%) SQL Server Reporting Services
2 3 (15.79%) SQL Server Analysis Services
3 2 (10.53%) BusinessObjects
3 2 (10.53%) Enterprise Data Warehouse
3 2 (10.53%) Oracle Exadata
3 2 (10.53%) QlikView
3 2 (10.53%) RDBMS
3 2 (10.53%) Relational Database
4 1 (5.26%) Amazon Redshift
4 1 (5.26%) Impala
4 1 (5.26%) Neo4j
4 1 (5.26%) Oracle Database
4 1 (5.26%) Power BI
4 1 (5.26%) SQL Server
Development Applications
1 2 (10.53%) JIRA
2 1 (5.26%) ERwin
General
1 3 (15.79%) Retail
2 1 (5.26%) Finance
2 1 (5.26%) Legal
2 1 (5.26%) Marketing
Job Titles
1 12 (63.16%) Analyst
2 10 (52.63%) Business Analyst
3 4 (21.05%) Architect
3 4 (21.05%) Business Intelligence Analyst
3 4 (21.05%) E-Commerce Analyst
3 4 (21.05%) E-Commerce Business Analyst
3 4 (21.05%) Technical Analyst
3 4 (21.05%) Technical Business Analyst
4 3 (15.79%) Business Intelligence Business Analyst
5 2 (10.53%) Digital Analyst
5 2 (10.53%) Digital Business Analyst
5 2 (10.53%) Solutions Architect
6 1 (5.26%) Data Architect
6 1 (5.26%) Developer
6 1 (5.26%) Information Architect
6 1 (5.26%) Security Architect
6 1 (5.26%) Senior Software Designer
6 1 (5.26%) Software Designer
6 1 (5.26%) Systems Analyst
6 1 (5.26%) UML Business Analyst
Libraries, Frameworks & Software Standards
1 2 (10.53%) .NET
1 2 (10.53%) ASP.NET Web API
1 2 (10.53%) Java EE
1 2 (10.53%) JDBC
1 2 (10.53%) JMS
1 2 (10.53%) JPA
2 1 (5.26%) EJB
2 1 (5.26%) Natural Language Processing
2 1 (5.26%) REST
2 1 (5.26%) scikit-learn
2 1 (5.26%) Servlets
2 1 (5.26%) SOAP
2 1 (5.26%) Web Services
Miscellaneous
1 4 (21.05%) Analytical Skills
2 3 (15.79%) Data Structures
3 2 (10.53%) Hybrid Cloud
4 1 (5.26%) Algorithms
4 1 (5.26%) Management Information System
4 1 (5.26%) RIA
4 1 (5.26%) User Experience
Operating Systems
1 1 (5.26%) Linux
Processes & Methodologies
1 11 (57.89%) Agile Software Development
2 9 (47.37%) Use Case
3 8 (42.11%) Business Analysis
3 8 (42.11%) E-Commerce
3 8 (42.11%) User Stories
4 7 (36.84%) Data Flow Diagram
5 6 (31.58%) Business Intelligence
6 5 (26.32%) Analytics
6 5 (26.32%) Data Analysis
6 5 (26.32%) Data Transformation
6 5 (26.32%) Stakeholder Management
6 5 (26.32%) Waterfall
7 4 (21.05%) Migration
7 4 (21.05%) Scrum
8 3 (15.79%) Data Analytics
8 3 (15.79%) Enterprise Architecture
8 3 (15.79%) Microservices
8 3 (15.79%) UML
8 3 (15.79%) User Acceptance Testing
9 2 (10.53%) Kimball Methodology
Programming Languages
1 11 (57.89%) SQL
2 2 (10.53%) C#
2 2 (10.53%) Java
3 1 (5.26%) Python
3 1 (5.26%) R
Qualifications
1 1 (5.26%) Degree
Quality Assurance & Compliance
1 1 (5.26%) Data Quality
Vendors
1 3 (15.79%) Microsoft
2 2 (10.53%) Cognos
2 2 (10.53%) Oracle
2 2 (10.53%) Tableau
3 1 (5.26%) Atlassian
3 1 (5.26%) Cloudera
3 1 (5.26%) Ensighten
3 1 (5.26%) Google
3 1 (5.26%) MicroStrategy
3 1 (5.26%) Red Hat
3 1 (5.26%) Sitecore