Period
to 18 November 2017

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 6 months to 18 November 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
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 39 32 24
Rank change year-on-year -7 -8 +32
Contract jobs citing Data Modelling 31 30 37
As % of all contract IT jobs advertised in Bedfordshire 4.57% 4.82% 5.41%
As % of the Processes & Methodologies category 5.45% 5.79% 6.43%
Number of daily rates quoted 21 19 30
Bedfordshire median daily rate £450 £464 £475
Median daily rate % change year-on-year -3.02% -2.32% +18.01%
10th Percentile £400 £385 £356
90th Percentile £575 £614 £601
East of England median daily rate £450 £450 £450
Number of hourly rates quoted 0 0 0
Bedfordshire median hourly rate - - -
East of England median hourly rate £17.50 - £45.00

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

All Process and Methodology Skills
Bedfordshire
Contract vacancies with a requirement for process or methodology skills 569 518 575
As % of all contract IT jobs advertised in Bedfordshire 83.92% 83.15% 84.06%
Number of daily rates quoted 392 329 384
Bedfordshire median daily rate £450 £425 £400
Median daily rate % change year-on-year +5.88% +6.25% -5.88%
10th Percentile £269 £212 £240
90th Percentile £581 £588 £575
East of England median daily rate £425 £400 £400
% change year-on-year +6.25% - +6.67%
Number of hourly rates quoted 11 7 38
Bedfordshire median hourly rate £22.50 £14.00 £37.50
Median hourly rate % change year-on-year +60.71% -62.67% +117.39%
10th Percentile £10.40 £11.02 £13.55
90th Percentile £50.48 £43.11 £50.71
East of England median hourly rate £31.02 £31.48 £25.00
% change year-on-year -1.46% +25.90% +3.65%

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
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 6 months to 18 November 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 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
Luton +3 23 £450 - 3
Data Modelling
East of England

For the 6 months to 18 November 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 18 (58.06%) Agile Software Development
2 16 (51.61%) Stakeholder Management
3 13 (41.94%) Analytics
4 12 (38.71%) Data Flow Diagram
5 11 (35.48%) Use Case
5 11 (35.48%) Retail
6 9 (29.03%) SQL
6 9 (29.03%) JIRA
7 8 (25.81%) Data Analytics
7 8 (25.81%) UML
7 8 (25.81%) Web Services
7 8 (25.81%) JMS
7 8 (25.81%) TOGAF
8 7 (22.58%) Change Management
8 7 (22.58%) Migration
8 7 (22.58%) Data Warehouse
8 7 (22.58%) Business Intelligence
8 7 (22.58%) User Stories
8 7 (22.58%) Confluence
8 7 (22.58%) User Acceptance Testing
8 7 (22.58%) Analytical Skills
9 6 (19.35%) Data Integration
9 6 (19.35%) Business Analysis
9 6 (19.35%) E-Commerce
10 5 (16.13%) Scrum
10 5 (16.13%) SOAP
10 5 (16.13%) ETL
10 5 (16.13%) MS Visio
10 5 (16.13%) RDBMS
10 5 (16.13%) Java

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 7 (22.58%) Confluence
2 4 (12.90%) WildFly
3 3 (9.68%) JBoss
4 1 (3.23%) Apache Spark
Applications
1 5 (16.13%) MS Visio
2 1 (3.23%) Microsoft Excel
2 1 (3.23%) Microsoft PowerPoint
Business Applications
1 3 (9.68%) SessionCam
Cloud Services
1 4 (12.90%) Amazon AWS
1 4 (12.90%) SaaS
2 3 (9.68%) Google Analytics
3 2 (6.45%) Microsoft Azure
Database & Business Intelligence
1 7 (22.58%) Data Warehouse
2 5 (16.13%) RDBMS
2 5 (16.13%) Relational Database
2 5 (16.13%) SQL Server Integration Services
3 4 (12.90%) Oracle Exadata
3 4 (12.90%) Snowflake Schema
3 4 (12.90%) SQL Server Analysis Services
3 4 (12.90%) SQL Server Reporting Services
4 3 (9.68%) BusinessObjects
5 2 (6.45%) Data Mining
5 2 (6.45%) Enterprise Data Warehouse
5 2 (6.45%) Power BI
5 2 (6.45%) QlikView
5 2 (6.45%) SQL Server
6 1 (3.23%) Amazon Redshift
6 1 (3.23%) Azure SQL Data Warehouse
6 1 (3.23%) Data Mart
6 1 (3.23%) Impala
6 1 (3.23%) Neo4j
6 1 (3.23%) NoSQL
Development Applications
1 9 (29.03%) JIRA
2 1 (3.23%) ERwin
General
1 11 (35.48%) Retail
2 3 (9.68%) Marketing
3 1 (3.23%) Finance
Job Titles
1 15 (48.39%) Analyst
2 13 (41.94%) Architect
3 11 (35.48%) Business Analyst
4 8 (25.81%) Solutions Architect
5 6 (19.35%) Technical Analyst
5 6 (19.35%) Technical Business Analyst
6 5 (16.13%) Business Intelligence Analyst
7 4 (12.90%) Business Intelligence Business Analyst
8 3 (9.68%) Data Analytics Architect
8 3 (9.68%) Data Architect
8 3 (9.68%) Digital Architect
8 3 (9.68%) Sitecore Architect
9 2 (6.45%) Data Analyst
10 1 (3.23%) Business IT Analyst
10 1 (3.23%) Business Process Analyst
10 1 (3.23%) Business Systems Analyst
10 1 (3.23%) CRM Business Analyst
10 1 (3.23%) Data Modeller
10 1 (3.23%) IT Business Analyst
10 1 (3.23%) Technical Leader
Libraries, Frameworks & Software Standards
1 8 (25.81%) JMS
1 8 (25.81%) Web Services
2 5 (16.13%) REST
2 5 (16.13%) SOAP
3 4 (12.90%) EJB
3 4 (12.90%) Java EE
3 4 (12.90%) JDBC
3 4 (12.90%) JPA
3 4 (12.90%) Servlets
4 3 (9.68%) .NET
4 3 (9.68%) ASP.NET Web API
5 1 (3.23%) ActiveMQ
5 1 (3.23%) Middleware
5 1 (3.23%) Natural Language Processing
5 1 (3.23%) Oracle Fusion
5 1 (3.23%) scikit-learn
Miscellaneous
1 7 (22.58%) Analytical Skills
2 5 (16.13%) Data Structures
3 4 (12.90%) Hybrid Cloud
3 4 (12.90%) RIA
4 3 (9.68%) Management Information System
5 1 (3.23%) Algorithms
5 1 (3.23%) IVR
Operating Systems
1 2 (6.45%) Linux
2 1 (3.23%) Red Hat Enterprise Linux
Processes & Methodologies
1 18 (58.06%) Agile Software Development
2 16 (51.61%) Stakeholder Management
3 13 (41.94%) Analytics
4 12 (38.71%) Data Flow Diagram
5 11 (35.48%) Use Case
6 8 (25.81%) Data Analytics
6 8 (25.81%) TOGAF
6 8 (25.81%) UML
7 7 (22.58%) Business Intelligence
7 7 (22.58%) Change Management
7 7 (22.58%) Migration
7 7 (22.58%) User Acceptance Testing
7 7 (22.58%) User Stories
8 6 (19.35%) Business Analysis
8 6 (19.35%) Data Integration
8 6 (19.35%) E-Commerce
9 5 (16.13%) Enterprise Architecture
9 5 (16.13%) ETL
9 5 (16.13%) Event-Driven Architecture
9 5 (16.13%) Scrum
Programming Languages
1 9 (29.03%) SQL
2 5 (16.13%) Java
3 3 (9.68%) C#
4 1 (3.23%) Python
4 1 (3.23%) R
Qualifications
1 1 (3.23%) Degree
Quality Assurance & Compliance
1 1 (3.23%) Data Quality
Vendors
1 4 (12.90%) Atlassian
1 4 (12.90%) Microsoft
1 4 (12.90%) Red Hat
2 3 (9.68%) Cognos
2 3 (9.68%) Ensighten
2 3 (9.68%) Google
2 3 (9.68%) Oracle
2 3 (9.68%) Sitecore
2 3 (9.68%) Tableau
3 1 (3.23%) Cloudera
3 1 (3.23%) MicroStrategy
3 1 (3.23%) MuleSoft