Period
to 24 November 2017

The following table provides summary statistics for contract job vacancies advertised in the West Midlands 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 24 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
England > West Midlands
6 months to
24 Nov 2017
Same period 2016 Same period 2015
Rank 112 60 41
Rank change year-on-year -52 -19 +36
Contract jobs citing Data Modelling 71 188 188
As % of all contract IT jobs advertised in the West Midlands 1.46% 3.05% 3.76%
As % of the Processes & Methodologies category 1.76% 3.67% 4.76%
Number of daily rates quoted 49 107 100
West Midlands median daily rate £425 £400 £400
Median daily rate % change year-on-year +6.25% - -5.88%
10th Percentile £306 £308 £281
90th Percentile £592 £593 £576
England median daily rate £495 £475 £450
% change year-on-year +4.21% +5.56% -
Number of hourly rates quoted 0 0 0
West Midlands median hourly rate - - -
England median hourly rate £43.11 £42.50 £45.00
% change year-on-year +1.42% -5.56% +108.14%

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 the West Midlands with a requirement for process or methodology skills.

All Process and Methodology Skills
West Midlands
Contract vacancies with a requirement for process or methodology skills 4040 5125 3948
As % of all contract IT jobs advertised in the West Midlands 83.01% 83.13% 79.05%
Number of daily rates quoted 2578 3073 2258
West Midlands median daily rate £400 £400 £375
Median daily rate % change year-on-year - +6.67% +4.17%
10th Percentile £244 £250 £240
90th Percentile £550 £550 £532
England median daily rate £450 £425 £425
% change year-on-year +5.88% - +6.25%
Number of hourly rates quoted 144 138 178
West Midlands median hourly rate £25.00 £18.00 £20.00
Median hourly rate % change year-on-year +38.89% -10.00% -
10th Percentile £11.40 £10.75 £11.00
90th Percentile £48.75 £40.00 £43.75
England median hourly rate £24.00 £24.00 £22.50
% change year-on-year - +6.67% +18.42%

Data Modelling
Job Vacancy Trend in the West Midlands

Job postings citing Data Modelling as a percentage of all IT jobs advertised in the West Midlands.

Job vacancy trend for Data Modelling in the West Midlands

Data Modelling
Contractor Daily Rate Trend in the West Midlands

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

Contractor daily rate trend for Data Modelling in the West Midlands

Data Modelling
Contractor Daily Rate Histogram in the West Midlands

The daily rate distribution of IT jobs citing Data Modelling in the West Midlands over the 6 months to 24 November 2017.

Contractor daily rate histogram for Data Modelling in the West Midlands

Data Modelling
Contractor Hourly Rate Trend in the West Midlands

This chart provides the 3-month moving average for contractor hourly rates quoted in IT jobs citing Data Modelling in the West Midlands.

Contractor hourly rate trend for Data Modelling in the West Midlands

Data Modelling
Contract Job Locations in the West Midlands

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 West Midlands region over the 6 months to 24 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
Birmingham -5 24 £475 +18.75% 6
Warwickshire -10 13 £400 -
Coventry -25 7 £388 -3.13% 1
Staffordshire +7 5 £475 +31.03% 3
Shropshire -2 4 £400 -8.57% 1
Sutton Coldfield - 3 £584 -
Solihull +6 1 - - 2
Data Modelling
England

For the 6 months to 24 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 West Midlands region with a requirement for Data Modelling.

1 26 (36.62%) SQL
2 24 (33.80%) Business Intelligence
3 20 (28.17%) SQL Server
4 19 (26.76%) ETL
5 17 (23.94%) Finance
5 17 (23.94%) Agile Software Development
6 15 (21.13%) Oracle
7 14 (19.72%) Data Quality
8 12 (16.90%) Microsoft
9 11 (15.49%) Migration
9 11 (15.49%) Workflow
9 11 (15.49%) Data Analysis
9 11 (15.49%) Analytical Skills
10 10 (14.08%) Logical Data Model
10 10 (14.08%) Microsoft Excel
10 10 (14.08%) T-SQL
11 9 (12.68%) Data Warehouse
11 9 (12.68%) Visualisation
12 8 (11.27%) Data Visualisation
12 8 (11.27%) SQL Server Integration Services
12 8 (11.27%) Data Migration
12 8 (11.27%) Data Management
12 8 (11.27%) Performance Tuning
12 8 (11.27%) SDLC
13 7 (9.86%) Physical Data Model
13 7 (9.86%) IBM
13 7 (9.86%) JavaScript
13 7 (9.86%) Use Case
13 7 (9.86%) SQL Server Reporting Services
13 7 (9.86%) Process Improvement

Data Modelling
Co-occurring IT Skills in the West Midlands 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 3 (4.23%) Apache Spark
2 2 (2.82%) Oracle SOA Suite
2 2 (2.82%) SAS
3 1 (1.41%) BizTalk Server
3 1 (1.41%) Confluence
3 1 (1.41%) Oracle Application Server
Applications
1 10 (14.08%) Microsoft Excel
2 3 (4.23%) Microsoft Office
3 1 (1.41%) Microsoft PowerPoint
Business Applications
1 3 (4.23%) Teamcenter
2 2 (2.82%) Oracle ERP
2 2 (2.82%) Oracle Financials
2 2 (2.82%) SAP MDG
3 1 (1.41%) Dynamics AX
3 1 (1.41%) Dynamics CRM
3 1 (1.41%) Oracle EBS
3 1 (1.41%) Sonata
Cloud Services
1 4 (5.63%) Microsoft Azure
2 2 (2.82%) SaaS
3 1 (1.41%) Dynamics 365
3 1 (1.41%) SuccessFactors
Communications & Networking
1 2 (2.82%) SMS
Database & Business Intelligence
1 20 (28.17%) SQL Server
2 9 (12.68%) Data Warehouse
3 8 (11.27%) SQL Server Integration Services
4 7 (9.86%) SQL Server Reporting Services
5 6 (8.45%) BusinessObjects
5 6 (8.45%) SQL Server Analysis Services
6 5 (7.04%) IBM InfoSphere
7 4 (5.63%) DataStage
7 4 (5.63%) Microsoft Analysis Services
7 4 (5.63%) MongoDB
7 4 (5.63%) Power BI
7 4 (5.63%) SQL Server 2016
8 3 (4.23%) Apache Cassandra
8 3 (4.23%) DB2
8 3 (4.23%) NoSQL
8 3 (4.23%) Oracle Database
9 2 (2.82%) Oracle BI EE
9 2 (2.82%) Oracle Database 11g
9 2 (2.82%) SAP BW
9 2 (2.82%) SAP HANA
Development Applications
1 3 (4.23%) Git (software)
1 3 (4.23%) JIRA
1 3 (4.23%) Visual Studio
2 2 (2.82%) Bitbucket
2 2 (2.82%) Eclipse
2 2 (2.82%) IntelliJ
2 2 (2.82%) JUnit
3 1 (1.41%) ERwin
3 1 (1.41%) Oracle Forms
General
1 17 (23.94%) Finance
2 3 (4.23%) Automotive
2 3 (4.23%) Manufacturing
3 1 (1.41%) Aerospace
3 1 (1.41%) Billing
3 1 (1.41%) Marketing
3 1 (1.41%) Retail
3 1 (1.41%) Telecoms
Job Titles
1 26 (36.62%) Analyst
2 12 (16.90%) Business Analyst
3 10 (14.08%) Developer
4 8 (11.27%) Architect
4 8 (11.27%) Consultant
5 7 (9.86%) Data Architect
6 6 (8.45%) Data Analyst
6 6 (8.45%) DBA
7 4 (5.63%) Business Intelligence Analyst
7 4 (5.63%) Business Intelligence Business Analyst
7 4 (5.63%) Integration Analyst
7 4 (5.63%) SQL DBA
8 3 (4.23%) Business Integration Analyst
8 3 (4.23%) Business Systems Analyst
8 3 (4.23%) Data Scientist
8 3 (4.23%) Digital Analyst
8 3 (4.23%) Digital Business Analyst
8 3 (4.23%) Senior Architect
8 3 (4.23%) Senior Data Architect
8 3 (4.23%) Systems Analyst
Libraries, Frameworks & Software Standards
1 5 (7.04%) AngularJS
2 4 (5.63%) Oracle Fusion
2 4 (5.63%) RESTful
3 3 (4.23%) .NET
3 3 (4.23%) CSS
3 3 (4.23%) HTML
3 3 (4.23%) Web Services
3 3 (4.23%) XML
4 2 (2.82%) Backbone.js
4 2 (2.82%) Hibernate
4 2 (2.82%) Java EE
4 2 (2.82%) JPA
4 2 (2.82%) MDX
4 2 (2.82%) React
4 2 (2.82%) Spring
4 2 (2.82%) Spring Boot
5 1 (1.41%) CakePHP
5 1 (1.41%) MEAN Stack
5 1 (1.41%) Symfony
5 1 (1.41%) WCF
Miscellaneous
1 11 (15.49%) Analytical Skills
2 4 (5.63%) Computer Science
2 4 (5.63%) FMCG
2 4 (5.63%) Management Information System
3 3 (4.23%) Algorithms
4 2 (2.82%) Data Structures
5 1 (1.41%) Fintech
Operating Systems
1 5 (7.04%) Windows
2 1 (1.41%) Linux
2 1 (1.41%) Unix
2 1 (1.41%) Windows Server
2 1 (1.41%) Windows Server 2008
2 1 (1.41%) Windows Server 2012
Processes & Methodologies
1 24 (33.80%) Business Intelligence
2 19 (26.76%) ETL
3 17 (23.94%) Agile Software Development
4 11 (15.49%) Data Analysis
4 11 (15.49%) Migration
4 11 (15.49%) Workflow
5 10 (14.08%) Logical Data Model
6 9 (12.68%) Visualisation
7 8 (11.27%) Data Management
7 8 (11.27%) Data Migration
7 8 (11.27%) Data Visualisation
7 8 (11.27%) Performance Tuning
7 8 (11.27%) SDLC
8 7 (9.86%) Physical Data Model
8 7 (9.86%) Process Improvement
8 7 (9.86%) Use Case
9 6 (8.45%) Analytics
9 6 (8.45%) CRM
9 6 (8.45%) Enterprise Architecture
10 5 (7.04%) Translating Business Requirements
Programming Languages
1 26 (36.62%) SQL
2 10 (14.08%) T-SQL
3 7 (9.86%) JavaScript
4 5 (7.04%) C
4 5 (7.04%) Python
5 4 (5.63%) C++
5 4 (5.63%) Java
5 4 (5.63%) MATLAB
6 3 (4.23%) R
6 3 (4.23%) Ruby
6 3 (4.23%) Shell Script
6 3 (4.23%) VB
7 2 (2.82%) C#
7 2 (2.82%) Data Analysis Expressions (DAX)
8 1 (1.41%) Perl
8 1 (1.41%) PHP
8 1 (1.41%) PL/SQL
8 1 (1.41%) PowerShell
8 1 (1.41%) XPath
Qualifications
1 3 (4.23%) Degree
2 2 (2.82%) SC Cleared
2 2 (2.82%) Security Cleared
3 1 (1.41%) ISEB
Quality Assurance & Compliance
1 14 (19.72%) Data Quality
System Software
1 1 (1.41%) Tivoli Workload Scheduler
Systems Management
1 3 (4.23%) Oracle RMAN
2 1 (1.41%) Data Guard
2 1 (1.41%) Tivoli
Vendors
1 15 (21.13%) Oracle
2 12 (16.90%) Microsoft
3 7 (9.86%) IBM
4 3 (4.23%) Capita
4 3 (4.23%) Cognos
4 3 (4.23%) SAP
4 3 (4.23%) Siemens
5 2 (2.82%) CommVault
5 2 (2.82%) ServiceNow
5 2 (2.82%) Tableau
6 1 (1.41%) Embarcadero
6 1 (1.41%) FNZ
6 1 (1.41%) JD Edwards
6 1 (1.41%) MicroStrategy
6 1 (1.41%) Netezza
6 1 (1.41%) Trillium