Period
to 18 June 2018

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 18 June 2018 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
18 Jun 2018
Same period 2017 Same period 2016
Rank 99 69 37
Rank change year-on-year -30 -32 +34
Contract jobs citing Data Modelling 97 115 221
As % of all contract IT jobs advertised in the West Midlands 1.99% 2.65% 3.95%
As % of the Processes & Methodologies category 2.39% 3.22% 4.73%
Number of daily rates quoted 48 64 103
West Midlands median daily rate £419 £411 £425
Median daily rate % change year-on-year +1.82% -3.24% -5.56%
10th Percentile £300 £315 £313
90th Percentile £501 £519 £575
England median daily rate £500 £475 £460
% change year-on-year +5.26% +3.26% +2.22%
Number of hourly rates quoted 1 0 0
West Midlands median hourly rate £35.00 - -
England median hourly rate £22.00 £21.00 £50.00
% change year-on-year +4.76% -58.00% +25.00%

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 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 4,063 3,573 4,672
As % of all contract IT jobs advertised in the West Midlands 83.22% 82.29% 83.53%
Number of daily rates quoted 2,478 2,220 2,680
West Midlands median daily rate £425 £400 £400
Median daily rate % change year-on-year +6.25% - +6.67%
10th Percentile £269 £250 £240
90th Percentile £575 £538 £538
England median daily rate £463 £450 £425
% change year-on-year +2.78% +5.88% +5.59%
Number of hourly rates quoted 177 145 105
West Midlands median hourly rate £15.00 £21.50 £17.95
Median hourly rate % change year-on-year -30.23% +19.78% -21.96%
10th Percentile £10.90 £11.25 £10.73
90th Percentile £39.25 £47.25 £38.90
England median hourly rate £22.00 £25.00 £25.00
% change year-on-year -12.00% - +19.05%

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 18 June 2018.

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 18 June 2018. 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 -34 33 £450 +2.86% 11
Shropshire -4 18 £425 -14.24% 1
Warwickshire -1 15 £350 -21.35% 1
Staffordshire +6 6 £363 - 1
Coventry -21 5 £501 +29.16% 7
Kingswinford -2 2 - -
Solihull -7 1 - - 1
Herefordshire - 1 £475 -
Worcestershire - 1 - - 1
Data Modelling
England

For the 6 months to 18 June 2018, IT contractor jobs citing Data Modelling also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all contract job ads across the West Midlands region with a requirement for Data Modelling.

1 41 (42.27%) Agile Software Development
2 36 (37.11%) SQL
3 24 (24.74%) Oracle
3 24 (24.74%) Business Intelligence
4 23 (23.71%) Java
5 19 (19.59%) Data Warehouse
5 19 (19.59%) Problem-Solving
6 18 (18.56%) Data Quality
7 17 (17.53%) Microsoft
7 17 (17.53%) SQL Server
7 17 (17.53%) OO
8 15 (15.46%) Finance
9 13 (13.40%) Stakeholder Management
9 13 (13.40%) Configuration Management
9 13 (13.40%) Data Analysis
10 12 (12.37%) Data Management
11 11 (11.34%) Shell Script
11 11 (11.34%) ETL
11 11 (11.34%) Unix
11 11 (11.34%) PL/SQL
11 11 (11.34%) Process Improvement
11 11 (11.34%) Relational Database
11 11 (11.34%) Analytical Skills
12 10 (10.31%) Test Strategy
12 10 (10.31%) JIRA
12 10 (10.31%) Problem Management
12 10 (10.31%) Continuous Integration
12 10 (10.31%) WebLogic
12 10 (10.31%) J2EE
12 10 (10.31%) RDBMS

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 10 (10.31%) WebLogic
2 8 (8.25%) Confluence
3 2 (2.06%) SharePoint
4 1 (1.03%) Apache Spark
4 1 (1.03%) CMS
4 1 (1.03%) Documentum
4 1 (1.03%) SAS
4 1 (1.03%) SharePoint 2010
Applications
1 6 (6.19%) Microsoft Excel
2 3 (3.09%) Microsoft Office
Business Applications
1 3 (3.09%) Dynamics CRM
2 1 (1.03%) Actimize
2 1 (1.03%) Oracle CRM
2 1 (1.03%) SAP S/4HANA
2 1 (1.03%) Scribe Insight
2 1 (1.03%) Unit4 Business World
Cloud Services
1 7 (7.22%) Microsoft Azure
2 6 (6.19%) IaaS
3 5 (5.15%) PaaS
3 5 (5.15%) SaaS
4 1 (1.03%) Amazon AWS
4 1 (1.03%) Azure Data Factory
4 1 (1.03%) Bluemix
4 1 (1.03%) Dynamics 365
4 1 (1.03%) Google Cloud Platform
4 1 (1.03%) IBM Cloud
4 1 (1.03%) Oracle Service Cloud
4 1 (1.03%) Trello
Communications & Networking
1 1 (1.03%) VoIP
Database & Business Intelligence
1 19 (19.59%) Data Warehouse
2 17 (17.53%) SQL Server
3 11 (11.34%) Relational Database
4 10 (10.31%) RDBMS
5 7 (7.22%) SQL Server Reporting Services
6 6 (6.19%) Power BI
7 5 (5.15%) BusinessObjects
7 5 (5.15%) QlikView
7 5 (5.15%) SQL Server Analysis Services
7 5 (5.15%) SQL Server Integration Services
7 5 (5.15%) Star Schema
8 4 (4.12%) OLAP
8 4 (4.12%) Qlik Sense
8 4 (4.12%) Semantic Layer
8 4 (4.12%) Snowflake Schema
9 3 (3.09%) Big Data
9 3 (3.09%) Enterprise Data Warehouse
9 3 (3.09%) Hadoop
9 3 (3.09%) SQL Server 2014
9 3 (3.09%) SQL Server 2016
Development Applications
1 10 (10.31%) JIRA
2 9 (9.28%) Bitbucket
3 5 (5.15%) Eclipse
4 4 (4.12%) Git (software)
4 4 (4.12%) IntelliJ
4 4 (4.12%) JUnit
5 3 (3.09%) CA Gen
5 3 (3.09%) Gradle
5 3 (3.09%) Jenkins
5 3 (3.09%) JProfiler
5 3 (3.09%) Maven
5 3 (3.09%) SonarQube
5 3 (3.09%) Visual Studio
General
1 15 (15.46%) Finance
2 4 (4.12%) Banking
2 4 (4.12%) Retail
3 2 (2.06%) Legal
4 1 (1.03%) Manufacturing
4 1 (1.03%) Marketing
4 1 (1.03%) Pharmaceutical
4 1 (1.03%) Retail Banking
Job Titles
1 39 (40.21%) Developer
2 25 (25.77%) Architect
3 19 (19.59%) Analyst
4 13 (13.40%) Business Analyst
5 11 (11.34%) Data Architect
6 9 (9.28%) Business Intelligence Developer
6 9 (9.28%) Solutions Architect
7 6 (6.19%) SQL Developer
8 5 (5.15%) Data Analyst
8 5 (5.15%) Tester
9 4 (4.12%) Azure Architect
9 4 (4.12%) Cognos Developer
9 4 (4.12%) Data Modeller
9 4 (4.12%) DevOps Developer
10 3 (3.09%) Agile Business Analyst
10 3 (3.09%) Business Intelligence Architect
10 3 (3.09%) DataStage Developer
10 3 (3.09%) ITIL Configuration Manager
10 3 (3.09%) ITIL Manager
10 3 (3.09%) ITIL Project Manager
Libraries, Frameworks & Software Standards
1 10 (10.31%) J2EE
2 8 (8.25%) Web Services
3 6 (6.19%) HTML
4 5 (5.15%) Hibernate
4 5 (5.15%) Java EE
4 5 (5.15%) JPA
4 5 (5.15%) Spring
4 5 (5.15%) Spring Boot
5 4 (4.12%) REST
5 4 (4.12%) SOAP
6 2 (2.06%) LDAP
6 2 (2.06%) SAP Fiori
7 1 (1.03%) AngularJS
7 1 (1.03%) Backbone.js
7 1 (1.03%) JSON
7 1 (1.03%) Middleware
7 1 (1.03%) React
7 1 (1.03%) RESTful
7 1 (1.03%) WF
7 1 (1.03%) XML
Miscellaneous
1 11 (11.34%) Analytical Skills
2 8 (8.25%) Self-Motivation
3 5 (5.15%) Reference Data
4 4 (4.12%) Management Information System
5 3 (3.09%) CMDB
5 3 (3.09%) Data Structures
6 2 (2.06%) Computer Science
6 2 (2.06%) User Experience
7 1 (1.03%) Analytical Mindset
7 1 (1.03%) Data Centre
7 1 (1.03%) Greenfield Project
7 1 (1.03%) LIMS
7 1 (1.03%) NHS
7 1 (1.03%) N-Tier
7 1 (1.03%) SWIFT
Operating Systems
1 11 (11.34%) Unix
2 3 (3.09%) Windows
Processes & Methodologies
1 41 (42.27%) Agile Software Development
2 24 (24.74%) Business Intelligence
3 19 (19.59%) Problem-Solving
4 17 (17.53%) OO
5 13 (13.40%) Configuration Management
5 13 (13.40%) Data Analysis
5 13 (13.40%) Stakeholder Management
6 12 (12.37%) Data Management
7 11 (11.34%) ETL
7 11 (11.34%) Process Improvement
8 10 (10.31%) Continuous Integration
8 10 (10.31%) Problem Management
8 10 (10.31%) Test Strategy
9 9 (9.28%) Business Analysis
9 9 (9.28%) Dimensional Modelling
9 9 (9.28%) Logical Data Model
9 9 (9.28%) TDD
9 9 (9.28%) Waterfall
10 8 (8.25%) DevOps
10 8 (8.25%) SDLC
Programming Languages
1 36 (37.11%) SQL
2 23 (23.71%) Java
3 11 (11.34%) PL/SQL
3 11 (11.34%) Shell Script
4 5 (5.15%) T-SQL
5 4 (4.12%) Java 8
6 3 (3.09%) ABAP
6 3 (3.09%) Perl
6 3 (3.09%) VB
6 3 (3.09%) VB6
6 3 (3.09%) VBA
7 1 (1.03%) C
7 1 (1.03%) Caml Language
7 1 (1.03%) JavaScript
7 1 (1.03%) MATLAB
7 1 (1.03%) Python
7 1 (1.03%) R
Qualifications
1 3 (3.09%) Degree
1 3 (3.09%) ITIL Certification
1 3 (3.09%) Security Cleared
2 1 (1.03%) ISEB
2 1 (1.03%) MCP
2 1 (1.03%) SC Cleared
Quality Assurance & Compliance
1 18 (18.56%) Data Quality
2 2 (2.06%) GDPR
3 1 (1.03%) PMO
3 1 (1.03%) QA
System Software
1 8 (8.25%) Docker
2 1 (1.03%) Active Directory
Systems Management
1 2 (2.06%) Single Sign-On
Vendors
1 24 (24.74%) Oracle
2 17 (17.53%) Microsoft
3 10 (10.31%) BEA
4 7 (7.22%) Cognos
5 6 (6.19%) Jaspersoft
6 5 (5.15%) SAP
7 4 (4.12%) Informatica
7 4 (4.12%) JDA
7 4 (4.12%) RedPrairie
8 3 (3.09%) Pega
8 3 (3.09%) Perforce
8 3 (3.09%) ServiceNow
8 3 (3.09%) Tableau
8 3 (3.09%) webMethods
9 1 (1.03%) Capita
9 1 (1.03%) Cloudera
9 1 (1.03%) IBM
9 1 (1.03%) MapR
9 1 (1.03%) MuleSoft
9 1 (1.03%) RedGate