Period
to 27 May 2018

The following table provides summary statistics for permanent job vacancies advertised in the West Midlands 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 27 May 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
England > West Midlands
6 months to
27 May 2018
Same period 2017 Same period 2016
Rank 183 165 152
Rank change year-on-year -18 -13 +37
Permanent jobs citing Data Modelling 126 158 227
As % of all permanent IT jobs advertised in the West Midlands 1.34% 1.62% 1.88%
As % of the Processes & Methodologies category 1.50% 1.79% 2.10%
Number of salaries quoted 81 125 202
West Midlands median annual salary £50,000 £42,500 £45,000
Median salary % change year-on-year +17.65% -5.56% +0.28%
10th Percentile £24,250 £30,850 £33,500
90th Percentile £65,000 £67,500 £62,500
England median annual salary £57,500 £55,000 £55,000
% change year-on-year +4.55% - +3.29%

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

All Process and Methodology Skills
West Midlands
Permanent vacancies with a requirement for process or methodology skills 8,416 8,830 10,794
As % of all permanent IT jobs advertised in the West Midlands 89.66% 90.51% 89.54%
Number of salaries quoted 6,431 7,214 8,630
West Midlands median annual salary £42,500 £40,500 £42,500
Median salary % change year-on-year +4.94% -4.71% +6.25%
10th Percentile £26,250 £25,750 £25,000
90th Percentile £67,500 £62,500 £65,000
England median annual salary £50,000 £50,000 £48,000
% change year-on-year - +4.17% +1.05%

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
Salary Trend in the West Midlands

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

Salary trend for Data Modelling in the West Midlands

Data Modelling
Salary Histogram in the West Midlands

The salary distribution of IT jobs citing Data Modelling in the West Midlands over the 6 months to 27 May 2018.

Salary histogram for Data Modelling in the West Midlands

Data Modelling
Job Locations in the West Midlands

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the West Midlands region over the 6 months to 27 May 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Birmingham -5 45 £50,000 -15.97% 9
Warwickshire -25 18 £35,750 -15.88% 3
Coventry -7 14 £57,500 +27.78% 1
Solihull -1 7 £42,500 - 2
Staffordshire +4 6 £38,750 +3.33% 3
Wolverhampton -13 6 - - 1
West Bromwich - 6 £54,500 -
Worcestershire +34 5 £51,270 +62.76%
Shropshire +17 5 £60,000 +59.47% 3
Walsall 0 5 £44,000 -
Halesowen - 1 £27,500 -
Herefordshire - 1 £55,000 -
Data Modelling
England

For the 6 months to 27 May 2018, IT 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 permanent job ads across the West Midlands region with a requirement for Data Modelling.

1 53 (42.06%) SQL
2 48 (38.10%) Business Intelligence
3 35 (27.78%) Problem-Solving
4 34 (26.98%) Analytical Skills
4 34 (26.98%) Data Warehouse
5 32 (25.40%) Finance
6 30 (23.81%) ETL
6 30 (23.81%) Microsoft
6 30 (23.81%) SQL Server
7 22 (17.46%) Agile Software Development
7 22 (17.46%) Retail
7 22 (17.46%) Analytics
8 21 (16.67%) Degree
9 18 (14.29%) SQL Server Integration Services
9 18 (14.29%) XML
9 18 (14.29%) SDLC
10 17 (13.49%) SAP
10 17 (13.49%) .NET
11 16 (12.70%) Presales
11 16 (12.70%) Self-Motivation
12 15 (11.90%) C#
12 15 (11.90%) CRM
12 15 (11.90%) Business Analysis
13 14 (11.11%) SQL Server Analysis Services
13 14 (11.11%) Microsoft Excel
13 14 (11.11%) Manufacturing
14 13 (10.32%) Publishing
14 13 (10.32%) Team Foundation Server
14 13 (10.32%) QA
14 13 (10.32%) Relational Database

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 8 (6.35%) BizTalk Server
2 5 (3.97%) Apache Spark
2 5 (3.97%) SAS
2 5 (3.97%) Sonic ESB
3 1 (0.79%) Apache
3 1 (0.79%) Confluence
3 1 (0.79%) WebLogic
Applications
1 14 (11.11%) Microsoft Excel
2 3 (2.38%) MS Visio
3 2 (1.59%) Microsoft Office
3 2 (1.59%) Microsoft PowerPoint
4 1 (0.79%) Spreadsheet
Business Applications
1 7 (5.56%) Remedy ITSM
2 5 (3.97%) Cognos TM1
3 4 (3.17%) Cognos Business Intelligence
4 1 (0.79%) Dynamics CRM
4 1 (0.79%) SAP CO
4 1 (0.79%) SAP FI
4 1 (0.79%) SAP FI/CO
Cloud Services
1 11 (8.73%) Microsoft Azure
2 5 (3.97%) Azure Data Factory
2 5 (3.97%) SaaS
3 3 (2.38%) Office 365
4 2 (1.59%) Amazon AWS
4 2 (1.59%) Trello
5 1 (0.79%) Dynamics 365
5 1 (0.79%) PaaS
Communications & Networking
1 3 (2.38%) SMS
Database & Business Intelligence
1 34 (26.98%) Data Warehouse
2 30 (23.81%) SQL Server
3 18 (14.29%) SQL Server Integration Services
4 14 (11.11%) SQL Server Analysis Services
5 13 (10.32%) Relational Database
6 12 (9.52%) SQL Server Reporting Services
7 9 (7.14%) OLAP
8 6 (4.76%) BusinessObjects
8 6 (4.76%) Hadoop
9 5 (3.97%) Big Data
9 5 (3.97%) Data Mining
10 4 (3.17%) Azure SQL Data Warehouse
10 4 (3.17%) Azure SQL Database
10 4 (3.17%) Cognos Framework Manager
10 4 (3.17%) Cognos Transformer
10 4 (3.17%) DataStage
10 4 (3.17%) OLAP Cube
10 4 (3.17%) OLTP
10 4 (3.17%) Power BI
11 3 (2.38%) NoSQL
Development Applications
1 13 (10.32%) Team Foundation Server
2 3 (2.38%) JIRA
2 3 (2.38%) Visual Studio
3 2 (1.59%) Rational Rose
4 1 (0.79%) CA Gen
4 1 (0.79%) MSTest
4 1 (0.79%) Visual Studio Team System
General
1 32 (25.40%) Finance
2 22 (17.46%) Retail
3 14 (11.11%) Manufacturing
4 13 (10.32%) Publishing
5 5 (3.97%) Law
5 5 (3.97%) Legal
6 4 (3.17%) Local Government
6 4 (3.17%) Marketing
6 4 (3.17%) Telecoms
7 1 (0.79%) Games
7 1 (0.79%) Mandarin Language
Job Titles
1 42 (33.33%) Developer
2 33 (26.19%) Architect
3 30 (23.81%) Analyst
4 13 (10.32%) Data Architect
5 12 (9.52%) Business Intelligence Developer
6 11 (8.73%) Solutions Architect
6 11 (8.73%) SQL Developer
7 10 (7.94%) Senior Analyst
8 9 (7.14%) Business Analyst
8 9 (7.14%) SAP Architect
9 8 (6.35%) BizTalk Developer
9 8 (6.35%) Data Analyst
10 7 (5.56%) Applications Specialist
10 7 (5.56%) Data Engineer
10 7 (5.56%) Senior Developer
11 6 (4.76%) Analyst Developer
11 6 (4.76%) Data Warehouse Developer
11 6 (4.76%) Senior Business Analyst
11 6 (4.76%) Test Analyst
12 5 (3.97%) Junior Developer
Libraries, Frameworks & Software Standards
1 18 (14.29%) XML
2 17 (13.49%) .NET
3 12 (9.52%) Kafka
4 9 (7.14%) XSLT
5 7 (5.56%) HTML
6 5 (3.97%) .NET Framework
6 5 (3.97%) Entity Framework
6 5 (3.97%) JMS
6 5 (3.97%) LINQ
6 5 (3.97%) REST
6 5 (3.97%) SOAP
6 5 (3.97%) WCF
7 4 (3.17%) Middleware
8 3 (2.38%) MDX
9 2 (1.59%) .NET Core
9 2 (1.59%) Natural Language Processing
9 2 (1.59%) Web Services
10 1 (0.79%) AngularJS
10 1 (0.79%) CSS
10 1 (0.79%) XSD
Miscellaneous
1 34 (26.98%) Analytical Skills
2 16 (12.70%) Self-Motivation
3 7 (5.56%) CMDB
4 6 (4.76%) Algorithms
5 5 (3.97%) Computer Science
5 5 (3.97%) Greenfield Project
5 5 (3.97%) Management Information System
6 2 (1.59%) FMCG
7 1 (0.79%) BBC
7 1 (0.79%) Data Structures
7 1 (0.79%) N-Tier
7 1 (0.79%) Public Cloud
7 1 (0.79%) Reference Data
Operating Systems
1 6 (4.76%) Unix
2 4 (3.17%) Windows
3 2 (1.59%) Windows Server
4 1 (0.79%) Linux
Processes & Methodologies
1 48 (38.10%) Business Intelligence
2 35 (27.78%) Problem-Solving
3 30 (23.81%) ETL
4 22 (17.46%) Agile Software Development
4 22 (17.46%) Analytics
5 18 (14.29%) SDLC
6 16 (12.70%) Presales
7 15 (11.90%) Business Analysis
7 15 (11.90%) CRM
8 12 (9.52%) Service Management
9 11 (8.73%) Data Architecture
10 10 (7.94%) Scrum
11 9 (7.14%) Change Management
11 9 (7.14%) Functional Testing
11 9 (7.14%) Stakeholder Management
12 8 (6.35%) Coaching
12 8 (6.35%) ITIL
12 8 (6.35%) Logical Data Model
12 8 (6.35%) SOA
12 8 (6.35%) TOGAF
Programming Languages
1 53 (42.06%) SQL
2 15 (11.90%) C#
3 12 (9.52%) T-SQL
4 10 (7.94%) Java
5 7 (5.56%) Python
6 6 (4.76%) VB.NET
7 5 (3.97%) R
8 4 (3.17%) PL/SQL
9 3 (2.38%) PHP
10 2 (1.59%) ABAP
10 2 (1.59%) Scala
10 2 (1.59%) Shell Script
11 1 (0.79%) Bash Shell
11 1 (0.79%) C++
11 1 (0.79%) JavaScript
11 1 (0.79%) Perl
11 1 (0.79%) Ruby
11 1 (0.79%) VB
11 1 (0.79%) VB6
11 1 (0.79%) VBA
Qualifications
1 21 (16.67%) Degree
2 7 (5.56%) Computer Science Degree
3 4 (3.17%) ITIL Certification
3 4 (3.17%) MCSD
3 4 (3.17%) MCTS
3 4 (3.17%) Microsoft Certification
4 2 (1.59%) Security Cleared
5 1 (0.79%) ISTQB
Quality Assurance & Compliance
1 13 (10.32%) QA
2 8 (6.35%) Data Quality
3 4 (3.17%) SLA
4 1 (0.79%) COBIT
4 1 (0.79%) GDPR
System Software
1 2 (1.59%) Hyper-V
Systems Management
1 2 (1.59%) Microsoft Intune
1 2 (1.59%) SCCM
Vendors
1 30 (23.81%) Microsoft
2 17 (13.49%) SAP
3 9 (7.14%) Cognos
4 7 (5.56%) BMC
4 7 (5.56%) Remedy
5 6 (4.76%) Oracle
6 4 (3.17%) Talend
7 2 (1.59%) Casewise
7 2 (1.59%) Tableau
8 1 (0.79%) BEA
8 1 (0.79%) Cloudera
8 1 (0.79%) Hortonworks
8 1 (0.79%) Informatica
8 1 (0.79%) MicroStrategy
8 1 (0.79%) Pega
8 1 (0.79%) webMethods