Period
to 22 September 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 22 September 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
England > West Midlands
6 months to
22 Sep 2018
Same period 2017 Same period 2016
Rank 175 200 205
Rank change year-on-year +25 +5 -41
Permanent jobs citing Data Modelling 128 140 142
As % of all permanent IT jobs advertised in the West Midlands 1.47% 1.41% 1.19%
As % of the Processes & Methodologies category 1.63% 1.54% 1.31%
Number of salaries quoted 93 104 97
West Midlands median annual salary £50,000 £45,000 £47,000
Median salary % change year-on-year +11.11% -4.26% +7.81%
10th Percentile £34,000 £35,375 £36,000
90th Percentile £78,750 £68,375 £58,750
England median annual salary £59,000 £55,000 £55,000
% change year-on-year +7.27% - -

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 7,876 9,083 10,808
As % of all permanent IT jobs advertised in the West Midlands 90.27% 91.30% 90.45%
Number of salaries quoted 6,027 7,470 8,462
West Midlands median annual salary £44,000 £40,000 £40,000
Median salary % change year-on-year +10.00% - -
10th Percentile £26,000 £25,750 £24,025
90th Percentile £67,500 £63,750 £64,000
England median annual salary £50,100 £50,000 £50,000
% change year-on-year +0.20% - +5.26%

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 22 September 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 22 September 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 +31 63 £50,000 +11.11% 10
Warwickshire +18 18 £57,500 +39.39% 2
Coventry -4 17 £66,250 +15.22% 1
Staffordshire +21 12 £40,000 +2.56% 3
Shropshire - 5 £50,000 -
Worcestershire - 4 £51,270 -
Solihull -5 3 £63,250 -27.71%
Walsall +3 2 £40,000 -11.11%
Data Modelling
England

For the 6 months to 22 September 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 52 (40.63%) SQL
2 48 (37.50%) Business Intelligence
3 33 (25.78%) Agile Software Development
4 30 (23.44%) Analytical Skills
5 29 (22.66%) Finance
6 25 (19.53%) ETL
6 25 (19.53%) SQL Server
7 24 (18.75%) Problem-Solving
8 23 (17.97%) Analytics
8 23 (17.97%) Degree
9 21 (16.41%) Oracle
10 20 (15.63%) SAP
11 19 (14.84%) SQL Server Reporting Services
11 19 (14.84%) SQL Server Integration Services
12 18 (14.06%) Microsoft
13 17 (13.28%) Retail
13 17 (13.28%) SDLC
14 16 (12.50%) Data Architecture
15 15 (11.72%) Microsoft Azure
15 15 (11.72%) Data Management
15 15 (11.72%) Relational Database
16 14 (10.94%) Self-Motivation
16 14 (10.94%) Stakeholder Management
16 14 (10.94%) TOGAF
16 14 (10.94%) Machine Learning
17 13 (10.16%) Continuous Improvement
17 13 (10.16%) Data Quality
17 13 (10.16%) Visualisation
17 13 (10.16%) XML
17 13 (10.16%) Presales

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 6 (4.69%) Confluence
2 3 (2.34%) Apache Spark
2 3 (2.34%) SAS
3 2 (1.56%) BizTalk Server
4 1 (0.78%) Apache
4 1 (0.78%) Oracle SOA Suite
4 1 (0.78%) Tomcat
Applications
1 12 (9.38%) Microsoft Excel
2 7 (5.47%) Microsoft Office
3 4 (3.13%) MS Visio
4 3 (2.34%) Microsoft PowerPoint
Business Applications
1 1 (0.78%) Dynamics CRM
1 1 (0.78%) Remedy ITSM
Cloud Services
1 15 (11.72%) Microsoft Azure
2 5 (3.91%) Cloud Computing
2 5 (3.91%) IaaS
2 5 (3.91%) Office 365
2 5 (3.91%) PaaS
3 3 (2.34%) Amazon AWS
4 1 (0.78%) Azure Data Factory
4 1 (0.78%) Dynamics 365
Communications & Networking
1 3 (2.34%) SMS
2 1 (0.78%) Internet
Database & Business Intelligence
1 25 (19.53%) SQL Server
2 19 (14.84%) SQL Server Integration Services
2 19 (14.84%) SQL Server Reporting Services
3 15 (11.72%) Relational Database
4 12 (9.38%) Data Warehouse
5 10 (7.81%) BusinessObjects
6 9 (7.03%) Oracle Database
6 9 (7.03%) Oracle Database 11g
6 9 (7.03%) Oracle Database 12c
7 8 (6.25%) Power BI
7 8 (6.25%) SQL Server Analysis Services
8 7 (5.47%) OLTP
8 7 (5.47%) QlikView
9 4 (3.13%) Big Data
9 4 (3.13%) Data Mining
9 4 (3.13%) Hadoop
9 4 (3.13%) Spotfire
10 3 (2.34%) NoSQL
10 3 (2.34%) SAS Enterprise Guide
10 3 (2.34%) SQL Server 2012
Development Applications
1 6 (4.69%) JIRA
2 3 (2.34%) Rational Rose
3 2 (1.56%) MSTest
4 1 (0.78%) Team Foundation Server
4 1 (0.78%) Visual Studio
General
1 29 (22.66%) Finance
2 17 (13.28%) Retail
3 9 (7.03%) Manufacturing
4 7 (5.47%) Local Government
4 7 (5.47%) Publishing
5 5 (3.91%) Telecoms
6 4 (3.13%) Law
6 4 (3.13%) Legal
6 4 (3.13%) Marketing
7 3 (2.34%) Automotive
Job Titles
1 43 (33.59%) Architect
1 43 (33.59%) Developer
2 20 (15.63%) SQL Developer
3 19 (14.84%) Analyst
4 17 (13.28%) Data Architect
5 15 (11.72%) Senior Developer
6 13 (10.16%) Business Intelligence Developer
7 12 (9.38%) Senior SQL Developer
8 11 (8.59%) Information Architect
8 11 (8.59%) Solutions Architect
9 9 (7.03%) Business Analyst
9 9 (7.03%) Oracle Developer
9 9 (7.03%) PL/SQL Developer
9 9 (7.03%) Senior Oracle Developer
9 9 (7.03%) Senior PL/SQL Developer
10 7 (5.47%) Process Engineer
11 5 (3.91%) Analyst Developer
11 5 (3.91%) Data Analyst
11 5 (3.91%) Data Manager
11 5 (3.91%) Enterprise Architect
Libraries, Frameworks & Software Standards
1 13 (10.16%) XML
2 9 (7.03%) JSON
2 9 (7.03%) Node.js
3 8 (6.25%) HTML
4 6 (4.69%) Web Services
5 3 (2.34%) .NET
5 3 (2.34%) REST
5 3 (2.34%) SOAP
5 3 (2.34%) XSLT
6 2 (1.56%) AngularJS
6 2 (1.56%) CGI
6 2 (1.56%) CSS
6 2 (1.56%) J2EE
6 2 (1.56%) Kafka
6 2 (1.56%) MDX
6 2 (1.56%) Natural Language Processing
6 2 (1.56%) XSD
7 1 (0.78%) JMS
7 1 (0.78%) LDAP
Miscellaneous
1 30 (23.44%) Analytical Skills
2 14 (10.94%) Self-Motivation
3 7 (5.47%) Management Information System
4 6 (4.69%) Fintech
5 5 (3.91%) Greenfield Project
6 4 (3.13%) Computer Science
7 2 (1.56%) Algorithms
8 1 (0.78%) Analytical Mindset
8 1 (0.78%) Augmented Reality
8 1 (0.78%) CMDB
8 1 (0.78%) Data Structures
8 1 (0.78%) Public Cloud
8 1 (0.78%) Robotics
Operating Systems
1 10 (7.81%) Windows
2 3 (2.34%) Unix
3 2 (1.56%) Windows Server
Processes & Methodologies
1 48 (37.50%) Business Intelligence
2 33 (25.78%) Agile Software Development
3 25 (19.53%) ETL
4 24 (18.75%) Problem-Solving
5 23 (17.97%) Analytics
6 17 (13.28%) SDLC
7 16 (12.50%) Data Architecture
8 15 (11.72%) Data Management
9 14 (10.94%) Machine Learning
9 14 (10.94%) Stakeholder Management
9 14 (10.94%) TOGAF
10 13 (10.16%) Continuous Improvement
10 13 (10.16%) Presales
10 13 (10.16%) Visualisation
11 12 (9.38%) Data Visualisation
11 12 (9.38%) Mentoring
12 10 (7.81%) Business Analysis
12 10 (7.81%) CRM
12 10 (7.81%) Project Management
13 9 (7.03%) ITIL
Programming Languages
1 52 (40.63%) SQL
2 12 (9.38%) PL/SQL
2 12 (9.38%) T-SQL
3 6 (4.69%) Java
4 3 (2.34%) C#
4 3 (2.34%) Python
4 3 (2.34%) Scala
5 2 (1.56%) JavaScript
6 1 (0.78%) Delphi
6 1 (0.78%) HiveQL
6 1 (0.78%) R
6 1 (0.78%) Ruby
Qualifications
1 23 (17.97%) Degree
2 4 (3.13%) Master's Degree
3 3 (2.34%) ITIL Certification
4 2 (1.56%) SC Cleared
4 2 (1.56%) Security Cleared
5 1 (0.78%) Computer Science Degree
Quality Assurance & Compliance
1 13 (10.16%) Data Quality
2 9 (7.03%) QA
3 2 (1.56%) SLA
4 1 (0.78%) COBIT
System Software
1 2 (1.56%) Hyper-V
Systems Management
1 2 (1.56%) Microsoft Intune
1 2 (1.56%) SCCM
2 1 (0.78%) Single Sign-On
Vendors
1 21 (16.41%) Oracle
2 20 (15.63%) SAP
3 18 (14.06%) Microsoft
4 8 (6.25%) Cognos
5 5 (3.91%) MicroStrategy
5 5 (3.91%) Tableau
6 4 (3.13%) Remedy
7 3 (2.34%) Casewise
7 3 (2.34%) Talend
8 1 (0.78%) Baan
8 1 (0.78%) BMC
8 1 (0.78%) Greenplum
8 1 (0.78%) Hortonworks
8 1 (0.78%) Informatica
8 1 (0.78%) Jaspersoft
8 1 (0.78%) OutSystems
8 1 (0.78%) Software AG
8 1 (0.78%) Teradata
8 1 (0.78%) webMethods