Period
to 25 September 2018

The following table provides summary statistics for permanent job vacancies advertised in Birmingham 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 25 September 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
West Midlands > Birmingham
6 months to
25 Sep 2018
Same period 2017 Same period 2016
Rank 128 169 167
Rank change year-on-year +41 -2 -20
Permanent jobs citing Data Modelling 64 32 42
As % of all permanent IT jobs advertised in Birmingham 1.70% 0.84% 0.88%
As % of the Processes & Methodologies category 1.88% 0.91% 0.98%
Number of salaries quoted 45 29 36
Birmingham median annual salary £50,000 £45,000 £50,500
Median salary % change year-on-year +11.11% -10.89% +6.32%
10th Percentile £38,750 £33,100 £37,500
90th Percentile £71,250 £67,500 £61,125
West Midlands median annual salary £50,000 £45,000 £45,000
% change year-on-year +11.11% - +5.88%

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 Birmingham with a requirement for process or methodology skills.

All Process and Methodology Skills
Birmingham
Permanent vacancies with a requirement for process or methodology skills 3,413 3,522 4,302
As % of all permanent IT jobs advertised in Birmingham 90.67% 91.91% 90.17%
Number of salaries quoted 2,424 2,836 3,166
Birmingham median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% -
10th Percentile £26,250 £27,500 £25,750
90th Percentile £72,500 £65,000 £68,750
West Midlands median annual salary £44,000 £40,000 £40,000
% change year-on-year +10.00% - -

Data Modelling
Job Vacancy Trend in Birmingham

Job postings citing Data Modelling as a percentage of all IT jobs advertised in Birmingham.

Job vacancy trend for Data Modelling in Birmingham

Data Modelling
Salary Trend in Birmingham

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

Salary trend for Data Modelling in Birmingham

Data Modelling
Salary Histogram in Birmingham

The salary distribution of IT jobs citing Data Modelling in Birmingham over the 6 months to 25 September 2018.

Salary histogram for Data Modelling in Birmingham

For the 6 months to 25 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 Birmingham region with a requirement for Data Modelling.

1 34 (53.13%) SQL
2 25 (39.06%) Finance
3 22 (34.38%) Business Intelligence
4 20 (31.25%) ETL
5 16 (25.00%) Agile Software Development
6 15 (23.44%) SAP
7 14 (21.88%) Visualisation
7 14 (21.88%) Analytical Skills
8 13 (20.31%) Oracle
9 12 (18.75%) SQL Server Integration Services
9 12 (18.75%) Degree
9 12 (18.75%) PL/SQL
9 12 (18.75%) Mentoring
9 12 (18.75%) Data Visualisation
9 12 (18.75%) Data Architecture
9 12 (18.75%) Presales
10 11 (17.19%) Self-Motivation
10 11 (17.19%) Microsoft Azure
10 11 (17.19%) Machine Learning
10 11 (17.19%) Microsoft
11 10 (15.63%) Retail
11 10 (15.63%) SQL Server Reporting Services
11 10 (15.63%) Analytics
11 10 (15.63%) Continuous Improvement
12 9 (14.06%) Node.js
12 9 (14.06%) Oracle Database 12c
12 9 (14.06%) Oracle Database
12 9 (14.06%) Data Management
12 9 (14.06%) JSON
12 9 (14.06%) Oracle Database 11g

Data Modelling
Co-occurring IT Skills in Birmingham 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 (4.69%) Apache Spark
1 3 (4.69%) SAS
2 1 (1.56%) Apache
2 1 (1.56%) BizTalk Server
2 1 (1.56%) DNN
2 1 (1.56%) Oracle SOA Suite
2 1 (1.56%) SharePoint
2 1 (1.56%) Tomcat
Applications
1 6 (9.38%) Microsoft Excel
2 3 (4.69%) Microsoft PowerPoint
2 3 (4.69%) MS Visio
Business Applications
1 1 (1.56%) Dynamics CRM
Cloud Services
1 11 (17.19%) Microsoft Azure
2 5 (7.81%) Cloud Computing
2 5 (7.81%) IaaS
2 5 (7.81%) PaaS
3 3 (4.69%) Office 365
4 1 (1.56%) Amazon AWS
4 1 (1.56%) Azure Data Factory
4 1 (1.56%) Dynamics 365
Communications & Networking
1 1 (1.56%) FTP
1 1 (1.56%) SMS
Database & Business Intelligence
1 12 (18.75%) SQL Server Integration Services
2 10 (15.63%) SQL Server Reporting Services
3 9 (14.06%) Oracle Database
3 9 (14.06%) Oracle Database 11g
3 9 (14.06%) Oracle Database 12c
3 9 (14.06%) SQL Server
4 7 (10.94%) Relational Database
5 5 (7.81%) BusinessObjects
5 5 (7.81%) Power BI
5 5 (7.81%) QlikView
5 5 (7.81%) SQL Server Analysis Services
6 4 (6.25%) Big Data
6 4 (6.25%) Data Mining
6 4 (6.25%) Hadoop
6 4 (6.25%) Spotfire
7 3 (4.69%) Data Warehouse
7 3 (4.69%) SAS Enterprise Guide
7 3 (4.69%) SAS Enterprise Miner
8 2 (3.13%) BusinessObjects Business Intelligence
8 2 (3.13%) RDBMS
Development Applications
1 1 (1.56%) SQL Server Management Studio (SSMS)
1 1 (1.56%) Visual Studio
General
1 25 (39.06%) Finance
2 10 (15.63%) Retail
3 7 (10.94%) Manufacturing
3 7 (10.94%) Publishing
4 4 (6.25%) Local Government
4 4 (6.25%) Telecoms
5 3 (4.69%) Marketing
Job Titles
1 20 (31.25%) Developer
2 18 (28.13%) Architect
3 13 (20.31%) SQL Developer
4 11 (17.19%) Senior Developer
5 10 (15.63%) Senior SQL Developer
6 9 (14.06%) Oracle Developer
6 9 (14.06%) PL/SQL Developer
6 9 (14.06%) Senior Oracle Developer
6 9 (14.06%) Senior PL/SQL Developer
7 7 (10.94%) Business Intelligence Developer
7 7 (10.94%) Solutions Architect
8 6 (9.38%) Analyst
8 6 (9.38%) Process Engineer
9 5 (7.81%) Data Analyst
10 4 (6.25%) Data Architect
10 4 (6.25%) Information Architect
10 4 (6.25%) Presales Solution Architect
11 3 (4.69%) Consultant
11 3 (4.69%) Data Engineer
11 3 (4.69%) Marketing Analyst
Libraries, Frameworks & Software Standards
1 9 (14.06%) JSON
1 9 (14.06%) Node.js
2 2 (3.13%) CGI
2 2 (3.13%) Natural Language Processing
2 2 (3.13%) Web Services
3 1 (1.56%) .NET
3 1 (1.56%) HTML
3 1 (1.56%) JMS
3 1 (1.56%) LDAP
3 1 (1.56%) REST
3 1 (1.56%) SOAP
3 1 (1.56%) XML
Miscellaneous
1 14 (21.88%) Analytical Skills
2 11 (17.19%) Self-Motivation
3 6 (9.38%) Fintech
4 5 (7.81%) Management Information System
5 2 (3.13%) Algorithms
6 1 (1.56%) NHS
6 1 (1.56%) Robotics
Operating Systems
1 2 (3.13%) Windows
1 2 (3.13%) Windows Server
Processes & Methodologies
1 22 (34.38%) Business Intelligence
2 20 (31.25%) ETL
3 16 (25.00%) Agile Software Development
4 14 (21.88%) Visualisation
5 12 (18.75%) Data Architecture
5 12 (18.75%) Data Visualisation
5 12 (18.75%) Mentoring
5 12 (18.75%) Presales
6 11 (17.19%) Machine Learning
7 10 (15.63%) Analytics
7 10 (15.63%) Continuous Improvement
8 9 (14.06%) Data Management
9 8 (12.50%) Cost-Benefit Analysis
9 8 (12.50%) Problem-Solving
9 8 (12.50%) SDLC
10 7 (10.94%) Change Control
10 7 (10.94%) CRM
10 7 (10.94%) Data Science
10 7 (10.94%) Data Strategy
10 7 (10.94%) Project Management
Programming Languages
1 34 (53.13%) SQL
2 12 (18.75%) PL/SQL
3 8 (12.50%) T-SQL
4 4 (6.25%) Java
5 3 (4.69%) Python
5 3 (4.69%) Scala
6 1 (1.56%) HiveQL
6 1 (1.56%) R
6 1 (1.56%) Ruby
6 1 (1.56%) VB
Qualifications
1 12 (18.75%) Degree
2 4 (6.25%) Master's Degree
3 1 (1.56%) SC Cleared
3 1 (1.56%) Security Cleared
Quality Assurance & Compliance
1 8 (12.50%) Data Quality
1 8 (12.50%) QA
2 2 (3.13%) SLA
3 1 (1.56%) GDPR
System Software
1 2 (3.13%) Hyper-V
Systems Management
1 2 (3.13%) Microsoft Intune
1 2 (3.13%) SCCM
2 1 (1.56%) Single Sign-On
Vendors
1 15 (23.44%) SAP
2 13 (20.31%) Oracle
3 11 (17.19%) Microsoft
4 5 (7.81%) Tableau
5 4 (6.25%) Cognos
5 4 (6.25%) MicroStrategy
6 3 (4.69%) Remedy
7 2 (3.13%) Talend
8 1 (1.56%) Hortonworks
8 1 (1.56%) Jaspersoft
8 1 (1.56%) OutSystems