Period
to 15 December 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 15 December 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
West Midlands > Birmingham
6 months to
15 Dec 2018
Same period 2017 Same period 2016
Rank 116 151 178
Rank change year-on-year +35 +27 -42
Permanent jobs citing Data Modelling 71 48 32
As % of all permanent IT jobs advertised in Birmingham 2.03% 1.26% 0.70%
As % of the Processes & Methodologies category 2.23% 1.37% 0.76%
Number of salaries quoted 55 39 28
Birmingham median annual salary £50,000 £60,000 £51,250
Median salary % change year-on-year -16.67% +17.07% +13.89%
10th Percentile £38,750 £38,500 £25,475
90th Percentile £71,250 £78,750 £64,000
West Midlands median annual salary £50,000 £48,000 £45,000
% change year-on-year +4.17% +6.67% +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 3,189 3,499 4,229
As % of all permanent IT jobs advertised in Birmingham 91.01% 91.86% 91.93%
Number of salaries quoted 2,268 2,716 3,119
Birmingham median annual salary £47,500 £45,000 £42,765
Median salary % change year-on-year +5.56% +5.23% +0.62%
10th Percentile £26,750 £26,250 £26,250
90th Percentile £76,250 £67,500 £67,500
West Midlands median annual salary £45,000 £40,000 £41,500
% change year-on-year +12.50% -3.61% +3.75%

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 15 December 2018.

Salary histogram for Data Modelling in Birmingham

For the 6 months to 15 December 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 39 (54.93%) SQL
2 27 (38.03%) ETL
2 27 (38.03%) Business Intelligence
3 24 (33.80%) Finance
4 22 (30.99%) SQL Server Reporting Services
5 20 (28.17%) Agile Software Development
6 19 (26.76%) Oracle
6 19 (26.76%) Analytics
7 18 (25.35%) SQL Server Integration Services
8 17 (23.94%) SQL Server
8 17 (23.94%) Microsoft
8 17 (23.94%) Power BI
8 17 (23.94%) Degree
9 16 (22.54%) PL/SQL
9 16 (22.54%) Data Management
10 15 (21.13%) Data Architecture
10 15 (21.13%) Microsoft Azure
11 14 (19.72%) Visualisation
11 14 (19.72%) Tableau
11 14 (19.72%) Data Warehouse
12 12 (16.90%) Data Visualisation
13 11 (15.49%) Machine Learning
13 11 (15.49%) Analytical Skills
13 11 (15.49%) T-SQL
13 11 (15.49%) Data Analysis
14 10 (14.08%) Oracle Database 12c
14 10 (14.08%) Oracle Database
14 10 (14.08%) Mentoring
14 10 (14.08%) Continuous Improvement
14 10 (14.08%) Change Control

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 2 (2.82%) DNN
1 2 (2.82%) SharePoint
2 1 (1.41%) BizTalk Server
2 1 (1.41%) NetWeaver
2 1 (1.41%) Oracle SOA Suite
2 1 (1.41%) Tomcat
Applications
1 7 (9.86%) Microsoft Excel
2 5 (7.04%) Microsoft PowerPoint
2 5 (7.04%) MS Visio
Business Applications
1 2 (2.82%) Dynamics CRM
Cloud Services
1 15 (21.13%) Microsoft Azure
2 8 (11.27%) PaaS
3 6 (8.45%) Cloud Computing
3 6 (8.45%) IaaS
4 5 (7.04%) Amazon AWS
5 3 (4.23%) Slack
5 3 (4.23%) Trello
6 2 (2.82%) SaaS
7 1 (1.41%) Azure Data Factory
7 1 (1.41%) Azure Machine Learning
Communications & Networking
1 2 (2.82%) FTP
2 1 (1.41%) Internet
Database & Business Intelligence
1 22 (30.99%) SQL Server Reporting Services
2 18 (25.35%) SQL Server Integration Services
3 17 (23.94%) Power BI
3 17 (23.94%) SQL Server
4 14 (19.72%) Data Warehouse
5 10 (14.08%) Oracle Database
5 10 (14.08%) Oracle Database 11g
5 10 (14.08%) Oracle Database 12c
5 10 (14.08%) SQL Server Analysis Services
6 7 (9.86%) Big Data
6 7 (9.86%) BusinessObjects
6 7 (9.86%) Data Lake
6 7 (9.86%) QlikView
7 6 (8.45%) Data Mining
7 6 (8.45%) Relational Database
8 5 (7.04%) NoSQL
9 4 (5.63%) Spotfire
10 3 (4.23%) Azure SQL Database
10 3 (4.23%) Hadoop
10 3 (4.23%) Oracle BI EE
Development Applications
1 3 (4.23%) Jenkins
1 3 (4.23%) JIRA
2 2 (2.82%) ERwin
2 2 (2.82%) SQL Server Management Studio (SSMS)
2 2 (2.82%) Visual Studio
General
1 24 (33.80%) Finance
2 7 (9.86%) Retail
3 5 (7.04%) Local Government
3 5 (7.04%) Telecoms
4 3 (4.23%) Legal
5 2 (2.82%) Digital Economy
5 2 (2.82%) Publishing
6 1 (1.41%) Manufacturing
Job Titles
1 27 (38.03%) Developer
2 15 (21.13%) Architect
3 14 (19.72%) SQL Developer
4 13 (18.31%) Senior Developer
5 12 (16.90%) Senior SQL Developer
6 11 (15.49%) Analyst
6 11 (15.49%) Business Intelligence Developer
7 10 (14.08%) Oracle Developer
7 10 (14.08%) PL/SQL Developer
7 10 (14.08%) Senior Oracle Developer
7 10 (14.08%) Senior PL/SQL Developer
8 7 (9.86%) Business Analyst
8 7 (9.86%) Data Architect
9 6 (8.45%) Data Manager
9 6 (8.45%) Information Architect
9 6 (8.45%) Process Engineer
10 5 (7.04%) Consultant
11 4 (5.63%) Data Analyst
11 4 (5.63%) Data Consultant
12 3 (4.23%) Business Consultant
Libraries, Frameworks & Software Standards
1 10 (14.08%) JSON
1 10 (14.08%) Node.js
2 5 (7.04%) .NET
3 3 (4.23%) Web Services
4 2 (2.82%) ASP.NET
4 2 (2.82%) ASP.NET MVC
4 2 (2.82%) CGI
4 2 (2.82%) HTML
5 1 (1.41%) JMS
5 1 (1.41%) REST
5 1 (1.41%) SAPUI5
5 1 (1.41%) SOAP
5 1 (1.41%) Spring
5 1 (1.41%) XML
Miscellaneous
1 11 (15.49%) Analytical Skills
2 6 (8.45%) Fintech
2 6 (8.45%) Self-Motivation
3 5 (7.04%) Management Information System
3 5 (7.04%) NHS
4 2 (2.82%) Greenfield Project
4 2 (2.82%) Taxonomies
5 1 (1.41%) Data Structures
5 1 (1.41%) Robotics
Processes & Methodologies
1 27 (38.03%) Business Intelligence
1 27 (38.03%) ETL
2 20 (28.17%) Agile Software Development
3 19 (26.76%) Analytics
4 16 (22.54%) Data Management
5 15 (21.13%) Data Architecture
6 14 (19.72%) Visualisation
7 12 (16.90%) Data Visualisation
8 11 (15.49%) Data Analysis
8 11 (15.49%) Machine Learning
9 10 (14.08%) Change Control
9 10 (14.08%) Continuous Improvement
9 10 (14.08%) Mentoring
10 9 (12.68%) Decision-Making
10 9 (12.68%) TOGAF
11 8 (11.27%) Data Analytics
11 8 (11.27%) Information Governance
11 8 (11.27%) Project Management
11 8 (11.27%) Stakeholder Management
12 7 (9.86%) Stakeholder Engagement
Programming Languages
1 39 (54.93%) SQL
2 16 (22.54%) PL/SQL
3 11 (15.49%) T-SQL
4 5 (7.04%) C#
5 4 (5.63%) Java
5 4 (5.63%) Python
6 2 (2.82%) JavaScript
6 2 (2.82%) VB
6 2 (2.82%) VB.NET
7 1 (1.41%) ABAP
7 1 (1.41%) HiveQL
7 1 (1.41%) R
7 1 (1.41%) Scala
Qualifications
1 17 (23.94%) Degree
2 4 (5.63%) Master's Degree
3 1 (1.41%) Computer Science Degree
3 1 (1.41%) SC Cleared
3 1 (1.41%) Security Cleared
Quality Assurance & Compliance
1 10 (14.08%) Data Quality
2 4 (5.63%) QA
3 3 (4.23%) GDPR
Vendors
1 19 (26.76%) Oracle
2 17 (23.94%) Microsoft
3 14 (19.72%) Tableau
4 9 (12.68%) SAP
5 5 (7.04%) Informatica
6 4 (5.63%) Cognos
6 4 (5.63%) MicroStrategy
7 3 (4.23%) Remedy
8 2 (2.82%) Casewise
8 2 (2.82%) MuleSoft
8 2 (2.82%) Talend
9 1 (1.41%) Birst
9 1 (1.41%) Hortonworks
9 1 (1.41%) IBM