Period
to 19 June 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 19 June 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
West Midlands > Birmingham
6 months to
19 Jun 2018
Same period 2017 Same period 2016
Rank 153 144 137
Rank change year-on-year -9 -7 +22
Permanent jobs citing Data Modelling 46 49 69
As % of all permanent IT jobs advertised in Birmingham 1.21% 1.30% 1.48%
As % of the Processes & Methodologies category 1.33% 1.43% 1.66%
Number of salaries quoted 36 43 62
Birmingham median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% -
10th Percentile £40,625 £32,500 £32,875
90th Percentile £69,375 £69,900 £56,250
West Midlands median annual salary £50,000 £42,500 £45,000
% change year-on-year +17.65% -5.56% +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 3,457 3,420 4,149
As % of all permanent IT jobs advertised in Birmingham 91.26% 90.74% 88.73%
Number of salaries quoted 2,441 2,722 3,147
Birmingham median annual salary £45,000 £44,000 £42,500
Median salary % change year-on-year +2.27% +3.53% -
10th Percentile £26,250 £26,250 £26,250
90th Percentile £70,000 £63,750 £70,000
West Midlands median annual salary £42,500 £40,000 £41,500
% change year-on-year +6.25% -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 19 June 2018.

Salary histogram for Data Modelling in Birmingham

For the 6 months to 19 June 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 24 (52.17%) Business Intelligence
2 21 (45.65%) ETL
3 16 (34.78%) SQL
4 14 (30.43%) Retail
5 13 (28.26%) Microsoft
5 13 (28.26%) Self-Motivation
6 12 (26.09%) Presales
6 12 (26.09%) Agile Software Development
7 11 (23.91%) SQL Server Integration Services
7 11 (23.91%) QA
7 11 (23.91%) Finance
7 11 (23.91%) SDLC
8 10 (21.74%) Analytical Skills
8 10 (21.74%) CRM
8 10 (21.74%) Data Warehouse
8 10 (21.74%) SAP
9 9 (19.57%) Manufacturing
9 9 (19.57%) Publishing
9 9 (19.57%) Stakeholder Management
9 9 (19.57%) Data Architecture
9 9 (19.57%) Problem-Solving
10 8 (17.39%) Coaching
10 8 (17.39%) Relational Database
10 8 (17.39%) SQL Server Analysis Services
10 8 (17.39%) SQL Server Reporting Services
10 8 (17.39%) SQL Server
11 7 (15.22%) Hadoop
11 7 (15.22%) Visualisation
11 7 (15.22%) Microsoft Azure
11 7 (15.22%) Mentoring

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 6 (13.04%) Apache Spark
2 3 (6.52%) SAS
3 1 (2.17%) Apache
Applications
1 5 (10.87%) Microsoft Excel
2 3 (6.52%) Microsoft PowerPoint
2 3 (6.52%) MS Visio
Business Applications
1 4 (8.70%) Cognos Business Intelligence
1 4 (8.70%) Cognos TM1
2 1 (2.17%) Dynamics CRM
2 1 (2.17%) SAP CO
2 1 (2.17%) SAP FI
2 1 (2.17%) SAP FI/CO
Cloud Services
1 7 (15.22%) Microsoft Azure
2 4 (8.70%) Azure Data Factory
3 3 (6.52%) Office 365
4 1 (2.17%) Amazon AWS
4 1 (2.17%) Dynamics 365
4 1 (2.17%) Trello
Communications & Networking
1 1 (2.17%) SMS
Database & Business Intelligence
1 11 (23.91%) SQL Server Integration Services
2 10 (21.74%) Data Warehouse
3 8 (17.39%) Relational Database
3 8 (17.39%) SQL Server
3 8 (17.39%) SQL Server Analysis Services
3 8 (17.39%) SQL Server Reporting Services
4 7 (15.22%) Hadoop
5 5 (10.87%) Big Data
6 4 (8.70%) Azure SQL Data Warehouse
6 4 (8.70%) Azure SQL Database
6 4 (8.70%) Cognos Framework Manager
6 4 (8.70%) Cognos Transformer
6 4 (8.70%) DataStage
6 4 (8.70%) OLAP
6 4 (8.70%) OLAP Cube
7 3 (6.52%) SAS Enterprise Guide
7 3 (6.52%) SAS Enterprise Miner
8 2 (4.35%) QlikView
8 2 (4.35%) RDBMS
8 2 (4.35%) SQL Server 2008
Development Applications
1 1 (2.17%) JIRA
General
1 14 (30.43%) Retail
2 11 (23.91%) Finance
3 9 (19.57%) Manufacturing
3 9 (19.57%) Publishing
4 3 (6.52%) Marketing
Job Titles
1 16 (34.78%) Architect
2 10 (21.74%) Solutions Architect
3 9 (19.57%) Developer
4 6 (13.04%) Analyst
4 6 (13.04%) Business Intelligence Developer
4 6 (13.04%) Data Engineer
5 5 (10.87%) Data Analyst
5 5 (10.87%) SAP Architect
5 5 (10.87%) SAP Solutions Architect
5 5 (10.87%) Senior Developer
6 4 (8.70%) Business Intelligence Lead
6 4 (8.70%) Presales Solution Architect
6 4 (8.70%) Senior Business Intelligence Developer
6 4 (8.70%) Technical Leader
7 3 (6.52%) Enterprise Architect
7 3 (6.52%) Information Architect
7 3 (6.52%) Marketing Analyst
7 3 (6.52%) Marketing Data Analyst
7 3 (6.52%) SQL Developer
7 3 (6.52%) Supply Chain Analyst
Libraries, Frameworks & Software Standards
1 3 (6.52%) Kafka
1 3 (6.52%) Natural Language Processing
2 1 (2.17%) .NET
2 1 (2.17%) HTML
2 1 (2.17%) JSON
2 1 (2.17%) LDAP
2 1 (2.17%) Node.js
2 1 (2.17%) Web Services
Miscellaneous
1 13 (28.26%) Self-Motivation
2 10 (21.74%) Analytical Skills
3 5 (10.87%) Algorithms
4 4 (8.70%) Management Information System
5 1 (2.17%) Fintech
5 1 (2.17%) Robotics
Operating Systems
1 2 (4.35%) Windows
1 2 (4.35%) Windows Server
Processes & Methodologies
1 24 (52.17%) Business Intelligence
2 21 (45.65%) ETL
3 12 (26.09%) Agile Software Development
3 12 (26.09%) Presales
4 11 (23.91%) SDLC
5 10 (21.74%) CRM
6 9 (19.57%) Data Architecture
6 9 (19.57%) Problem-Solving
6 9 (19.57%) Stakeholder Management
7 8 (17.39%) Coaching
8 7 (15.22%) Mentoring
8 7 (15.22%) Visualisation
9 6 (13.04%) Data Strategy
9 6 (13.04%) Data Visualisation
9 6 (13.04%) Machine Learning
10 5 (10.87%) Data Analysis
10 5 (10.87%) Data Transformation
11 4 (8.70%) Analytics
11 4 (8.70%) Decision-Making
11 4 (8.70%) Stakeholder Engagement
Programming Languages
1 16 (34.78%) SQL
2 6 (13.04%) Python
2 6 (13.04%) T-SQL
3 5 (10.87%) PL/SQL
4 4 (8.70%) Java
5 3 (6.52%) Scala
6 1 (2.17%) HiveQL
6 1 (2.17%) R
6 1 (2.17%) Ruby
Qualifications
1 1 (2.17%) SC Cleared
1 1 (2.17%) Security Cleared
Quality Assurance & Compliance
1 11 (23.91%) QA
2 3 (6.52%) Data Quality
3 2 (4.35%) SLA
System Software
1 2 (4.35%) Hyper-V
Systems Management
1 2 (4.35%) Microsoft Intune
1 2 (4.35%) SCCM
2 1 (2.17%) Single Sign-On
Vendors
1 13 (28.26%) Microsoft
2 10 (21.74%) SAP
3 5 (10.87%) Talend
4 4 (8.70%) Cognos
5 2 (4.35%) Oracle
6 1 (2.17%) Cloudera
6 1 (2.17%) Hortonworks
6 1 (2.17%) Jaspersoft
6 1 (2.17%) Tableau