Period
to 23 February 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 23 February 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
West Midlands > Birmingham
6 months to
23 Feb 2018
Same period 2017 Same period 2016
Rank 136 173 125
Rank change year-on-year +37 -48 +36
Permanent jobs citing Data Modelling 52 31 71
As % of all permanent IT jobs advertised in Birmingham 1.42% 0.75% 1.73%
As % of the Processes & Methodologies category 1.57% 0.82% 1.98%
Number of salaries quoted 42 28 68
Birmingham median annual salary £61,000 £51,000 £45,000
Median salary % change year-on-year +19.61% +13.33% -10.00%
10th Percentile £42,625 £29,500 £32,500
90th Percentile £83,500 £61,975 £57,875
West Midlands median annual salary £50,000 £42,500 £42,500
% change year-on-year +17.65% - -

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 3,307 3,764 3,578
As % of all permanent IT jobs advertised in Birmingham 90.18% 90.72% 87.10%
Number of salaries quoted 2,420 2,827 2,958
Birmingham median annual salary £45,000 £43,124 £42,500
Median salary % change year-on-year +4.35% +1.47% -
10th Percentile £26,250 £26,250 £26,250
90th Percentile £70,000 £66,250 £67,500
West Midlands median annual salary £42,500 £40,500 £42,500
% change year-on-year +4.94% -4.71% +6.25%

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 23 February 2018.

Salary histogram for Data Modelling in Birmingham

For the 6 months to 23 February 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 30 (57.69%) Business Intelligence
2 24 (46.15%) Data Warehouse
3 20 (38.46%) ETL
4 19 (36.54%) Retail
5 16 (30.77%) Finance
5 16 (30.77%) Analytical Skills
6 13 (25.00%) SQL
6 13 (25.00%) Data Integration
7 12 (23.08%) Microsoft
7 12 (23.08%) SDLC
7 12 (23.08%) Logical Data Model
7 12 (23.08%) Presales
8 11 (21.15%) Analytics
8 11 (21.15%) SAP
8 11 (21.15%) SQL Server Analysis Services
8 11 (21.15%) SQL Server Reporting Services
9 10 (19.23%) Manufacturing
9 10 (19.23%) Publishing
9 10 (19.23%) Physical Data Model
10 9 (17.31%) Data Science
10 9 (17.31%) QA
11 8 (15.38%) SQL Server
11 8 (15.38%) CRM
12 7 (13.46%) Cognos
12 7 (13.46%) Data Mining
12 7 (13.46%) Data Architecture
12 7 (13.46%) SaaS
12 7 (13.46%) Relational Database
13 6 (11.54%) Cognos Framework Manager
13 6 (11.54%) Cognos Transformer

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 (5.77%) Apache Spark
2 1 (1.92%) SharePoint
Business Applications
1 6 (11.54%) Cognos Business Intelligence
1 6 (11.54%) Cognos TM1
2 4 (7.69%) SAP CO
2 4 (7.69%) SAP FI
2 4 (7.69%) SAP FI/CO
Cloud Services
1 7 (13.46%) SaaS
2 5 (9.62%) Microsoft Azure
3 3 (5.77%) Azure Data Factory
4 1 (1.92%) Amazon AWS
4 1 (1.92%) Cortana Intelligence Suite
Communications & Networking
1 1 (1.92%) SMS
Database & Business Intelligence
1 24 (46.15%) Data Warehouse
2 11 (21.15%) SQL Server Analysis Services
2 11 (21.15%) SQL Server Reporting Services
3 8 (15.38%) SQL Server
4 7 (13.46%) Data Mining
4 7 (13.46%) Relational Database
5 6 (11.54%) Cognos Framework Manager
5 6 (11.54%) Cognos Transformer
5 6 (11.54%) DataStage
5 6 (11.54%) SQL Server Integration Services
6 5 (9.62%) Azure SQL Database
6 5 (9.62%) Big Data
6 5 (9.62%) Hadoop
6 5 (9.62%) OLAP
7 4 (7.69%) OLAP Cube
7 4 (7.69%) Power BI
8 3 (5.77%) Azure SQL Data Warehouse
8 3 (5.77%) Microsoft Analysis Services
9 1 (1.92%) Oracle Database 11g
9 1 (1.92%) RDBMS
General
1 19 (36.54%) Retail
2 16 (30.77%) Finance
3 10 (19.23%) Manufacturing
3 10 (19.23%) Publishing
4 3 (5.77%) Legal
5 1 (1.92%) Banking
Job Titles
1 18 (34.62%) Architect
2 12 (23.08%) Analyst
3 10 (19.23%) SAP Architect
4 7 (13.46%) Senior Analyst
5 6 (11.54%) Data Analyst
5 6 (11.54%) Developer
5 6 (11.54%) SAP Solutions Architect
5 6 (11.54%) Solutions Architect
6 5 (9.62%) Business Analyst
6 5 (9.62%) Business Intelligence Developer
6 5 (9.62%) Data Architect
6 5 (9.62%) Data Scientist
6 5 (9.62%) SAP Financial Architect
6 5 (9.62%) Senior Data Analyst
6 5 (9.62%) Senior Data Scientist
7 4 (7.69%) Business Intelligence Lead
7 4 (7.69%) Configuration Specialist
7 4 (7.69%) Senior Business Intelligence Developer
7 4 (7.69%) Senior Developer
7 4 (7.69%) Technical Leader
Libraries, Frameworks & Software Standards
1 3 (5.77%) Kafka
2 1 (1.92%) Natural Language Processing
2 1 (1.92%) Oracle Fusion
2 1 (1.92%) Spring
2 1 (1.92%) Web Services
Miscellaneous
1 16 (30.77%) Analytical Skills
2 4 (7.69%) Management Information System
3 3 (5.77%) Algorithms
Processes & Methodologies
1 30 (57.69%) Business Intelligence
2 20 (38.46%) ETL
3 13 (25.00%) Data Integration
4 12 (23.08%) Logical Data Model
4 12 (23.08%) Presales
4 12 (23.08%) SDLC
5 11 (21.15%) Analytics
6 10 (19.23%) Physical Data Model
7 9 (17.31%) Data Science
8 8 (15.38%) CRM
9 7 (13.46%) Data Architecture
10 6 (11.54%) Workflow
11 5 (9.62%) Business Analysis
11 5 (9.62%) Data Visualisation
11 5 (9.62%) ITIL
11 5 (9.62%) Validation
11 5 (9.62%) Visualisation
12 4 (7.69%) Agile Software Development
12 4 (7.69%) Data Management
12 4 (7.69%) Time Management
Programming Languages
1 13 (25.00%) SQL
2 3 (5.77%) Python
2 3 (5.77%) T-SQL
Qualifications
1 1 (1.92%) SC Cleared
1 1 (1.92%) Security Cleared
Quality Assurance & Compliance
1 9 (17.31%) QA
2 4 (7.69%) Data Quality
3 1 (1.92%) COBIT
Vendors
1 12 (23.08%) Microsoft
2 11 (21.15%) SAP
3 7 (13.46%) Cognos
4 4 (7.69%) ServiceNow
5 3 (5.77%) Tableau
5 3 (5.77%) Talend
6 1 (1.92%) Cloudera
6 1 (1.92%) Oracle
6 1 (1.92%) Software AG
6 1 (1.92%) Teradata
6 1 (1.92%) webMethods