Period
to 21 November 2017

The following table provides summary statistics for permanent job vacancies advertised in the West Midlands with a requirement for Dimensional Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Dimensional Modelling over the 6 months to 21 November 2017 with a comparison to the same period in the previous 2 years.

Dimensional Modelling
England > West Midlands
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 306 315 270
Rank change year-on-year +9 -45 -37
Permanent jobs citing Dimensional Modelling 17 24 53
As % of all permanent IT jobs advertised in the West Midlands 0.17% 0.21% 0.49%
As % of the Processes & Methodologies category 0.19% 0.24% 0.56%
Number of salaries quoted 17 19 40
West Midlands median annual salary £42,500 £40,000 £47,500
Median salary % change year-on-year +6.25% -15.79% -2.56%
10th Percentile £32,500 £35,600 £37,600
90th Percentile £61,000 £56,250 £63,250
England median annual salary £60,000 £52,500 £55,000
% change year-on-year +14.29% -4.55% +4.76%

Dimensional 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 9052 10159 9516
As % of all permanent IT jobs advertised in the West Midlands 88.76% 89.15% 87.65%
Number of salaries quoted 7329 7943 7843
West Midlands median annual salary £40,000 £40,000 £40,000
10th Percentile £25,500 £25,000 £24,750
90th Percentile £65,000 £63,750 £63,750
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

Dimensional Modelling
Job Vacancy Trend in the West Midlands

Job postings citing Dimensional Modelling as a percentage of all IT jobs advertised in the West Midlands.

Job vacancy trend for Dimensional Modelling in the West Midlands

Dimensional Modelling
Salary Trend in the West Midlands

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Dimensional Modelling in the West Midlands.

Salary trend for Dimensional Modelling in the West Midlands

Dimensional Modelling
Salary Histogram in the West Midlands

The salary distribution of IT jobs citing Dimensional Modelling in the West Midlands over the 6 months to 21 November 2017.

Salary histogram for Dimensional Modelling in the West Midlands

Dimensional 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 Dimensional Modelling within the West Midlands region over the 6 months to 21 November 2017. 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 +32 5 £42,500 +3.03%
Staffordshire +3 3 £35,000 -30.00%
West Bromwich 0 2 £41,250 +3.13%
Coventry +15 1 £43,500 +7.41%
Solihull - 1 £60,000 -
Warwickshire - 1 £65,000 -
Dimensional Modelling
England

For the 6 months to 21 November 2017, IT jobs citing Dimensional Modelling also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the West Midlands region with a requirement for Dimensional Modelling.

1 15 (88.24%) SQL
2 14 (82.35%) Data Warehouse
3 11 (64.71%) Business Intelligence
4 8 (47.06%) SQL Server
5 7 (41.18%) Oracle
5 7 (41.18%) ETL
5 7 (41.18%) Data Management
5 7 (41.18%) Data Quality
6 6 (35.29%) Analytics
6 6 (35.29%) Oracle Database 12c
6 6 (35.29%) Oracle Database
6 6 (35.29%) Analytical Skills
6 6 (35.29%) SQL Server Integration Services
6 6 (35.29%) Oracle Database 11g
6 6 (35.29%) Data Integration
6 6 (35.29%) PL/SQL
7 5 (29.41%) Cognos
7 5 (29.41%) Data Modelling
7 5 (29.41%) IBM
7 5 (29.41%) Kimball Methodology
7 5 (29.41%) Relational Database
7 5 (29.41%) Data Analytics
8 4 (23.53%) Master Data Management
8 4 (23.53%) Talend
8 4 (23.53%) IBM PureData
8 4 (23.53%) Talend Open Studio
8 4 (23.53%) BusinessObjects
9 3 (17.65%) Microsoft
9 3 (17.65%) Stakeholder Management
9 3 (17.65%) T-SQL

Dimensional 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 2 (11.76%) SAS
2 1 (5.88%) SharePoint
Business Applications
1 1 (5.88%) Cognos Business Intelligence
1 1 (5.88%) Dynamics AX
Cloud Services
1 1 (5.88%) Amazon AWS
1 1 (5.88%) Azure Data Factory
1 1 (5.88%) Microsoft Azure
Database & Business Intelligence
1 14 (82.35%) Data Warehouse
2 8 (47.06%) SQL Server
3 6 (35.29%) Oracle Database
3 6 (35.29%) Oracle Database 11g
3 6 (35.29%) Oracle Database 12c
3 6 (35.29%) SQL Server Integration Services
4 5 (29.41%) Relational Database
5 4 (23.53%) BusinessObjects
5 4 (23.53%) IBM PureData
6 2 (11.76%) Data Mart
6 2 (11.76%) Power BI
6 2 (11.76%) SQL Server Analysis Services
7 1 (5.88%) Amazon Redshift
7 1 (5.88%) Azure SQL Data Warehouse
7 1 (5.88%) Azure SQL Database
7 1 (5.88%) Big Data
7 1 (5.88%) Enterprise Data Warehouse
7 1 (5.88%) Hadoop
7 1 (5.88%) OLAP Cube
7 1 (5.88%) Pentaho
Development Applications
1 4 (23.53%) Talend Open Studio
2 1 (5.88%) ERwin
2 1 (5.88%) JIRA
2 1 (5.88%) Team Foundation Server
General
1 1 (5.88%) Finance
Job Titles
1 13 (76.47%) Developer
2 7 (41.18%) Business Intelligence Developer
3 5 (29.41%) Oracle Developer
4 3 (17.65%) Data Warehouse Developer
4 3 (17.65%) Oracle Data Warehouse Developer
5 2 (11.76%) Analyst
5 2 (11.76%) Analyst Programmer
5 2 (11.76%) Oracle Analyst
5 2 (11.76%) Oracle Analyst Programmer
5 2 (11.76%) Programmer
5 2 (11.76%) SQL Developer
6 1 (5.88%) Analyst Developer
6 1 (5.88%) Architect
6 1 (5.88%) Business Developer
6 1 (5.88%) Data Architect
6 1 (5.88%) Data Manager
6 1 (5.88%) ETL Developer
6 1 (5.88%) Information Architect
6 1 (5.88%) Lead Developer
6 1 (5.88%) Senior Developer
Libraries, Frameworks & Software Standards
1 2 (11.76%) MDX
Miscellaneous
1 6 (35.29%) Analytical Skills
Processes & Methodologies
1 11 (64.71%) Business Intelligence
2 7 (41.18%) Data Management
2 7 (41.18%) ETL
3 6 (35.29%) Analytics
3 6 (35.29%) Data Integration
4 5 (29.41%) Data Analytics
4 5 (29.41%) Data Modelling
4 5 (29.41%) Kimball Methodology
5 4 (23.53%) Master Data Management
6 3 (17.65%) Stakeholder Management
6 3 (17.65%) Visualisation
7 2 (11.76%) Agile Software Development
7 2 (11.76%) Data Architecture
7 2 (11.76%) Data Visualisation
7 2 (11.76%) Performance Tuning
8 1 (5.88%) Data Governance
8 1 (5.88%) Data Strategy
8 1 (5.88%) ETL Development
8 1 (5.88%) Information Exploitation
8 1 (5.88%) Metadata Management
Programming Languages
1 15 (88.24%) SQL
2 6 (35.29%) PL/SQL
3 3 (17.65%) T-SQL
Quality Assurance & Compliance
1 7 (41.18%) Data Quality
Vendors
1 7 (41.18%) Oracle
2 5 (29.41%) Cognos
2 5 (29.41%) IBM
3 4 (23.53%) Talend
4 3 (17.65%) Microsoft
5 2 (11.76%) Tableau
6 1 (5.88%) Birst
6 1 (5.88%) JD Edwards
6 1 (5.88%) Netezza