Period
to 18 October 2018

The following table provides summary statistics for permanent job vacancies advertised in the North West 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 18 October 2018 with a comparison to the same period in the previous 2 years.

Dimensional Modelling
England > North West
6 months to
18 Oct 2018
Same period 2017 Same period 2016
Rank 336 352 349
Rank change year-on-year +16 -3 +14
Permanent jobs citing Dimensional Modelling 20 14 8
As % of all permanent IT jobs advertised in the North West 0.17% 0.11% 0.066%
As % of the Processes & Methodologies category 0.19% 0.12% 0.072%
Number of salaries quoted 14 11 7
North West median annual salary £42,500 £42,500 £40,000
Median salary % change year-on-year - +6.25% -
10th Percentile £32,500 £38,750 £33,750
90th Percentile £51,375 £80,000 £44,000
England median annual salary £55,000 £60,000 £52,500
% change year-on-year -8.33% +14.29% -4.55%

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 North West with a requirement for process or methodology skills.

All Process and Methodology Skills
North West
Permanent vacancies with a requirement for process or methodology skills 10,701 11,631 11,092
As % of all permanent IT jobs advertised in the North West 90.99% 91.00% 90.99%
Number of salaries quoted 8,567 9,241 9,260
North West median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% -
10th Percentile £26,250 £26,250 £25,750
90th Percentile £68,750 £65,000 £62,500
England median annual salary £52,000 £50,000 £50,000
% change year-on-year +4.00% - +5.26%

Dimensional Modelling
Job Vacancy Trend in the North West

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

Job vacancy trend for Dimensional Modelling in the North West

Dimensional Modelling
Salary Trend in the North West

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

Salary trend for Dimensional Modelling in the North West

Dimensional Modelling
Salary Histogram in the North West

The salary distribution of IT jobs citing Dimensional Modelling in the North West over the 6 months to 18 October 2018.

Salary histogram for Dimensional Modelling in the North West

Dimensional Modelling
Job Locations in the North West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Dimensional Modelling within the North West region over the 6 months to 18 October 2018. 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
Cheshire +14 11 £43,750 -45.31%
Manchester -6 6 - - 3
Lancashire - 1 £77,500 - 3
Dimensional Modelling
England

For the 6 months to 18 October 2018, IT jobs citing Dimensional 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 North West region with a requirement for Dimensional Modelling.

1 19 (95.00%) ETL
2 18 (90.00%) Business Intelligence
3 17 (85.00%) Data Warehouse
4 16 (80.00%) SQL Server Integration Services
5 15 (75.00%) SQL
6 10 (50.00%) SQL Server
6 10 (50.00%) SQL Server Reporting Services
6 10 (50.00%) SQL Server Analysis Services
7 8 (40.00%) Data Analysis
8 7 (35.00%) Visualisation
8 7 (35.00%) Microsoft
9 6 (30.00%) Informatica
9 6 (30.00%) Snowflake Schema
9 6 (30.00%) Web Services
9 6 (30.00%) Amazon AWS
9 6 (30.00%) Tableau
9 6 (30.00%) Amazon Redshift
9 6 (30.00%) Oracle BI EE
9 6 (30.00%) Looker
10 5 (25.00%) AWS Certification
10 5 (25.00%) Data Modelling
10 5 (25.00%) Agile Software Development
10 5 (25.00%) T-SQL
11 4 (20.00%) Dashboard Development
12 3 (15.00%) Decision-Making
12 3 (15.00%) Python
12 3 (15.00%) Degree
12 3 (15.00%) MDX
12 3 (15.00%) Analytical Skills
12 3 (15.00%) Machine Learning

Dimensional Modelling
Co-occurring IT Skills in the North West 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:

Applications
1 1 (5.00%) Microsoft Excel
1 1 (5.00%) Microsoft PowerPoint
1 1 (5.00%) MS Visio
Cloud Services
1 6 (30.00%) Amazon AWS
Database & Business Intelligence
1 17 (85.00%) Data Warehouse
2 16 (80.00%) SQL Server Integration Services
3 10 (50.00%) SQL Server
3 10 (50.00%) SQL Server Analysis Services
3 10 (50.00%) SQL Server Reporting Services
4 6 (30.00%) Amazon Redshift
4 6 (30.00%) Looker
4 6 (30.00%) Oracle BI EE
4 6 (30.00%) Snowflake Schema
5 3 (15.00%) SQL Server 2008
6 2 (10.00%) Power BI
6 2 (10.00%) Qlik Sense
6 2 (10.00%) QlikView
6 2 (10.00%) Relational Database
6 2 (10.00%) SQL Server 2005
7 1 (5.00%) Big Data
7 1 (5.00%) BusinessObjects
7 1 (5.00%) Microsoft Analysis Services
Development Applications
1 1 (5.00%) Axure RP
General
1 1 (5.00%) Finance
1 1 (5.00%) Retail
Job Titles
1 12 (60.00%) Developer
2 10 (50.00%) Business Intelligence Developer
3 6 (30.00%) Business Developer
3 6 (30.00%) Business Intelligence Specialist
4 5 (25.00%) Data Warehouse Specialist
4 5 (25.00%) ETL Specialist
4 5 (25.00%) SQL Developer
5 3 (15.00%) Analyst
5 3 (15.00%) Business Intelligence Analyst
5 3 (15.00%) Cloud Specialist
5 3 (15.00%) SQL BI Developer
6 2 (10.00%) Data Warehouse Developer
6 2 (10.00%) ETL Developer
7 1 (5.00%) Applications Architect
7 1 (5.00%) Architect
7 1 (5.00%) Business Intelligence Lead
7 1 (5.00%) Data Science Analyst
7 1 (5.00%) Lead Developer
Libraries, Frameworks & Software Standards
1 6 (30.00%) Web Services
2 3 (15.00%) MDX
Miscellaneous
1 3 (15.00%) Analytical Skills
2 1 (5.00%) Data Structures
2 1 (5.00%) NHS
2 1 (5.00%) Smart City
Processes & Methodologies
1 19 (95.00%) ETL
2 18 (90.00%) Business Intelligence
3 8 (40.00%) Data Analysis
4 7 (35.00%) Visualisation
5 5 (25.00%) Agile Software Development
5 5 (25.00%) Data Modelling
6 4 (20.00%) Dashboard Development
7 3 (15.00%) Analytics
7 3 (15.00%) Decision-Making
7 3 (15.00%) Machine Learning
8 2 (10.00%) Data Flow Diagram
8 2 (10.00%) Data Management
8 2 (10.00%) Data Visualisation
8 2 (10.00%) Functional Testing
8 2 (10.00%) Problem-Solving
9 1 (5.00%) Artificial Intelligence
9 1 (5.00%) ERD
9 1 (5.00%) Resource Management
9 1 (5.00%) Use Case
9 1 (5.00%) User Acceptance Testing
Programming Languages
1 15 (75.00%) SQL
2 5 (25.00%) T-SQL
3 3 (15.00%) Python
3 3 (15.00%) R
Qualifications
1 5 (25.00%) AWS Certification
2 3 (15.00%) Degree
Quality Assurance & Compliance
1 2 (10.00%) Data Quality
Vendors
1 7 (35.00%) Microsoft
2 6 (30.00%) Informatica
2 6 (30.00%) Tableau