Period
to 19 February 2018

The following table provides summary statistics for permanent job vacancies advertised in London 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 19 February 2018 with a comparison to the same period in the previous 2 years.

Dimensional Modelling
England > London
6 months to
19 Feb 2018
Same period 2017 Same period 2016
Rank 604 639 663
Rank change year-on-year +35 +24 -78
Permanent jobs citing Dimensional Modelling 198 155 247
As % of all permanent IT jobs advertised in London 0.28% 0.22% 0.29%
As % of the Processes & Methodologies category 0.31% 0.25% 0.32%
Number of salaries quoted 117 136 145
London median annual salary £67,500 £60,000 £57,500
Median salary % change year-on-year +12.50% +4.35% +4.55%
10th Percentile £42,500 £45,625 £46,250
90th Percentile £79,250 £80,000 £71,500
England median annual salary £55,000 £52,500 £52,500
% change year-on-year +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 London with a requirement for process or methodology skills.

All Process and Methodology Skills
London
Permanent vacancies with a requirement for process or methodology skills 63,899 62,557 76,961
As % of all permanent IT jobs advertised in London 91.44% 90.52% 89.77%
Number of salaries quoted 52,241 52,979 65,252
London median annual salary £60,000 £60,000 £55,000
Median salary % change year-on-year - +9.09% -
10th Percentile £36,250 £33,750 £33,750
90th Percentile £92,500 £90,000 £86,750
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

Dimensional Modelling
Job Vacancy Trend in London

Job postings citing Dimensional Modelling as a percentage of all IT jobs advertised in London.

Job vacancy trend for Dimensional Modelling in London

Dimensional Modelling
Salary Trend in London

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

Salary trend for Dimensional Modelling in London

Dimensional Modelling
Salary Histogram in London

The salary distribution of IT jobs citing Dimensional Modelling in London over the 6 months to 19 February 2018.

Salary histogram for Dimensional Modelling in London

Dimensional Modelling
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Dimensional Modelling within the London region over the 6 months to 19 February 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
Central London -33 43 £67,500 +12.50% 1
West London +18 5 £27,500 -50.89% 1
North London - 5 £42,500 -
Dimensional Modelling
England

For the 6 months to 19 February 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 London region with a requirement for Dimensional Modelling.

1 165 (83.33%) SQL
2 151 (76.26%) Business Intelligence
3 149 (75.25%) Data Warehouse
4 117 (59.09%) Data Modelling
5 108 (54.55%) SQL Server
6 98 (49.49%) ETL
7 78 (39.39%) SQL Server Integration Services
8 77 (38.89%) Kimball Methodology
9 73 (36.87%) Microsoft
10 72 (36.36%) Agile Software Development
11 67 (33.84%) Analytics
12 62 (31.31%) SQL Server Reporting Services
13 60 (30.30%) OLAP
14 56 (28.28%) SQL Server Analysis Services
15 50 (25.25%) Degree
16 48 (24.24%) Visualisation
16 48 (24.24%) Oracle
17 47 (23.74%) Amazon AWS
18 46 (23.23%) Amazon RDS
18 46 (23.23%) Power BI
19 44 (22.22%) Analytical Skills
19 44 (22.22%) Tableau
20 41 (20.71%) QlikView
21 40 (20.20%) Data Mart
21 40 (20.20%) Amazon Redshift
22 39 (19.70%) Performance Tuning
23 38 (19.19%) Data Quality
23 38 (19.19%) Marketing
24 37 (18.69%) PL/SQL
24 37 (18.69%) T-SQL

Dimensional Modelling
Co-occurring IT Skills in London 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 8 (4.04%) SharePoint
2 4 (2.02%) SAS
3 3 (1.52%) Apache Spark
Applications
1 27 (13.64%) Microsoft Excel
Business Applications
1 3 (1.52%) Cognos TM1
1 3 (1.52%) Dynamics AX
1 3 (1.52%) NetSuite
2 1 (0.51%) Eagle PACE
2 1 (0.51%) Markit EDM
Cloud Services
1 47 (23.74%) Amazon AWS
2 30 (15.15%) Microsoft Azure
3 19 (9.60%) Azure Machine Learning
4 8 (4.04%) SaaS
5 6 (3.03%) Cloud Computing
6 3 (1.52%) Dynamics 365
6 3 (1.52%) GitHub
6 3 (1.52%) Mimecast
6 3 (1.52%) PaaS
7 1 (0.51%) Amazon EC2
7 1 (0.51%) Amazon Glacier
7 1 (0.51%) Amazon S3
7 1 (0.51%) Office 365
Communications & Networking
1 4 (2.02%) Network Security
Database & Business Intelligence
1 149 (75.25%) Data Warehouse
2 108 (54.55%) SQL Server
3 78 (39.39%) SQL Server Integration Services
4 62 (31.31%) SQL Server Reporting Services
5 60 (30.30%) OLAP
6 56 (28.28%) SQL Server Analysis Services
7 46 (23.23%) Amazon RDS
7 46 (23.23%) Power BI
8 41 (20.71%) QlikView
9 40 (20.20%) Amazon Redshift
9 40 (20.20%) Data Mart
10 34 (17.17%) OLAP Cube
11 32 (16.16%) MySQL
12 28 (14.14%) SQL Server 2012
13 26 (13.13%) Enterprise Data Warehouse
14 23 (11.62%) Oracle OLAP
15 22 (11.11%) Microsoft Analysis Services
16 21 (10.61%) PostgreSQL
16 21 (10.61%) Qlik Sense
17 20 (10.10%) SQL Server 2016
Development Applications
1 13 (6.57%) ERwin
2 4 (2.02%) JIRA
2 4 (2.02%) RStudio
3 3 (1.52%) Jenkins
3 3 (1.52%) Subversion
3 3 (1.52%) Team Foundation Server
4 1 (0.51%) Visual Studio
General
1 38 (19.19%) Marketing
2 34 (17.17%) Finance
3 13 (6.57%) Games
4 11 (5.56%) Banking
5 6 (3.03%) Advertising
6 5 (2.53%) Retail
7 3 (1.52%) Publishing
7 3 (1.52%) Retail Banking
8 2 (1.01%) Front Office
9 1 (0.51%) Back Office
9 1 (0.51%) Financial Institution
9 1 (0.51%) Manufacturing
9 1 (0.51%) Pharmaceutical
Job Titles
1 108 (54.55%) Developer
2 70 (35.35%) Business Intelligence Developer
3 33 (16.67%) SQL Developer
4 32 (16.16%) Data Warehouse Developer
5 27 (13.64%) SQL BI Developer
6 25 (12.63%) Analyst
7 23 (11.62%) Business Intelligence Consultant
7 23 (11.62%) Consultant
8 22 (11.11%) QlikView Developer
9 21 (10.61%) Data Analyst
10 20 (10.10%) Business Analyst
10 20 (10.10%) Data Business Analyst
10 20 (10.10%) Data Warehouse Analyst
10 20 (10.10%) Data Warehouse Business Analyst
11 17 (8.59%) SSIS Developer
12 15 (7.58%) Architect
12 15 (7.58%) Data Architect
12 15 (7.58%) SSAS Developer
13 14 (7.07%) Business Developer
14 13 (6.57%) Oracle Developer
Libraries, Frameworks & Software Standards
1 32 (16.16%) MDX
2 27 (13.64%) .NET
3 19 (9.60%) ASP.NET
4 15 (7.58%) XML
5 12 (6.06%) Oracle GoldenGate
5 12 (6.06%) Web Services
6 7 (3.54%) JSON
7 3 (1.52%) XSD
8 1 (0.51%) COM
8 1 (0.51%) HTML
8 1 (0.51%) JMS
8 1 (0.51%) JSP
8 1 (0.51%) Kafka
8 1 (0.51%) SAP XI
8 1 (0.51%) XSLT
Miscellaneous
1 44 (22.22%) Analytical Skills
2 26 (13.13%) Computer Science
3 11 (5.56%) Replication
4 5 (2.53%) Credit Risk
4 5 (2.53%) Equities
5 3 (1.52%) Data Structures
5 3 (1.52%) Mashup
6 1 (0.51%) Algorithms
6 1 (0.51%) Enterprise Software
6 1 (0.51%) Greenfield Project
6 1 (0.51%) User Experience
Operating Systems
1 24 (12.12%) Linux
2 15 (7.58%) Windows
3 2 (1.01%) Unix
Processes & Methodologies
1 151 (76.26%) Business Intelligence
2 117 (59.09%) Data Modelling
3 98 (49.49%) ETL
4 77 (38.89%) Kimball Methodology
5 72 (36.36%) Agile Software Development
6 67 (33.84%) Analytics
7 48 (24.24%) Visualisation
8 39 (19.70%) Performance Tuning
9 35 (17.68%) Data Visualisation
10 28 (14.14%) Data Governance
10 28 (14.14%) Scrum
11 27 (13.64%) Statistics
12 26 (13.13%) Data Analytics
13 21 (10.61%) ETL Development
14 19 (9.60%) Quantitative Analysis
14 19 (9.60%) User Stories
15 17 (8.59%) Dashboard Development
15 17 (8.59%) Logical Data Model
16 16 (8.08%) TOGAF
16 16 (8.08%) Zachman Framework
Programming Languages
1 165 (83.33%) SQL
2 37 (18.69%) PL/SQL
2 37 (18.69%) T-SQL
3 34 (17.17%) R
4 29 (14.65%) C#
5 27 (13.64%) Python
6 17 (8.59%) VBA
7 15 (7.58%) VB
8 9 (4.55%) Java
9 4 (2.02%) Data Analysis Expressions (DAX)
10 3 (1.52%) C
10 3 (1.52%) VB.NET
11 2 (1.01%) PowerShell
12 1 (0.51%) C++
12 1 (0.51%) JavaScript
Qualifications
1 50 (25.25%) Degree
2 1 (0.51%) Computer Science Degree
2 1 (0.51%) Numerate Degree
2 1 (0.51%) SC Cleared
2 1 (0.51%) Security Cleared
Quality Assurance & Compliance
1 38 (19.19%) Data Quality
2 33 (16.67%) QA
Systems Management
1 3 (1.52%) Rundeck
Vendors
1 73 (36.87%) Microsoft
2 48 (24.24%) Oracle
3 44 (22.22%) Tableau
4 20 (10.10%) Alteryx
5 18 (9.09%) Vertica
6 9 (4.55%) Ab Initio
6 9 (4.55%) Informatica
7 5 (2.53%) Talend
8 4 (2.02%) EXASOL
9 3 (1.52%) Cognos
9 3 (1.52%) JD Edwards
9 3 (1.52%) Salesforce.com
9 3 (1.52%) SAP
10 2 (1.01%) Sybase
11 1 (0.51%) Cognizant
11 1 (0.51%) GoldenSource
11 1 (0.51%) IBM
11 1 (0.51%) Netezza
11 1 (0.51%) Teradata
11 1 (0.51%) Yardi