The table below looks at the statistics for Dimensional Modelling skills in IT jobs advertised for the England region. Included is a guide to the salaries offered in IT jobs that have cited Dimensional Modelling over the 3 months to 3 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
3 Dec 2016
Same period 2015 Same period 2014
Dimensional Modelling
Rank 709 736 686
Rank change year-on-year
+27 -50
Permanent jobs citing Dimensional Modelling 147 194 281
As % of all permanent IT jobs located in England 0.18% 0.19% 0.26%
As % of the Processes & Methodologies category 0.20% 0.22% 0.30%
Number of salaries quoted 126 149 221
Median salary £52,500 £55,000 £52,500
Median salary % change year-on-year
-4.54% +4.76%
90% offered a salary of more than £40,000 £37,500 £37,500
10% offered a salary of more than £77,500 £65,000 £75,000
UK excluding London median salary £45,000 £45,000 £48,000
% change year-on-year
- -6.25%
Dimensional Modelling
UK

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the England region.

Processes & Methodologies Category
England
Permanent IT job ads with a match in the
Processes & Methodologies category
73867 87895 92411
As % of all permanent IT jobs located in England 88.10% 87.44% 85.64%
Number of salaries quoted 61430 73388 76565
Median salary £50,000 £50,000 £49,500
Median salary % change year-on-year
- +1.01%
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £77,500 £72,500 £75,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Dimensional Modelling
Jobs Demand Trend in England

The demand trend of job ads across the England region citing Dimensional Modelling as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Dimensional Modelling Jobs Demand Trend in England

Dimensional Modelling
Salary Trend in England

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

Dimensional Modelling Salary Trend in England

Dimensional Modelling
Salary Histogram in England

This chart provides a salary histogram for IT jobs citing Dimensional Modelling across the England region over the 3 months to 3 December 2016.

Dimensional Modelling Salary Histogram in England

Dimensional Modelling
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Dimensional Modelling within the England region over the 3 months to 3 December 2016. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location
(Click see detailed
statistics and trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +45 85 £60,000 - 5
South East +71 33 £51,250 +7.89% 3
West Midlands -26 7 £40,000 -15.78% 2
East of England +26 6 £45,000 +8.43% 1
North East +5 6 £40,000 +23.07%
South West +5 5 £40,750 -27.23% 1
Yorkshire +12 4 £40,000 +18.51% 2
North West - 3 £42,500 - 1
East Midlands +6 2 - - 1
Dimensional Modelling
UK

Dimensional Modelling
Top 30 Related IT Skills in England

For the 6 months to 3 December 2016, 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 England region with a requirement for Dimensional Modelling.

1 249 (78.80%) Business Intelligence
2 229 (72.47%) SQL
3 228 (72.15%) Data Warehouse
4 185 (58.54%) ETL
5 166 (52.53%) SQL Server
6 130 (41.14%) SQL Server Integration Services
7 119 (37.66%) Kimball Methodology
8 99 (31.33%) SQL Server Reporting Services
9 97 (30.70%) T-SQL
10 94 (29.75%) Finance
11 93 (29.43%) Oracle
12 88 (27.85%) SQL Server Analysis Services
13 84 (26.58%) Analytics
14 81 (25.63%) Data Modelling
15 79 (25.00%) Agile Software Development
16 68 (21.52%) OLAP
17 64 (20.25%) Microsoft
18 62 (19.62%) Cognos
19 61 (19.30%) Relational Database
20 53 (16.77%) Big Data
21 50 (15.82%) Analytical Skills
22 48 (15.19%) SQL Server 2012
23 47 (14.87%) Degree
23 47 (14.87%) MDX
24 45 (14.24%) MS Excel
24 45 (14.24%) Hadoop
25 44 (13.92%) Data Quality
26 42 (13.29%) Visualisation
27 40 (12.66%) Microsoft Analysis Services
28 39 (12.34%) Retail

Dimensional Modelling
Top Related IT Skills in England 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 15 (4.75%) SharePoint
2 9 (2.85%) SAS
3 8 (2.53%) Apache Pig
4 2 (0.63%) Apache Spark
5 1 (0.32%) Apache Airflow
5 1 (0.32%) Luigi
Applications
1 45 (14.24%) MS Excel
2 8 (2.53%) MS Visio
3 4 (1.27%) MS Office
Business Applications
1 37 (11.71%) Cognos Business Intelligence
2 15 (4.75%) Cognos TM1
3 12 (3.80%) Cognos Planning
4 4 (1.27%) WebTrends
5 2 (0.63%) Dynamics CRM
5 2 (0.63%) Maximo
5 2 (0.63%) TRIRIGA
6 1 (0.32%) Dynamics AX
6 1 (0.32%) Oracle EBS R12
Cloud Services
1 26 (8.23%) Amazon AWS
2 21 (6.65%) Amazon S3
3 16 (5.06%) Amazon EMR
4 13 (4.11%) GitHub
5 6 (1.90%) Microsoft Azure
6 4 (1.27%) Google Analytics
6 4 (1.27%) Google Cloud Platform
7 3 (0.95%) Amazon EC2
7 3 (0.95%) SaaS
Communications & Networking
1 13 (4.11%) Internet
Database & Business Intelligence
1 228 (72.15%) Data Warehouse
2 166 (52.53%) SQL Server
3 130 (41.14%) SQL Server Integration Services
4 99 (31.33%) SQL Server Reporting Services
5 88 (27.85%) SQL Server Analysis Services
6 68 (21.52%) OLAP
7 61 (19.30%) Relational Database
8 53 (16.77%) Big Data
9 48 (15.19%) SQL Server 2012
10 45 (14.24%) Hadoop
11 40 (12.66%) Microsoft Analysis Services
12 38 (12.03%) QlikView
13 37 (11.71%) SQL Server 2008
14 35 (11.08%) BusinessObjects
15 31 (9.81%) SQL Server 2014
16 30 (9.49%) Oracle OLAP
17 29 (9.18%) OLAP Cube
18 28 (8.86%) MySQL
18 28 (8.86%) Power BI
18 28 (8.86%) SQL Server 2005
Development Applications
1 22 (6.96%) JIRA
2 15 (4.75%) SQL Server Management Studio (SSMS)
3 13 (4.11%) Talend Open Studio
4 11 (3.48%) Team Foundation Server
5 9 (2.85%) ERwin
5 9 (2.85%) Jenkins
5 9 (2.85%) Vagrant
6 6 (1.90%) Git (software)
6 6 (1.90%) MSBuild
7 5 (1.58%) Cucumber
8 3 (0.95%) Visual Studio
General
1 94 (29.75%) Finance
2 39 (12.34%) Retail
3 16 (5.06%) Games
4 12 (3.80%) Banking
5 9 (2.85%) Marketing
6 8 (2.53%) Manufacturing
7 6 (1.90%) Retail Banking
7 6 (1.90%) Telecoms
8 5 (1.58%) Publishing
9 4 (1.27%) Billing
10 3 (0.95%) Advertising
11 2 (0.63%) Automotive
11 2 (0.63%) Legal
11 2 (0.63%) Music Industry
11 2 (0.63%) Pharmaceutical
12 1 (0.32%) Financial Institution
12 1 (0.32%) Front Office
12 1 (0.32%) Investment Banking
Job Titles
1 154 (48.73%) Developer
2 80 (25.32%) Business Intelligence Developer
3 56 (17.72%) Analyst
4 53 (16.77%) SQL Developer
5 39 (12.34%) Architect
6 34 (10.76%) Data Architect
7 30 (9.49%) Consultant
8 26 (8.23%) SQL BI Developer
9 24 (7.59%) SSIS Developer
10 23 (7.28%) Business Intelligence Analyst
11 19 (6.01%) Business Intelligence Specialist
11 19 (6.01%) Cognos Specialist
11 19 (6.01%) Data Warehouse Developer
12 18 (5.70%) Oracle Developer
13 17 (5.38%) ETL Developer
14 16 (5.06%) Analyst Developer
14 16 (5.06%) SSRS Developer
14 16 (5.06%) TM1 Consultant
15 15 (4.75%) Big Data Architect
15 15 (4.75%) Data Warehouse Architect
Libraries, Frameworks & Software Standards
1 47 (14.87%) MDX
2 18 (5.70%) .NET
3 15 (4.75%) Kafka
4 13 (4.11%) Oracle GoldenGate
4 13 (4.11%) Web Services
5 12 (3.80%) XML
6 5 (1.58%) .NET Framework
7 3 (0.95%) CSS
8 2 (0.63%) HTML
8 2 (0.63%) SOAP
8 2 (0.63%) SQLAlchemy
9 1 (0.32%) ASP.NET
9 1 (0.32%) jQuery
9 1 (0.32%) XSLT
Miscellaneous
1 50 (15.82%) Analytical Skills
2 42 (13.29%) Visualisation
3 18 (5.70%) Management Information System
4 17 (5.38%) Computer Science
5 16 (5.06%) Online Games
6 15 (4.75%) Data Integration
7 13 (4.11%) Fintech
7 13 (4.11%) Mathematics
7 13 (4.11%) Replication
8 11 (3.48%) Economics
9 8 (2.53%) Enterprise Software
9 8 (2.53%) Statistics
10 7 (2.22%) Data Extraction
11 4 (1.27%) Data Structures
12 3 (0.95%) Physics
13 2 (0.63%) Mobile Computing
13 2 (0.63%) SWIFT
14 1 (0.32%) Credit Risk
Operating Systems
1 8 (2.53%) Windows
2 7 (2.22%) Windows Server 2012
3 1 (0.32%) Linux
Processes & Methodologies
1 249 (78.80%) Business Intelligence
2 185 (58.54%) ETL
3 119 (37.66%) Kimball Methodology
4 84 (26.58%) Analytics
5 81 (25.63%) Data Modelling
6 79 (25.00%) Agile Software Development
7 37 (11.71%) Project Management
8 35 (11.08%) Data Analysis
9 34 (10.76%) Scrum
10 24 (7.59%) Business Analytics
11 23 (7.28%) Data Architecture
11 23 (7.28%) ETL Development
12 21 (6.65%) Data Management
12 21 (6.65%) Mentoring
13 19 (6.01%) E-Commerce
14 18 (5.70%) Stakeholder Management
15 17 (5.38%) Data Analytics
15 17 (5.38%) Data Transformation
15 17 (5.38%) Kanban
15 17 (5.38%) SDLC
Programming Languages
1 229 (72.47%) SQL
2 97 (30.70%) T-SQL
3 37 (11.71%) PL/SQL
4 25 (7.91%) Java
5 18 (5.70%) VBA
6 16 (5.06%) C#
6 16 (5.06%) R
7 7 (2.22%) Data Analysis Expressions (DAX)
7 7 (2.22%) Python
8 6 (1.90%) PowerShell
8 6 (1.90%) VB.NET
9 5 (1.58%) JavaScript
9 5 (1.58%) Shell Script
10 4 (1.27%) C
11 3 (0.95%) C++
12 1 (0.32%) VB
Qualifications
1 47 (14.87%) Degree
2 4 (1.27%) HNC
2 4 (1.27%) HND
2 4 (1.27%) ISEB
3 3 (0.95%) IBM Certification
3 3 (0.95%) Microsoft Certification
4 1 (0.32%) APMP
4 1 (0.32%) MCITP
4 1 (0.32%) MCSE
4 1 (0.32%) PMP
Quality Assurance & Compliance
1 44 (13.92%) Data Quality
2 14 (4.43%) QA
3 3 (0.95%) SLA
4 2 (0.63%) SEPA
4 2 (0.63%) TARGET2
5 1 (0.32%) PCI DSS
System Software
1 5 (1.58%) HDFS
Systems Management
1 13 (4.11%) Puppet
2 3 (0.95%) Hadoop YARN
Vendors
1 93 (29.43%) Oracle
2 64 (20.25%) Microsoft
3 62 (19.62%) Cognos
4 29 (9.18%) Tableau
5 19 (6.01%) IBM
5 19 (6.01%) MicroStrategy
6 17 (5.38%) Hyperion
6 17 (5.38%) Netezza
7 15 (4.75%) Anaplan
7 15 (4.75%) SAP
8 14 (4.43%) Informatica
9 13 (4.11%) Talend
10 8 (2.53%) Google
11 7 (2.22%) Teradata
12 5 (1.58%) Sybase
13 4 (1.27%) Ab Initio
13 4 (1.27%) Omniture
13 4 (1.27%) Tealium
14 3 (0.95%) MapR
14 3 (0.95%) Yardi
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