The table below looks at the statistics for Dimensional Modelling skills in IT jobs advertised across the UK. Included is a guide to the salaries offered in IT jobs that have cited Dimensional Modelling over the 3 months to 28 September 2016 with a comparison to the same period over the previous 2 years.

3 months to
28 Sep 2016
Same period 2015 Same period 2014
Dimensional Modelling
Rank 727 730 675
Rank change year-on-year
+3 -55
Permanent jobs citing Dimensional Modelling 183 239 301
As % of all permanent IT jobs located in the UK 0.19% 0.22% 0.27%
As % of the Processes & Methodologies category 0.22% 0.25% 0.31%
Number of salaries quoted 164 185 205
Median salary £51,250 £57,500 £52,500
Median salary % change year-on-year
-10.86% +9.52%
90% offered a salary of more than £38,000 £40,200 £42,500
10% offered a salary of more than £76,750 £70,000 £66,500
UK excluding London median salary £43,000 £52,500 £50,000
% change year-on-year
-18.09% +5.00%

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

Processes & Methodologies Category
UK
Permanent IT job ads with a match in the
Processes & Methodologies category
84063 95842 96288
As % of all permanent IT jobs located in the UK 88.27% 87.50% 85.31%
Number of salaries quoted 69897 79175 77025
Median salary £50,000 £50,000 £47,500
Median salary % change year-on-year
- +5.26%
90% offered a salary of more than £32,500 £32,500 £30,500
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

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

Dimensional Modelling Jobs Demand Trend in the UK

Dimensional Modelling
Salary Trend

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

Dimensional Modelling Salary Trend in the UK

Dimensional Modelling
Salary Histogram

This chart provides a salary histogram for IT jobs citing Dimensional Modelling over the 3 months to 28 September 2016 within the UK.

Dimensional Modelling Salary Histogram in the UK

Dimensional Modelling
Top 30 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Dimensional Modelling within the UK over the 3 months to 28 September 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
England +6 176 £52,500 -8.69% 17
London +19 80 £65,000 +13.04% 10
South East +53 31 £57,500 -8.00% 2
South West -6 17 £42,500 -29.16% 1
City of London +29 15 £65,000 +13.04% 4
West Midlands -36 15 £42,500 -17.47% 1
Yorkshire +20 11 £44,250 +30.14% 1
East of England +23 9 £38,000 -23.23% 2
West Sussex - 9 £61,000 -
Berkshire +30 7 £55,000 -8.33%
Oxfordshire +2 7 £50,000 -4.76% 1
Cambridgeshire - 7 £36,500 -
Surrey +29 6 £80,000 +88.23%
Slough +22 6 £55,000 -4.34%
Bristol +9 6 £43,000 -28.33%
Peterborough - 6 £36,500 -
Egham - 6 £80,000 -
North East +5 5 £40,000 -
Lichfield -10 5 £50,000 -9.09%
Staffordshire -18 5 £50,000 +11.11%
Gloucestershire -19 5 £42,500 - 1
Northern Ireland - 5 £40,000 -
County Antrim - 5 £40,000 -
Belfast - 5 £40,000 -
Gloucester -2 4 £42,500 -
North West -4 4 £38,750 -32.60%
Oxford - 4 £44,500 - 1
Lancashire - 4 £38,750 -
West Yorkshire +18 3 £42,500 -
East Midlands +16 3 £51,250 -4.65%

Dimensional Modelling
Top 30 Related IT Skills

For the 6 months to 28 September 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 with a requirement for Dimensional Modelling.

1 321 (84.25%) Business Intelligence
2 302 (79.27%) Data Warehouse
3 261 (68.50%) SQL
4 252 (66.14%) ETL
5 190 (49.87%) SQL Server
6 149 (39.11%) Kimball Methodology
7 143 (37.53%) SQL Server Integration Services
8 142 (37.27%) Oracle
9 128 (33.60%) Finance
10 125 (32.81%) SQL Server Reporting Services
11 113 (29.66%) SQL Server Analysis Services
12 100 (26.25%) Analytics
13 99 (25.98%) Agile Software Development
14 96 (25.20%) Microsoft
15 89 (23.36%) T-SQL
16 78 (20.47%) Data Modelling
17 75 (19.69%) Relational Database
18 73 (19.16%) OLAP
19 72 (18.90%) Analytical Skills
20 67 (17.59%) Big Data
20 67 (17.59%) Degree
21 65 (17.06%) SQL Server 2012
21 65 (17.06%) MS Excel
22 61 (16.01%) BusinessObjects
23 60 (15.75%) Informatica
23 60 (15.75%) Data Quality
24 59 (15.49%) MDX
25 58 (15.22%) SDLC
26 56 (14.70%) Tableau
27 54 (14.17%) Hadoop

Dimensional Modelling
Top Related IT Skills 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 20 (5.25%) SharePoint
2 16 (4.20%) SAS
3 8 (2.10%) Apache Pig
4 4 (1.05%) Apache Spark
5 2 (0.52%) Apache
6 1 (0.26%) Oracle Application Server
6 1 (0.26%) WebLogic
Applications
1 65 (17.06%) MS Excel
2 8 (2.10%) MS Visio
3 4 (1.05%) MS Office
4 1 (0.26%) Spreadsheet
Business Applications
1 16 (4.20%) Cognos Business Intelligence
2 14 (3.67%) Cognos TM1
3 9 (2.36%) Oracle EBS R12
4 4 (1.05%) WebTrends
5 3 (0.79%) Dynamics AX
6 2 (0.52%) Dynamics CRM
6 2 (0.52%) Maximo
6 2 (0.52%) TRIRIGA
7 1 (0.26%) Oracle BPM
Cloud Services
1 22 (5.77%) Amazon AWS
2 15 (3.94%) Amazon S3
3 10 (2.62%) Amazon EMR
4 9 (2.36%) GitHub
5 8 (2.10%) Microsoft Azure
6 5 (1.31%) Google Analytics
7 3 (0.79%) Amazon EC2
8 2 (0.52%) SaaS
Communications & Networking
1 7 (1.84%) Internet
2 1 (0.26%) Network Security
Database & Business Intelligence
1 302 (79.27%) Data Warehouse
2 190 (49.87%) SQL Server
3 143 (37.53%) SQL Server Integration Services
4 125 (32.81%) SQL Server Reporting Services
5 113 (29.66%) SQL Server Analysis Services
6 75 (19.69%) Relational Database
7 73 (19.16%) OLAP
8 67 (17.59%) Big Data
9 65 (17.06%) SQL Server 2012
10 61 (16.01%) BusinessObjects
11 54 (14.17%) Hadoop
12 51 (13.39%) SQL Server 2008
13 45 (11.81%) Microsoft Analysis Services
14 44 (11.55%) QlikView
15 41 (10.76%) OLAP Cube
16 39 (10.24%) Oracle Database
17 37 (9.71%) Oracle BI EE
17 37 (9.71%) Power BI
18 35 (9.19%) Oracle Reports
19 31 (8.14%) SQL Server 2014
Development Applications
1 22 (5.77%) JIRA
2 16 (4.20%) Talend Open Studio
3 14 (3.67%) Team Foundation Server
4 10 (2.62%) Jenkins
5 9 (2.36%) ERwin
5 9 (2.36%) Vagrant
6 5 (1.31%) Cucumber
7 3 (0.79%) PVCS
7 3 (0.79%) Toad
7 3 (0.79%) Visual Studio
8 2 (0.52%) SQL Server Management Studio (SSMS)
General
1 128 (33.60%) Finance
2 37 (9.71%) Retail
3 20 (5.25%) Banking
4 10 (2.62%) Games
4 10 (2.62%) Telecoms
5 9 (2.36%) Legal
5 9 (2.36%) Marketing
5 9 (2.36%) Publishing
6 8 (2.10%) Investment Banking
7 7 (1.84%) Manufacturing
8 6 (1.57%) Automotive
8 6 (1.57%) Billing
9 4 (1.05%) Front Office
9 4 (1.05%) Retail Banking
10 2 (0.52%) Financial Institution
10 2 (0.52%) Law
10 2 (0.52%) Pharmaceutical
11 1 (0.26%) Back Office
Job Titles
1 187 (49.08%) Developer
2 102 (26.77%) Business Intelligence Developer
3 63 (16.54%) SQL Developer
4 61 (16.01%) Analyst
5 55 (14.44%) Consultant
6 42 (11.02%) Architect
7 41 (10.76%) SQL BI Developer
8 34 (8.92%) Data Architect
9 33 (8.66%) Data Warehouse Developer
10 30 (7.87%) Business Intelligence Analyst
11 22 (5.77%) Data Consultant
11 22 (5.77%) SSIS Developer
12 21 (5.51%) ETL Developer
13 19 (4.99%) SSAS Developer
14 18 (4.72%) Oracle Developer
15 15 (3.94%) TM1 Consultant
16 14 (3.67%) Analyst Developer
16 14 (3.67%) Hyperion Consultant
16 14 (3.67%) Oracle Consultant
17 13 (3.41%) Data Warehouse Consultant
Libraries, Frameworks & Software Standards
1 59 (15.49%) MDX
2 18 (4.72%) .NET
3 12 (3.15%) Web Services
4 11 (2.89%) XML
5 9 (2.36%) Kafka
5 9 (2.36%) Oracle GoldenGate
6 5 (1.31%) .NET Framework
7 4 (1.05%) Velocity
8 3 (0.79%) ODBC
9 2 (0.52%) SOAP
9 2 (0.52%) SQLAlchemy
9 2 (0.52%) XSLT
10 1 (0.26%) ASP.NET
10 1 (0.26%) CSS
10 1 (0.26%) HTML
10 1 (0.26%) jQuery
10 1 (0.26%) Middleware
10 1 (0.26%) Oracle Fusion
10 1 (0.26%) XML Schema
10 1 (0.26%) XSD
Miscellaneous
1 72 (18.90%) Analytical Skills
2 41 (10.76%) Visualisation
3 32 (8.40%) Data Integration
4 26 (6.82%) Computer Science
5 14 (3.67%) Fintech
6 13 (3.41%) Management Information System
6 13 (3.41%) Mathematics
7 12 (3.15%) Economics
7 12 (3.15%) Enterprise Software
7 12 (3.15%) Replication
8 10 (2.62%) Online Games
9 9 (2.36%) Statistics
10 8 (2.10%) Credit Risk
10 8 (2.10%) Data Extraction
11 4 (1.05%) Data Structures
12 3 (0.79%) Data Conversion
13 2 (0.52%) Data Centre
13 2 (0.52%) Mobile Computing
13 2 (0.52%) Physics
14 1 (0.26%) Cybercrime
Operating Systems
1 5 (1.31%) Linux
1 5 (1.31%) Unix
2 4 (1.05%) Windows
3 2 (0.52%) Windows Server 2012
Processes & Methodologies
1 321 (84.25%) Business Intelligence
2 252 (66.14%) ETL
3 149 (39.11%) Kimball Methodology
4 100 (26.25%) Analytics
5 99 (25.98%) Agile Software Development
6 78 (20.47%) Data Modelling
7 58 (15.22%) SDLC
8 44 (11.55%) Project Management
9 41 (10.76%) Performance Tuning
10 38 (9.97%) Data Management
11 36 (9.45%) Scrum
12 34 (8.92%) Data Analytics
13 33 (8.66%) Data Analysis
14 30 (7.87%) Data Architecture
15 26 (6.82%) Business Analytics
16 23 (6.04%) E-Commerce
17 22 (5.77%) Dashboard Development
18 21 (5.51%) Stakeholder Management
19 20 (5.25%) Migration
20 18 (4.72%) Data Governance
Programming Languages
1 261 (68.50%) SQL
2 89 (23.36%) T-SQL
3 53 (13.91%) PL/SQL
4 29 (7.61%) Java
5 18 (4.72%) VBA
6 15 (3.94%) C#
6 15 (3.94%) R
7 12 (3.15%) C
8 11 (2.89%) Data Analysis Expressions (DAX)
9 10 (2.62%) Shell Script
10 7 (1.84%) PowerShell
10 7 (1.84%) Python
11 5 (1.31%) VB.NET
12 3 (0.79%) C++
13 2 (0.52%) JavaScript
14 1 (0.26%) PHP
14 1 (0.26%) VB
14 1 (0.26%) XPath
Qualifications
1 67 (17.59%) Degree
2 7 (1.84%) IBM Certification
3 5 (1.31%) HND
4 4 (1.05%) HNC
4 4 (1.05%) ISEB
5 2 (0.52%) DV Cleared
5 2 (0.52%) Security Cleared
6 1 (0.26%) APMP
6 1 (0.26%) MCITP
6 1 (0.26%) MCSE
6 1 (0.26%) Microsoft Certification
6 1 (0.26%) PMP
Quality Assurance & Compliance
1 60 (15.75%) Data Quality
2 22 (5.77%) QA
3 9 (2.36%) SLA
4 3 (0.79%) PCI DSS
System Software
1 5 (1.31%) HDFS
2 2 (0.52%) Oracle RAC
3 1 (0.26%) Oracle Clusterware
Systems Management
1 9 (2.36%) Puppet
2 3 (0.79%) Hadoop YARN
3 2 (0.52%) Control-M
3 2 (0.52%) Data Guard
4 1 (0.26%) Oracle Flashback
4 1 (0.26%) Oracle RMAN
Vendors
1 142 (37.27%) Oracle
2 96 (25.20%) Microsoft
3 60 (15.75%) Informatica
4 56 (14.70%) Tableau
5 43 (11.29%) Cognos
6 25 (6.56%) Hyperion
6 25 (6.56%) IBM
7 24 (6.30%) MicroStrategy
8 21 (5.51%) SAP
9 19 (4.99%) Netezza
10 18 (4.72%) Teradata
11 16 (4.20%) Talend
12 14 (3.67%) Anaplan
13 11 (2.89%) Sybase
14 10 (2.62%) Ab Initio
15 5 (1.31%) Google
15 5 (1.31%) Omniture
16 4 (1.05%) Tealium
17 3 (0.79%) Alteryx
17 3 (0.79%) MapR
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