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 25 September 2016 with a comparison to the same period over the previous 2 years.

3 months to
25 Sep 2016
Same period 2015 Same period 2014
Dimensional Modelling
Rank 705 718 668
Rank change year-on-year
+13 -50
Permanent jobs citing Dimensional Modelling 177 219 306
As % of all permanent IT jobs located in England 0.20% 0.21% 0.29%
As % of the Processes & Methodologies category 0.23% 0.24% 0.34%
Number of salaries quoted 160 166 209
Median salary £52,500 £57,500 £52,500
Median salary % change year-on-year
-8.69% +9.52%
90% offered a salary of more than £38,000 £41,500 £42,500
10% offered a salary of more than £77,750 £70,000 £65,500
UK excluding London median salary £43,000 £52,500 £50,000
% change year-on-year
-18.09% +5.00%
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
78344 89548 91059
As % of all permanent IT jobs located in England 88.28% 87.40% 85.35%
Number of salaries quoted 65821 74795 73477
Median salary £50,000 £50,000 £48,500
Median salary % change year-on-year
- +3.09%
90% offered a salary of more than £32,500 £32,500 £30,500
10% offered a salary of more than £80,000 £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 25 September 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 25 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
London +13 84 £62,000 +7.82% 7
South East +57 29 £58,000 -12.45% 6
South West +2 17 £42,500 -29.16% 1
West Midlands -35 15 £42,500 -17.47%
Yorkshire +32 11 £44,250 +30.14% 2
East of England +17 8 £38,000 -23.23% 1
North West +15 4 £38,750 -3.12%
North East +7 4 £38,750 - 1
East Midlands +9 2 £51,250 -4.65%
Dimensional Modelling
UK

Dimensional Modelling
Top 30 Related IT Skills in England

For the 6 months to 25 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 across the England region with a requirement for Dimensional Modelling.

1 307 (83.65%) Business Intelligence
2 289 (78.75%) Data Warehouse
3 251 (68.39%) SQL
4 243 (66.21%) ETL
5 181 (49.32%) SQL Server
6 146 (39.78%) Kimball Methodology
7 143 (38.96%) Oracle
8 133 (36.24%) SQL Server Integration Services
9 122 (33.24%) Finance
10 114 (31.06%) SQL Server Reporting Services
11 102 (27.79%) SQL Server Analysis Services
12 93 (25.34%) Analytics
13 92 (25.07%) Agile Software Development
14 89 (24.25%) Microsoft
15 87 (23.71%) T-SQL
16 74 (20.16%) Relational Database
17 73 (19.89%) OLAP
17 73 (19.89%) Data Modelling
18 70 (19.07%) Analytical Skills
19 67 (18.26%) Big Data
19 67 (18.26%) Degree
20 63 (17.17%) SQL Server 2012
20 63 (17.17%) MS Excel
21 60 (16.35%) BusinessObjects
21 60 (16.35%) Informatica
21 60 (16.35%) SDLC
22 57 (15.53%) Data Quality
23 56 (15.26%) Tableau
24 54 (14.71%) Hadoop
24 54 (14.71%) MDX

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 18 (4.90%) SharePoint
2 14 (3.81%) SAS
3 8 (2.18%) Apache Pig
4 4 (1.09%) Apache Spark
5 2 (0.54%) Apache
6 1 (0.27%) Oracle Application Server
6 1 (0.27%) WebLogic
Applications
1 63 (17.17%) MS Excel
2 8 (2.18%) MS Visio
3 4 (1.09%) MS Office
4 1 (0.27%) Spreadsheet
Business Applications
1 16 (4.36%) Cognos Business Intelligence
2 13 (3.54%) Cognos TM1
3 9 (2.45%) Oracle EBS R12
4 4 (1.09%) WebTrends
5 3 (0.82%) Dynamics AX
6 2 (0.54%) Dynamics CRM
6 2 (0.54%) Maximo
6 2 (0.54%) TRIRIGA
7 1 (0.27%) Oracle BPM
Cloud Services
1 22 (5.99%) Amazon AWS
2 15 (4.09%) Amazon S3
3 10 (2.72%) Amazon EMR
4 9 (2.45%) GitHub
5 8 (2.18%) Microsoft Azure
6 5 (1.36%) Google Analytics
7 3 (0.82%) Amazon EC2
8 2 (0.54%) SaaS
Communications & Networking
1 7 (1.91%) Internet
2 1 (0.27%) Network Security
Database & Business Intelligence
1 289 (78.75%) Data Warehouse
2 181 (49.32%) SQL Server
3 133 (36.24%) SQL Server Integration Services
4 114 (31.06%) SQL Server Reporting Services
5 102 (27.79%) SQL Server Analysis Services
6 74 (20.16%) Relational Database
7 73 (19.89%) OLAP
8 67 (18.26%) Big Data
9 63 (17.17%) SQL Server 2012
10 60 (16.35%) BusinessObjects
11 54 (14.71%) Hadoop
12 49 (13.35%) SQL Server 2008
13 42 (11.44%) QlikView
14 41 (11.17%) OLAP Cube
15 39 (10.63%) Oracle Database
16 38 (10.35%) Microsoft Analysis Services
16 38 (10.35%) Oracle BI EE
17 36 (9.81%) Power BI
18 35 (9.54%) Oracle Reports
19 31 (8.45%) OLTP
Development Applications
1 22 (5.99%) JIRA
2 16 (4.36%) Talend Open Studio
3 11 (3.00%) Team Foundation Server
4 10 (2.72%) Jenkins
5 9 (2.45%) ERwin
5 9 (2.45%) Vagrant
6 5 (1.36%) Cucumber
7 3 (0.82%) PVCS
7 3 (0.82%) Toad
7 3 (0.82%) Visual Studio
8 2 (0.54%) SQL Server Management Studio (SSMS)
General
1 122 (33.24%) Finance
2 38 (10.35%) Retail
3 19 (5.18%) Banking
4 10 (2.72%) Games
4 10 (2.72%) Publishing
4 10 (2.72%) Telecoms
5 9 (2.45%) Legal
5 9 (2.45%) Marketing
6 8 (2.18%) Investment Banking
7 7 (1.91%) Manufacturing
8 6 (1.63%) Automotive
8 6 (1.63%) Billing
9 4 (1.09%) Front Office
9 4 (1.09%) Retail Banking
10 2 (0.54%) Financial Institution
10 2 (0.54%) Law
10 2 (0.54%) Pharmaceutical
11 1 (0.27%) Back Office
Job Titles
1 187 (50.95%) Developer
2 101 (27.52%) Business Intelligence Developer
3 63 (17.17%) SQL Developer
4 54 (14.71%) Analyst
4 54 (14.71%) Consultant
5 41 (11.17%) Architect
5 41 (11.17%) SQL BI Developer
6 34 (9.26%) Data Warehouse Developer
7 33 (8.99%) Data Architect
8 26 (7.08%) Business Intelligence Analyst
9 22 (5.99%) Data Consultant
9 22 (5.99%) ETL Developer
9 22 (5.99%) SSIS Developer
10 19 (5.18%) Oracle Developer
10 19 (5.18%) SSAS Developer
11 14 (3.81%) Analyst Developer
11 14 (3.81%) Oracle Consultant
11 14 (3.81%) TM1 Consultant
12 13 (3.54%) Business Intelligence Lead
12 13 (3.54%) OBIEE Consultant
Libraries, Frameworks & Software Standards
1 54 (14.71%) MDX
2 18 (4.90%) .NET
3 12 (3.27%) Web Services
4 11 (3.00%) XML
5 9 (2.45%) Kafka
5 9 (2.45%) Oracle GoldenGate
6 5 (1.36%) .NET Framework
7 4 (1.09%) Velocity
8 3 (0.82%) ODBC
9 2 (0.54%) SOAP
9 2 (0.54%) SQLAlchemy
9 2 (0.54%) XSLT
10 1 (0.27%) ASP.NET
10 1 (0.27%) CSS
10 1 (0.27%) HTML
10 1 (0.27%) jQuery
10 1 (0.27%) Middleware
10 1 (0.27%) Oracle Fusion
10 1 (0.27%) XML Schema
10 1 (0.27%) XSD
Miscellaneous
1 70 (19.07%) Analytical Skills
2 35 (9.54%) Visualisation
3 31 (8.45%) Data Integration
4 26 (7.08%) Computer Science
5 14 (3.81%) Fintech
6 13 (3.54%) Management Information System
6 13 (3.54%) Mathematics
7 12 (3.27%) Economics
7 12 (3.27%) Enterprise Software
7 12 (3.27%) Replication
8 10 (2.72%) Online Games
9 9 (2.45%) Statistics
10 8 (2.18%) Credit Risk
11 6 (1.63%) Data Extraction
12 4 (1.09%) Data Structures
13 3 (0.82%) Data Conversion
14 2 (0.54%) Mobile Computing
14 2 (0.54%) Physics
15 1 (0.27%) Cybercrime
15 1 (0.27%) Virtual Team
Operating Systems
1 6 (1.63%) Unix
2 5 (1.36%) Linux
3 3 (0.82%) Windows
4 1 (0.27%) Windows Server 2012
Processes & Methodologies
1 307 (83.65%) Business Intelligence
2 243 (66.21%) ETL
3 146 (39.78%) Kimball Methodology
4 93 (25.34%) Analytics
5 92 (25.07%) Agile Software Development
6 73 (19.89%) Data Modelling
7 60 (16.35%) SDLC
8 43 (11.72%) Project Management
9 41 (11.17%) Performance Tuning
10 36 (9.81%) Scrum
11 34 (9.26%) Data Management
12 30 (8.17%) Data Architecture
13 29 (7.90%) Data Analytics
14 27 (7.36%) Data Analysis
15 25 (6.81%) Business Analytics
16 24 (6.54%) E-Commerce
17 22 (5.99%) Dashboard Development
18 21 (5.72%) Stakeholder Management
19 20 (5.45%) Migration
20 18 (4.90%) Mentoring
Programming Languages
1 251 (68.39%) SQL
2 87 (23.71%) T-SQL
3 54 (14.71%) PL/SQL
4 29 (7.90%) Java
5 18 (4.90%) VBA
6 15 (4.09%) C#
6 15 (4.09%) R
7 12 (3.27%) C
8 11 (3.00%) Data Analysis Expressions (DAX)
8 11 (3.00%) Shell Script
9 7 (1.91%) PowerShell
9 7 (1.91%) Python
10 5 (1.36%) VB.NET
11 3 (0.82%) C++
12 2 (0.54%) JavaScript
13 1 (0.27%) PHP
13 1 (0.27%) VB
13 1 (0.27%) XPath
Qualifications
1 67 (18.26%) Degree
2 7 (1.91%) IBM Certification
3 5 (1.36%) HND
4 4 (1.09%) HNC
4 4 (1.09%) ISEB
5 2 (0.54%) DV Cleared
5 2 (0.54%) Security Cleared
6 1 (0.27%) APMP
6 1 (0.27%) MCITP
6 1 (0.27%) MCSE
6 1 (0.27%) Microsoft Certification
6 1 (0.27%) PMP
Quality Assurance & Compliance
1 57 (15.53%) Data Quality
2 22 (5.99%) QA
3 7 (1.91%) SLA
4 3 (0.82%) PCI DSS
System Software
1 5 (1.36%) HDFS
2 2 (0.54%) Oracle RAC
3 1 (0.27%) Oracle Clusterware
Systems Management
1 9 (2.45%) Puppet
2 3 (0.82%) Hadoop YARN
3 2 (0.54%) Control-M
3 2 (0.54%) Data Guard
4 1 (0.27%) Oracle Flashback
4 1 (0.27%) Oracle RMAN
Vendors
1 143 (38.96%) Oracle
2 89 (24.25%) Microsoft
3 60 (16.35%) Informatica
4 56 (15.26%) Tableau
5 41 (11.17%) Cognos
6 24 (6.54%) Hyperion
6 24 (6.54%) IBM
7 23 (6.27%) MicroStrategy
8 21 (5.72%) SAP
9 19 (5.18%) Netezza
10 18 (4.90%) Teradata
11 16 (4.36%) Talend
12 13 (3.54%) Anaplan
13 11 (3.00%) Sybase
14 10 (2.72%) Ab Initio
15 5 (1.36%) Google
15 5 (1.36%) Omniture
16 4 (1.09%) Tealium
17 3 (0.82%) Alteryx
17 3 (0.82%) MapR
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