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 23 July 2016 with a comparison to the same period over the previous 2 years.

3 months to
23 Jul 2016
Same period 2015 Same period 2014
Dimensional Modelling
Rank 731 728 655
Rank change year-on-year
-3 -73
Permanent jobs citing Dimensional Modelling 162 217 314
As % of all permanent IT jobs located in England 0.18% 0.21% 0.29%
As % of the Processes & Methodologies category 0.20% 0.24% 0.34%
Number of salaries quoted 125 160 239
Median salary £52,500 £52,750 £50,000
Median salary % change year-on-year
-0.47% +5.50%
90% offered a salary of more than £36,000 £37,400 £38,500
10% offered a salary of more than £75,000 £75,000 £63,500
UK excluding London median salary £42,500 £46,500 £45,000
% change year-on-year
-8.60% +3.33%
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
80658 89775 92908
As % of all permanent IT jobs located in England 87.84% 87.08% 85.49%
Number of salaries quoted 68197 74243 75612
Median salary £50,000 £50,000 £50,000
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £77,500 £74,000 £75,000
UK excluding London median salary £45,000 £44,000 £42,500
% change year-on-year
+2.27% +3.52%

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 23 July 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 23 July 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 +5 89 £60,000 +4.34% 8
West Midlands -5 23 £40,000 -3.61% 5
South East +12 14 £65,000 +39.78% 1
East of England +31 12 £36,000 - 1
South West +9 11 £43,000 -18.09% 3
Yorkshire +17 5 £47,500 +58.33% 2
North West +21 3 £41,250 +3.12% 1
North East - 3 £37,500 - 1
East Midlands +4 2 £51,250 +2.50% 1
Dimensional Modelling
UK

Dimensional Modelling
Top 30 Related IT Skills in England

For the 6 months to 23 July 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.

1 332 (87.37%) Business Intelligence
2 313 (82.37%) Data Warehouse
3 259 (68.16%) ETL
4 255 (67.11%) SQL
5 180 (47.37%) SQL Server
6 174 (45.79%) Oracle
7 163 (42.89%) Kimball Methodology
8 142 (37.37%) SQL Server Integration Services
9 140 (36.84%) SQL Server Reporting Services
10 132 (34.74%) Finance
11 121 (31.84%) Microsoft
12 118 (31.05%) SQL Server Analysis Services
13 104 (27.37%) Agile Software Development
14 102 (26.84%) Analytics
15 93 (24.47%) T-SQL
16 89 (23.42%) Informatica
17 83 (21.84%) SDLC
18 81 (21.32%) PL/SQL
19 76 (20.00%) OLAP
19 76 (20.00%) MS Excel
19 76 (20.00%) BusinessObjects
19 76 (20.00%) Analytical Skills
20 74 (19.47%) Oracle BI EE
21 71 (18.68%) Degree
22 68 (17.89%) Tableau
23 67 (17.63%) MDX
24 65 (17.11%) Oracle Database
25 63 (16.58%) Data Quality
26 61 (16.05%) Relational Database
27 60 (15.79%) Data Modelling

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 23 (6.05%) SAS
2 19 (5.00%) SharePoint
3 3 (0.79%) Oracle Application Server
3 3 (0.79%) WebLogic
4 2 (0.53%) Apache
4 2 (0.53%) Apache Spark
Applications
1 76 (20.00%) MS Excel
2 2 (0.53%) MS Office
2 2 (0.53%) SPSS
3 1 (0.26%) Spreadsheet
Business Applications
1 18 (4.74%) Oracle EBS R12
2 7 (1.84%) Cognos TM1
3 4 (1.05%) Cognos Business Intelligence
3 4 (1.05%) WebTrends
4 3 (0.79%) Oracle BPM
5 2 (0.53%) Dynamics AX
5 2 (0.53%) Dynamics CRM
Cloud Services
1 9 (2.37%) Microsoft Azure
2 6 (1.58%) Amazon AWS
3 5 (1.32%) Google Analytics
4 1 (0.26%) SaaS
Communications & Networking
1 1 (0.26%) Network Security
Database & Business Intelligence
1 313 (82.37%) Data Warehouse
2 180 (47.37%) SQL Server
3 142 (37.37%) SQL Server Integration Services
4 140 (36.84%) SQL Server Reporting Services
5 118 (31.05%) SQL Server Analysis Services
6 76 (20.00%) BusinessObjects
6 76 (20.00%) OLAP
7 74 (19.47%) Oracle BI EE
8 65 (17.11%) Oracle Database
9 61 (16.05%) Relational Database
10 57 (15.00%) SQL Server 2008
11 54 (14.21%) SQL Server 2012
12 52 (13.68%) Oracle Reports
13 51 (13.42%) QlikView
14 50 (13.16%) Big Data
15 47 (12.37%) OLAP Cube
16 42 (11.05%) Hadoop
17 37 (9.74%) Oracle Database 11g
18 35 (9.21%) SQL Server 2014
19 34 (8.95%) Microsoft Analysis Services
Development Applications
1 23 (6.05%) JIRA
2 12 (3.16%) Team Foundation Server
3 9 (2.37%) Talend Open Studio
4 7 (1.84%) PVCS
4 7 (1.84%) Toad
5 6 (1.58%) ERwin
6 3 (0.79%) Visual Studio
7 2 (0.53%) Oracle Forms
7 2 (0.53%) SQL Server Management Studio (SSMS)
8 1 (0.26%) Jenkins
8 1 (0.26%) PowerDesigner
General
1 132 (34.74%) Finance
2 27 (7.11%) Retail
3 21 (5.53%) Banking
4 17 (4.47%) Marketing
4 17 (4.47%) Telecoms
5 16 (4.21%) Investment Banking
6 14 (3.68%) Publishing
7 13 (3.42%) Games
8 9 (2.37%) Legal
9 8 (2.11%) Billing
10 4 (1.05%) Automotive
10 4 (1.05%) Back Office
10 4 (1.05%) Financial Institution
10 4 (1.05%) Front Office
11 2 (0.53%) General Ledger
11 2 (0.53%) Law
12 1 (0.26%) Manufacturing
Job Titles
1 197 (51.84%) Developer
2 107 (28.16%) Business Intelligence Developer
3 67 (17.63%) SQL Developer
4 58 (15.26%) Consultant
5 52 (13.68%) Data Warehouse Developer
6 50 (13.16%) SQL BI Developer
7 45 (11.84%) Analyst
8 35 (9.21%) Architect
9 28 (7.37%) Data Architect
10 27 (7.11%) SSAS Developer
11 26 (6.84%) Data Consultant
11 26 (6.84%) Oracle Developer
12 23 (6.05%) Business Intelligence Lead
13 22 (5.79%) OBIEE Consultant
14 20 (5.26%) OBIEE Developer
14 20 (5.26%) Oracle Consultant
15 19 (5.00%) Data Warehouse Consultant
16 18 (4.74%) Business Intelligence Analyst
16 18 (4.74%) Informatica Consultant
16 18 (4.74%) Informatica Developer
Libraries, Frameworks & Software Standards
1 67 (17.63%) MDX
2 16 (4.21%) XML
3 12 (3.16%) Oracle GoldenGate
3 12 (3.16%) Web Services
4 9 (2.37%) .NET
4 9 (2.37%) Velocity
5 4 (1.05%) XSLT
6 3 (0.79%) HTML
6 3 (0.79%) Middleware
6 3 (0.79%) ODBC
6 3 (0.79%) Oracle Fusion
6 3 (0.79%) XML Schema
6 3 (0.79%) XSD
7 2 (0.53%) SOAP
8 1 (0.26%) Akka
8 1 (0.26%) ASP.NET
8 1 (0.26%) CSS
8 1 (0.26%) jQuery
8 1 (0.26%) Kafka
Miscellaneous
1 76 (20.00%) Analytical Skills
2 46 (12.11%) Data Integration
3 35 (9.21%) Computer Science
3 35 (9.21%) Visualisation
4 17 (4.47%) Management Information System
5 16 (4.21%) Credit Risk
6 15 (3.95%) Statistics
7 14 (3.68%) Economics
7 14 (3.68%) Enterprise Software
7 14 (3.68%) Fintech
8 13 (3.42%) Online Games
9 12 (3.16%) Mathematics
9 12 (3.16%) Replication
10 6 (1.58%) Data Structures
11 5 (1.32%) NHS
12 3 (0.79%) Cybercrime
12 3 (0.79%) Data Conversion
12 3 (0.79%) Data Extraction
12 3 (0.79%) W3C
13 2 (0.53%) FMCG
Operating Systems
1 14 (3.68%) Unix
2 11 (2.89%) Linux
3 2 (0.53%) Windows
Processes & Methodologies
1 332 (87.37%) Business Intelligence
2 259 (68.16%) ETL
3 163 (42.89%) Kimball Methodology
4 104 (27.37%) Agile Software Development
5 102 (26.84%) Analytics
6 83 (21.84%) SDLC
7 60 (15.79%) Data Modelling
8 59 (15.53%) Performance Tuning
9 42 (11.05%) Mentoring
10 39 (10.26%) Data Management
11 38 (10.00%) Data Architecture
12 36 (9.47%) Data Analytics
12 36 (9.47%) Project Management
13 35 (9.21%) Data Governance
13 35 (9.21%) Scrum
14 31 (8.16%) Dashboard Development
15 28 (7.37%) Coaching
15 28 (7.37%) Migration
16 26 (6.84%) DNA
17 23 (6.05%) E-Commerce
Programming Languages
1 255 (67.11%) SQL
2 93 (24.47%) T-SQL
3 81 (21.32%) PL/SQL
4 23 (6.05%) C#
5 21 (5.53%) C
6 19 (5.00%) R
7 18 (4.74%) Java
8 15 (3.95%) Data Analysis Expressions (DAX)
9 10 (2.63%) VBA
10 9 (2.37%) Shell Script
11 4 (1.05%) PowerShell
11 4 (1.05%) VB.NET
12 3 (0.79%) XPath
13 1 (0.26%) C++
13 1 (0.26%) JavaScript
13 1 (0.26%) PHP
13 1 (0.26%) Python
13 1 (0.26%) SAS Macro
13 1 (0.26%) VB
Qualifications
1 71 (18.68%) Degree
2 8 (2.11%) DV Cleared
2 8 (2.11%) Security Cleared
3 7 (1.84%) HND
3 7 (1.84%) IBM Certification
4 4 (1.05%) HNC
5 3 (0.79%) ISEB
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 63 (16.58%) Data Quality
2 28 (7.37%) QA
3 7 (1.84%) SLA
4 3 (0.79%) PCI DSS
5 2 (0.53%) Solvency II
System Software
1 4 (1.05%) Oracle RAC
2 3 (0.79%) Oracle Clusterware
Systems Management
1 5 (1.32%) Control-M
2 4 (1.05%) Data Guard
3 3 (0.79%) Oracle Flashback
3 3 (0.79%) Oracle RMAN
Vendors
1 174 (45.79%) Oracle
2 121 (31.84%) Microsoft
3 89 (23.42%) Informatica
4 68 (17.89%) Tableau
5 38 (10.00%) Teradata
6 30 (7.89%) Hyperion
7 27 (7.11%) Netezza
8 23 (6.05%) SAP
9 21 (5.53%) Cognos
10 19 (5.00%) IBM
11 18 (4.74%) Ab Initio
12 13 (3.42%) MicroStrategy
13 12 (3.16%) Sybase
14 9 (2.37%) Talend
14 9 (2.37%) Vertica
15 8 (2.11%) Anaplan
15 8 (2.11%) Greenplum
16 5 (1.32%) Alteryx
16 5 (1.32%) Google
16 5 (1.32%) Omniture
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