Period
to 26 July 2017

The following table provides summary statistics for contract job vacancies advertised in England with a requirement for Dimensional Modelling skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Dimensional Modelling over the 6 months to 26 July 2017 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Dimensional Modelling
UK > England
6 months to
26 Jul 2017
Same period 2016 Same period 2015
Rank 650 662 601
Rank change year-on-year +12 -61 -26
Contract jobs citing Dimensional Modelling 167 205 261
As % of all contract IT jobs advertised in England 0.19% 0.20% 0.25%
As % of the Processes & Methodologies category 0.23% 0.24% 0.31%
Number of daily rates quoted 112 142 211
England median daily rate £450 £413 £450
Median daily rate % change year-on-year +9.09% -8.33% +5.88%
10th Percentile £363 £313 £313
90th Percentile £550 £575 £550
UK median daily rate £450 £413 £448
% change year-on-year +9.09% -7.82% +5.29%
Number of hourly rates quoted 0 4 0
England median hourly rate - £20.50 -
UK median hourly rate - £20.50 -

Dimensional Modelling is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in England with a requirement for process and methodology skills.

Contract Process & Methodology Skills
England
Contract job vacancies with a requirement for process and methodology skills 74130 84799 82895
As % of all contract IT job vacancies advertised in England 84.50% 83.59% 80.76%
Number of daily rates quoted 48977 56611 53497
England median daily rate £450 £425 £407
Median daily rate % change year-on-year +5.88% +4.42% +1.75%
10th Percentile £284 £269 £261
90th Percentile £625 £613 £600
UK median daily rate £450 £425 £400
% change year-on-year +5.88% +6.25% -
Number of hourly rates quoted 1863 1968 2364
England median hourly rate £25.00 £25.00 £22.00
Median hourly rate % change year-on-year - +13.64% +7.08%
10th Percentile £11.62 £11.72 £11.00
90th Percentile £50.25 £48.75 £47.83
UK median hourly rate £25.00 £25.00 £22.00
% change year-on-year - +13.64% +4.76%

Dimensional Modelling
Job Vacancy Trend in England

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

Job vacancy trend for Dimensional Modelling in England

Dimensional Modelling
Contractor Daily Rate Trend in England

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Dimensional Modelling in England.

Contractor daily rate trend for Dimensional Modelling in England

Dimensional Modelling
Contractor Daily Rate Histogram in England

The daily rate distribution of IT jobs citing Dimensional Modelling in England over the 6 months to 26 July 2017.

Contractor daily rate histogram for Dimensional Modelling in England

Dimensional Modelling
Contractor Hourly Rate Trend in England

This chart provides the 3-month moving average for contractor hourly rates quoted in IT jobs citing Dimensional Modelling in England.

Contractor hourly rate trend for Dimensional Modelling in England

Dimensional Modelling
Contract Job Locations in England

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Dimensional Modelling within the England region over the 6 months to 26 July 2017. 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +8 71 £475 +5.56% 11
South East +79 43 £475 +18.75% 3
South West +18 19 £400 -14.89% 1
North of England +12 15 £450 +12.50%
North West +25 14 £450 +9.09%
Midlands +23 10 £375 - 3
West Midlands +29 7 £375 +7.14% 1
East of England -13 7 £281 -22.41%
East Midlands -15 3 £350 -15.15% 2
North East +40 1 - -
Dimensional Modelling
UK

For the 6 months to 26 July 2017, IT contractor 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 contract ads across the England region with a requirement for Dimensional Modelling.

1 138 (82.63%) Data Warehouse
2 129 (77.25%) Business Intelligence
3 109 (65.27%) SQL
4 103 (61.68%) Data Modelling
5 96 (57.49%) ETL
6 71 (42.51%) Kimball Methodology
7 70 (41.92%) Finance
8 67 (40.12%) Oracle
9 60 (35.93%) SQL Server Integration Services
10 55 (32.93%) Agile Software Development
11 54 (32.34%) SQL Server
12 46 (27.54%) SQL Server Reporting Services
13 40 (23.95%) PL/SQL
13 40 (23.95%) Microsoft
13 40 (23.95%) Performance Tuning
14 39 (23.35%) Oracle BI EE
15 36 (21.56%) SQL Server Analysis Services
15 36 (21.56%) T-SQL
16 28 (16.77%) Analytics
16 28 (16.77%) Power BI
17 26 (15.57%) Data Analysis
18 25 (14.97%) Talend Open Studio
18 25 (14.97%) Talend
19 24 (14.37%) SDLC
20 23 (13.77%) Oracle Database
20 23 (13.77%) Data Management
20 23 (13.77%) MDX
21 21 (12.57%) Teradata
21 21 (12.57%) Logical Data Model
21 21 (12.57%) Relational Database

Dimensional Modelling
Co-occurring 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 12 (7.19%) SharePoint
2 6 (3.59%) SAS
3 4 (2.40%) Apache Spark
4 3 (1.80%) BizTalk Server
5 2 (1.20%) SharePoint 2010
6 1 (0.60%) Apache Pig
6 1 (0.60%) Skype for Business
Applications
1 11 (6.59%) Microsoft Excel
2 7 (4.19%) MS Visio
3 2 (1.20%) Microsoft Office
Business Applications
1 5 (2.99%) Siebel CRM
2 2 (1.20%) Oracle Retail
3 1 (0.60%) Cognos Business Intelligence
3 1 (0.60%) Cognos TM1
3 1 (0.60%) Dynamics AX
3 1 (0.60%) HFM
3 1 (0.60%) Hyperion Planning
3 1 (0.60%) Lorenzo
3 1 (0.60%) Oracle EBS
3 1 (0.60%) Oracle Utilities
3 1 (0.60%) SAP BPC
3 1 (0.60%) SAP S/4HANA
Cloud Services
1 9 (5.39%) Microsoft Azure
2 8 (4.79%) Amazon AWS
3 2 (1.20%) Cloud Computing
3 2 (1.20%) GitHub
3 2 (1.20%) Google Cloud Platform
4 1 (0.60%) Amazon EMR
4 1 (0.60%) Azure Data Factory
4 1 (0.60%) Azure Machine Learning
4 1 (0.60%) PaaS
Communications & Networking
1 3 (1.80%) NAS
2 1 (0.60%) Skype
Database & Business Intelligence
1 138 (82.63%) Data Warehouse
2 60 (35.93%) SQL Server Integration Services
3 54 (32.34%) SQL Server
4 46 (27.54%) SQL Server Reporting Services
5 39 (23.35%) Oracle BI EE
6 36 (21.56%) SQL Server Analysis Services
7 28 (16.77%) Power BI
8 23 (13.77%) Oracle Database
9 21 (12.57%) Relational Database
10 19 (11.38%) OLAP
11 18 (10.78%) QlikView
11 18 (10.78%) Star Schema
12 15 (8.98%) BusinessObjects
13 14 (8.38%) PowerPivot
14 12 (7.19%) Enterprise Data Warehouse
14 12 (7.19%) Oracle Reports
15 11 (6.59%) Data Mining
15 11 (6.59%) Oracle Database 12c
15 11 (6.59%) Oracle ODI
15 11 (6.59%) SQL Server 2012
Development Applications
1 25 (14.97%) Talend Open Studio
2 10 (5.99%) Team Foundation Server
3 7 (4.19%) JIRA
3 7 (4.19%) Oracle APEX
4 5 (2.99%) Visual Studio
5 3 (1.80%) Git (software)
5 3 (1.80%) Jenkins
6 2 (1.20%) ERwin
6 2 (1.20%) Subversion
6 2 (1.20%) Toad
7 1 (0.60%) Eclipse
7 1 (0.60%) Visual Studio Team System
General
1 70 (41.92%) Finance
2 15 (8.98%) Legal
3 11 (6.59%) Publishing
4 10 (5.99%) Banking
5 8 (4.79%) Marketing
5 8 (4.79%) Retail
6 6 (3.59%) Investment Banking
7 4 (2.40%) Law
8 2 (1.20%) Front Office
8 2 (1.20%) Pharmaceutical
8 2 (1.20%) Telecoms
9 1 (0.60%) Automotive
9 1 (0.60%) Billing
9 1 (0.60%) Electronics
9 1 (0.60%) Local Government
9 1 (0.60%) Manufacturing
9 1 (0.60%) Retail Banking
Job Titles
1 111 (66.47%) Developer
2 45 (26.95%) Business Intelligence Developer
3 42 (25.15%) Data Warehouse Developer
4 26 (15.57%) Analyst
4 26 (15.57%) SQL Developer
5 21 (12.57%) ETL Developer
6 19 (11.38%) Business Developer
7 13 (7.78%) Business Intelligence Analyst
7 13 (7.78%) OBIEE Developer
8 12 (7.19%) Talend Developer
9 11 (6.59%) Consultant
9 11 (6.59%) SSIS Developer
10 10 (5.99%) Data Analyst
10 10 (5.99%) Power BI Developer
11 9 (5.39%) Architect
12 8 (4.79%) SQL BI Developer
13 7 (4.19%) SSAS Developer
13 7 (4.19%) SSRS Developer
14 6 (3.59%) Business Intelligence Business Analyst
14 6 (3.59%) OBIEE Consultant
Libraries, Frameworks & Software Standards
1 23 (13.77%) MDX
2 8 (4.79%) D3.js
3 5 (2.99%) COM
4 3 (1.80%) .NET
5 2 (1.20%) JSON
6 1 (0.60%) Apache Avro
6 1 (0.60%) Kafka
6 1 (0.60%) Oracle GoldenGate
6 1 (0.60%) XML
Miscellaneous
1 12 (7.19%) Analytical Skills
2 11 (6.59%) Data Structures
3 6 (3.59%) Management Information System
4 3 (1.80%) Mainframe
5 1 (0.60%) Algorithms
5 1 (0.60%) Computer Science
5 1 (0.60%) NHS
5 1 (0.60%) Reference Data
5 1 (0.60%) User Experience
Operating Systems
1 6 (3.59%) Linux
2 5 (2.99%) Unix
3 3 (1.80%) MVS
Processes & Methodologies
1 129 (77.25%) Business Intelligence
2 103 (61.68%) Data Modelling
3 96 (57.49%) ETL
4 71 (42.51%) Kimball Methodology
5 55 (32.93%) Agile Software Development
6 40 (23.95%) Performance Tuning
7 28 (16.77%) Analytics
8 26 (15.57%) Data Analysis
9 24 (14.37%) SDLC
10 23 (13.77%) Data Management
11 21 (12.57%) Logical Data Model
12 20 (11.98%) Data Integration
13 17 (10.18%) Physical Data Model
13 17 (10.18%) Waterfall
14 16 (9.58%) Software Engineering
15 13 (7.78%) Stakeholder Management
15 13 (7.78%) Validation
16 11 (6.59%) CRM
16 11 (6.59%) Data Transformation
16 11 (6.59%) Visualisation
Programming Languages
1 109 (65.27%) SQL
2 40 (23.95%) PL/SQL
3 36 (21.56%) T-SQL
4 16 (9.58%) Data Analysis Expressions (DAX)
5 8 (4.79%) R
6 7 (4.19%) Python
7 6 (3.59%) C++
8 5 (2.99%) Java
8 5 (2.99%) Shell Script
9 4 (2.40%) JavaScript
10 3 (1.80%) C#
11 2 (1.20%) Tcl
11 2 (1.20%) VBA
12 1 (0.60%) Scala
12 1 (0.60%) VB.NET
Qualifications
1 18 (10.78%) Degree
2 7 (4.19%) HNC
2 7 (4.19%) HND
2 7 (4.19%) SC Cleared
2 7 (4.19%) Security Cleared
3 2 (1.20%) ISEB
4 1 (0.60%) Master's Degree
4 1 (0.60%) Postgraduate
Quality Assurance & Compliance
1 19 (11.38%) Data Quality
2 4 (2.40%) QA
3 2 (1.20%) Solvency II
4 1 (0.60%) GCP
System Software
1 1 (0.60%) Tivoli Workload Scheduler
Systems Management
1 1 (0.60%) Tivoli
Vendors
1 67 (40.12%) Oracle
2 40 (23.95%) Microsoft
3 25 (14.97%) Talend
4 21 (12.57%) Teradata
5 16 (9.58%) Tableau
6 10 (5.99%) Cognos
7 8 (4.79%) Informatica
8 7 (4.19%) SAP
9 6 (3.59%) Netezza
9 6 (3.59%) Sybase
10 5 (2.99%) IBM
10 5 (2.99%) Siebel
11 3 (1.80%) Ab Initio
11 3 (1.80%) Vertica
12 2 (1.20%) Embarcadero
12 2 (1.20%) Google
12 2 (1.20%) Lavastorm
12 2 (1.20%) Salesforce.com
13 1 (0.60%) Cerner
13 1 (0.60%) MicroStrategy
Gloucester, Gloucestershire
Sanderson
Rate: £400 - £450 per day
Posted: Yesterday
London
Nigel Frank International
Rate: £550 - £600 per day
Posted: 5 days ago