Period
to 22 November 2017

The following table provides summary statistics for contract job vacancies advertised in the South West with a requirement for Data Modelling skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Data Modelling over the 6 months to 22 November 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.

Data Modelling
England > South West
6 months to
22 Nov 2017
Same period 2016 Same period 2015
Rank 72 108 90
Rank change year-on-year +36 -18 -14
Contract jobs citing Data Modelling 152 101 150
As % of all contract IT jobs advertised in the South West 2.68% 1.76% 2.32%
As % of the Processes & Methodologies category 3.30% 2.20% 2.91%
Number of daily rates quoted 106 65 117
South West median daily rate £438 £485 £450
Median daily rate % change year-on-year -9.79% +7.78% -5.26%
10th Percentile £325 £314 £315
90th Percentile £599 £633 £595
England median daily rate £495 £475 £450
% change year-on-year +4.21% +5.56% -
Number of hourly rates quoted 2 0 0
South West median hourly rate £43.63 - -
England median hourly rate £43.11 £42.50 £45.00
% change year-on-year +1.42% -5.56% +108.14%

Data Modelling is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in the South West with a requirement for process or methodology skills.

All Process and Methodology Skills
South West
Contract vacancies with a requirement for process or methodology skills 4609 4587 5154
As % of all contract IT jobs advertised in the South West 81.29% 79.94% 79.66%
Number of daily rates quoted 2912 3091 3490
South West median daily rate £400 £375 £375
Median daily rate % change year-on-year +6.67% - -
10th Percentile £256 £240 £255
90th Percentile £556 £550 £525
England median daily rate £450 £425 £423
% change year-on-year +5.88% +0.47% +5.75%
Number of hourly rates quoted 186 270 256
South West median hourly rate £35.00 £31.50 £39.00
Median hourly rate % change year-on-year +11.11% -19.23% +47.17%
10th Percentile £12.19 £12.00 £14.13
90th Percentile £50.00 £47.50 £49.60
England median hourly rate £24.00 £24.43 £22.50
% change year-on-year -1.76% +8.58% +18.42%

Data Modelling
Job Vacancy Trend in the South West

Job postings citing Data Modelling as a percentage of all IT jobs advertised in the South West.

Job vacancy trend for Data Modelling in the South West

Data Modelling
Contractor Daily Rate Trend in the South West

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Data Modelling in the South West.

Contractor daily rate trend for Data Modelling in the South West

Data Modelling
Contractor Daily Rate Histogram in the South West

The daily rate distribution of IT jobs citing Data Modelling in the South West over the 6 months to 22 November 2017.

Contractor daily rate histogram for Data Modelling in the South West

Data Modelling
Contractor Hourly Rate Trend in the South West

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

Contractor hourly rate trend for Data Modelling in the South West

Data Modelling
Contractor Hourly Rate Histogram in the South West

The hourly rate distribution of IT jobs citing Data Modelling in the South West over the 6 months to 22 November 2017.

Contractor hourly rate histogram for Data Modelling in the South West

Data Modelling
Contract Job Locations in the South West

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Data Modelling within the South West region over the 6 months to 22 November 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
Bristol +21 54 £425 +6.25% 6
Wiltshire +9 51 £475 -8.65%
Gloucestershire +38 26 £425 -11.92%
Somerset +2 10 £408 -10.44% 4
Dorset +4 4 £500 +1.01%
Devon -13 3 £588 +19.29%
Data Modelling
England

For the 6 months to 22 November 2017, IT contractor jobs citing Data 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 South West region with a requirement for Data Modelling.

1 62 (40.79%) SQL
2 60 (39.47%) Finance
3 52 (34.21%) Data Warehouse
4 47 (30.92%) ETL
5 40 (26.32%) Business Intelligence
6 39 (25.66%) SQL Server
7 34 (22.37%) Data Analysis
7 34 (22.37%) Analytical Skills
8 33 (21.71%) Security Cleared
9 29 (19.08%) SQL Server Integration Services
10 28 (18.42%) Migration
10 28 (18.42%) XML
11 27 (17.76%) SC Cleared
12 25 (16.45%) Data Quality
13 24 (15.79%) Data Architecture
14 23 (15.13%) Data Migration
14 23 (15.13%) Agile Software Development
15 22 (14.47%) Microsoft
15 22 (14.47%) Stakeholder Management
16 18 (11.84%) Analytics
16 18 (11.84%) SDLC
17 17 (11.18%) User Acceptance Testing
18 16 (10.53%) Programme Management
18 16 (10.53%) Oracle
18 16 (10.53%) Kimball Methodology
19 15 (9.87%) Validation
19 15 (9.87%) Data Management
20 14 (9.21%) TOGAF
20 14 (9.21%) Dimensional Modelling
20 14 (9.21%) Teradata

Data Modelling
Co-occurring IT Skills in the South West 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 9 (5.92%) SAS
2 5 (3.29%) Apache Pig
3 3 (1.97%) SharePoint
4 2 (1.32%) Apache Spark
4 2 (1.32%) Confluence
Applications
1 9 (5.92%) Microsoft Excel
2 6 (3.95%) SPSS
3 5 (3.29%) Microsoft Project
4 3 (1.97%) MS Visio
5 1 (0.66%) AutoCAD
5 1 (0.66%) CATIA
5 1 (0.66%) Pro/ENGINEER
5 1 (0.66%) PTC Creo
5 1 (0.66%) Siemens NX
Business Applications
1 8 (5.26%) Dynamics CRM
2 3 (1.97%) Cognos Business Intelligence
2 3 (1.97%) OpenText Process Suite
3 1 (0.66%) SAP CRM
3 1 (0.66%) SAP Hybris
3 1 (0.66%) SAP IS-U
3 1 (0.66%) Teamcenter
Cloud Services
1 9 (5.92%) Amazon AWS
2 3 (1.97%) Cloud Computing
2 3 (1.97%) Microsoft Azure
3 2 (1.32%) SaaS
4 1 (0.66%) Google Cloud Platform
Communications & Networking
1 1 (0.66%) Internet
1 1 (0.66%) SMS
Database & Business Intelligence
1 52 (34.21%) Data Warehouse
2 39 (25.66%) SQL Server
3 29 (19.08%) SQL Server Integration Services
4 13 (8.55%) Relational Database
5 12 (7.89%) Data Mining
6 11 (7.24%) Enterprise Data Warehouse
6 11 (7.24%) Hadoop
6 11 (7.24%) Star Schema
7 9 (5.92%) Big Data
7 9 (5.92%) BusinessObjects
7 9 (5.92%) Oracle ODI
7 9 (5.92%) SQL Server Reporting Services
8 8 (5.26%) Apache Hive
8 8 (5.26%) Oracle BI EE
9 7 (4.61%) MongoDB
9 7 (4.61%) SQL Server Analysis Services
10 6 (3.95%) Power BI
11 5 (3.29%) Amazon RDS
11 5 (3.29%) NoSQL
11 5 (3.29%) SQL Server 2012
Development Applications
1 7 (4.61%) ERwin
1 7 (4.61%) Team Foundation Server
2 3 (1.97%) Subversion
3 2 (1.32%) JIRA
3 2 (1.32%) TestRail
3 2 (1.32%) Visual Studio
4 1 (0.66%) Git (software)
4 1 (0.66%) Jenkins
4 1 (0.66%) SoapUI
4 1 (0.66%) SQL Server Management Studio (SSMS)
4 1 (0.66%) XMLSpy
General
1 60 (39.47%) Finance
2 11 (7.24%) Marketing
3 8 (5.26%) Banking
3 8 (5.26%) Military
3 8 (5.26%) Telecoms
4 5 (3.29%) Electronics
4 5 (3.29%) Manufacturing
5 4 (2.63%) Investment Banking
6 3 (1.97%) Retail
7 2 (1.32%) Legal
8 1 (0.66%) Advertising
8 1 (0.66%) Aerospace
8 1 (0.66%) Automotive
8 1 (0.66%) Billing
8 1 (0.66%) General Ledger
8 1 (0.66%) Law
Job Titles
1 44 (28.95%) Developer
2 38 (25.00%) Architect
3 30 (19.74%) Analyst
4 28 (18.42%) Data Architect
5 13 (8.55%) Data Analyst
6 12 (7.89%) Designer
7 11 (7.24%) Senior Architect
7 11 (7.24%) Senior Data Architect
8 9 (5.92%) Business Intelligence Analyst
8 9 (5.92%) Business Intelligence Developer
9 8 (5.26%) SQL Developer
10 6 (3.95%) Consultant
10 6 (3.95%) ETL Developer
10 6 (3.95%) SSIS Developer
10 6 (3.95%) Technical Analyst
11 5 (3.29%) Applications Developer
11 5 (3.29%) Business Developer
11 5 (3.29%) SQL Analyst
11 5 (3.29%) SQL Data Analyst
11 5 (3.29%) SQL Server Developer
Libraries, Frameworks & Software Standards
1 28 (18.42%) XML
2 13 (8.55%) Web Services
3 11 (7.24%) WSDL
3 11 (7.24%) XSD
4 9 (5.92%) JSON
5 7 (4.61%) .NET
6 5 (3.29%) REST
6 5 (3.29%) Visualforce
6 5 (3.29%) XForms
6 5 (3.29%) XSL
7 4 (2.63%) HTML
8 3 (1.97%) Ajax
8 3 (1.97%) Boost C++ Libraries
8 3 (1.97%) DHTML
9 1 (0.66%) ActiveX
9 1 (0.66%) CSS
9 1 (0.66%) CSS3
9 1 (0.66%) HTML5
9 1 (0.66%) Kafka
9 1 (0.66%) SOAP
Miscellaneous
1 34 (22.37%) Analytical Skills
2 13 (8.55%) Management Information System
3 7 (4.61%) Data Structures
3 7 (4.61%) Reference Data
4 3 (1.97%) Algorithms
4 3 (1.97%) Computer Science
4 3 (1.97%) Greenfield Project
4 3 (1.97%) N-Tier
4 3 (1.97%) W3C
5 2 (1.32%) Data Centre
5 2 (1.32%) NHS
5 2 (1.32%) Replication
6 1 (0.66%) Hybrid Cloud
6 1 (0.66%) PMI
6 1 (0.66%) RIA
6 1 (0.66%) Social Media
6 1 (0.66%) Taxonomies
Operating Systems
1 11 (7.24%) Unix
2 4 (2.63%) Windows
3 1 (0.66%) Linux
3 1 (0.66%) Windows Server
Processes & Methodologies
1 47 (30.92%) ETL
2 40 (26.32%) Business Intelligence
3 34 (22.37%) Data Analysis
4 28 (18.42%) Migration
5 24 (15.79%) Data Architecture
6 23 (15.13%) Agile Software Development
6 23 (15.13%) Data Migration
7 22 (14.47%) Stakeholder Management
8 18 (11.84%) Analytics
8 18 (11.84%) SDLC
9 17 (11.18%) User Acceptance Testing
10 16 (10.53%) Kimball Methodology
10 16 (10.53%) Programme Management
11 15 (9.87%) Data Management
11 15 (9.87%) Validation
12 14 (9.21%) Dimensional Modelling
12 14 (9.21%) TOGAF
13 12 (7.89%) CRM
13 12 (7.89%) Integration Testing
13 12 (7.89%) Project Management
Programming Languages
1 62 (40.79%) SQL
2 9 (5.92%) JavaScript
2 9 (5.92%) Shell Script
3 8 (5.26%) C#
4 7 (4.61%) Python
5 6 (3.95%) T-SQL
5 6 (3.95%) VBA
6 5 (3.29%) Apex Code
6 5 (3.29%) C++
6 5 (3.29%) Java
6 5 (3.29%) PL/SQL
6 5 (3.29%) SOQL
6 5 (3.29%) SOSL
6 5 (3.29%) XPath
6 5 (3.29%) XQuery
7 4 (2.63%) R
8 3 (1.97%) C
8 3 (1.97%) Perl
9 2 (1.32%) CQL
9 2 (1.32%) Ruby
Qualifications
1 33 (21.71%) Security Cleared
2 27 (17.76%) SC Cleared
3 13 (8.55%) BPSS Clearance
4 10 (6.58%) Degree
5 3 (1.97%) HNC
5 3 (1.97%) HND
6 2 (1.32%) ISTQB
6 2 (1.32%) MCSA
6 2 (1.32%) MCSE
6 2 (1.32%) Microsoft Certification
7 1 (0.66%) Computer Science Degree
7 1 (0.66%) PMI Certification
7 1 (0.66%) PRINCE2 Certification
Quality Assurance & Compliance
1 25 (16.45%) Data Quality
2 7 (4.61%) PMO
3 5 (3.29%) Disclosure Scotland
3 5 (3.29%) GDPR
4 3 (1.97%) QA
System Software
1 1 (0.66%) Firmware
1 1 (0.66%) HDFS
1 1 (0.66%) ISA Server
Systems Management
1 1 (0.66%) Ambari
1 1 (0.66%) Hadoop YARN
Vendors
1 22 (14.47%) Microsoft
2 16 (10.53%) Oracle
3 14 (9.21%) Teradata
4 10 (6.58%) SAP
5 6 (3.95%) Informatica
5 6 (3.95%) Tableau
6 5 (3.29%) CA Agile Central
6 5 (3.29%) Salesforce.com
7 4 (2.63%) Cognos
8 3 (1.97%) IBM
8 3 (1.97%) Netezza
8 3 (1.97%) OpenText
9 2 (1.32%) Cloudera
9 2 (1.32%) MapR
9 2 (1.32%) Nuix
9 2 (1.32%) Splunk
10 1 (0.66%) Capita
10 1 (0.66%) Google
10 1 (0.66%) Hortonworks
10 1 (0.66%) hybris