Period
to 17 July 2018

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 17 July 2018 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
17 Jul 2018
Same period 2017 Same period 2016
Rank 94 82 125
Rank change year-on-year -12 +43 -41
Contract jobs citing Data Modelling 115 130 89
As % of all contract IT jobs advertised in the South West 2.17% 2.36% 1.47%
As % of the Processes & Methodologies category 2.60% 2.84% 1.81%
Number of daily rates quoted 91 79 61
South West median daily rate £450 £425 £450
Median daily rate % change year-on-year +5.88% -5.56% -
10th Percentile £334 £303 £306
90th Percentile £538 £581 £800
England median daily rate £500 £475 £463
% change year-on-year +5.26% +2.70% +2.78%
Number of hourly rates quoted 0 1 0
South West median hourly rate - £35.00 -
England median hourly rate £20.00 £25.24 £43.57
% change year-on-year -20.77% -42.06% +8.93%

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 4,424 4,579 4,909
As % of all contract IT jobs advertised in the South West 83.33% 83.15% 80.85%
Number of daily rates quoted 2,677 2,943 3,227
South West median daily rate £413 £390 £375
Median daily rate % change year-on-year +5.77% +4.00% -
10th Percentile £268 £250 £255
90th Percentile £563 £538 £550
England median daily rate £463 £450 £425
% change year-on-year +2.78% +5.88% +4.94%
Number of hourly rates quoted 226 206 251
South West median hourly rate £40.00 £40.00 £39.50
Median hourly rate % change year-on-year - +1.27% +12.86%
10th Percentile £12.38 £13.25 £13.00
90th Percentile £50.00 £52.50 £51.50
England median hourly rate £22.25 £25.00 £24.00
% change year-on-year -11.01% +4.17% +11.63%

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 17 July 2018.

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
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 17 July 2018. 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 -1 39 £438 +9.38% 9
Wiltshire +1 29 £513 +2.50% 3
Gloucestershire +15 24 £525 +23.53% 9
Devon +9 11 £373 +10.21% 1
Dorset -7 5 £450 -11.98% 6
Somerset 0 4 £525 +50.00%
Data Modelling
England

For the 6 months to 17 July 2018, IT contractor jobs citing Data Modelling also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all contract job ads across the South West region with a requirement for Data Modelling.

1 57 (49.57%) Agile Software Development
2 56 (48.70%) SQL
3 49 (42.61%) Finance
4 46 (40.00%) Data Warehouse
5 32 (27.83%) Business Intelligence
6 30 (26.09%) Logical Data Model
7 27 (23.48%) ERwin
8 25 (21.74%) Microsoft
8 25 (21.74%) ETL
8 25 (21.74%) Data Architecture
9 23 (20.00%) Physical Data Model
9 23 (20.00%) Analytical Skills
10 22 (19.13%) SQL Server Integration Services
11 20 (17.39%) SQL Server
12 19 (16.52%) Microsoft Azure
13 17 (14.78%) Waterfall
13 17 (14.78%) Analytics
13 17 (14.78%) Conceptual Models
14 16 (13.91%) Power BI
15 15 (13.04%) Scrum
15 15 (13.04%) Data Analysis
15 15 (13.04%) Master Data Management
15 15 (13.04%) User Stories
16 14 (12.17%) T-SQL
17 13 (11.30%) Oracle
17 13 (11.30%) Banking
17 13 (11.30%) Big Data
17 13 (11.30%) Problem-Solving
18 12 (10.43%) Relational Database
18 12 (10.43%) Dimensional Modelling

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 7 (6.09%) Confluence
2 6 (5.22%) SharePoint
3 5 (4.35%) SAS
4 4 (3.48%) Apache Spark
5 3 (2.61%) MS Exchange
Applications
1 9 (7.83%) Microsoft Excel
2 2 (1.74%) Microsoft Office
3 1 (0.87%) Microsoft PowerPoint
3 1 (0.87%) Microsoft Project
Business Applications
1 2 (1.74%) SAP MDG
1 2 (1.74%) Teamcenter
2 1 (0.87%) Dynamics CRM
2 1 (0.87%) SAP MDG-S
Cloud Services
1 19 (16.52%) Microsoft Azure
2 4 (3.48%) PaaS
3 3 (2.61%) Slack
4 2 (1.74%) Azure Data Factory
5 1 (0.87%) Amazon AWS
5 1 (0.87%) Dynamics 365
5 1 (0.87%) Office 365
Communications & Networking
1 1 (0.87%) Internet
1 1 (0.87%) TCP/IP
Database & Business Intelligence
1 46 (40.00%) Data Warehouse
2 22 (19.13%) SQL Server Integration Services
3 20 (17.39%) SQL Server
4 16 (13.91%) Power BI
5 13 (11.30%) Big Data
6 12 (10.43%) Relational Database
7 11 (9.57%) Hadoop
8 9 (7.83%) Enterprise Data Warehouse
8 9 (7.83%) SQL Server Reporting Services
9 7 (6.09%) SQL Server Analysis Services
10 6 (5.22%) DataStage
10 6 (5.22%) IBM InfoSphere
10 6 (5.22%) NoSQL
10 6 (5.22%) Star Schema
11 5 (4.35%) Oracle ODI
12 4 (3.48%) OLAP
12 4 (3.48%) RDBMS
13 3 (2.61%) BusinessObjects
13 3 (2.61%) DB2
13 3 (2.61%) MySQL
Development Applications
1 27 (23.48%) ERwin
2 9 (7.83%) JIRA
3 4 (3.48%) Git (software)
3 4 (3.48%) Jenkins
4 2 (1.74%) SQL Server Management Studio (SSMS)
4 2 (1.74%) Team Foundation Server
4 2 (1.74%) Visual Studio
5 1 (0.87%) SonarQube
General
1 49 (42.61%) Finance
2 13 (11.30%) Banking
3 4 (3.48%) Retail
4 3 (2.61%) Retail Banking
5 1 (0.87%) Corporate Banking
Job Titles
1 30 (26.09%) Developer
2 29 (25.22%) Analyst
2 29 (25.22%) Architect
3 25 (21.74%) Data Architect
4 16 (13.91%) Data Analyst
5 13 (11.30%) Data Modeller
6 10 (8.70%) Business Analyst
7 9 (7.83%) ETL Developer
8 8 (6.96%) Data Warehouse Developer
9 6 (5.22%) Business Intelligence Analyst
9 6 (5.22%) Business Intelligence Developer
9 6 (5.22%) Consultant
10 5 (4.35%) Data Engineer
10 5 (4.35%) Senior Analyst
10 5 (4.35%) Senior Data Analyst
11 4 (3.48%) DBA
11 4 (3.48%) JavaScript Developer
11 4 (3.48%) SQL Developer
12 3 (2.61%) SQL DBA
12 3 (2.61%) SQL Server Developer
Libraries, Frameworks & Software Standards
1 5 (4.35%) HTML
2 4 (3.48%) CSS
2 4 (3.48%) Kafka
2 4 (3.48%) XML
3 3 (2.61%) .NET
3 3 (2.61%) D3.js
3 3 (2.61%) Node.js
3 3 (2.61%) React
4 2 (1.74%) .NET Framework
4 2 (1.74%) Web Services
5 1 (0.87%) Ajax
5 1 (0.87%) Flask
5 1 (0.87%) Regular Expression
5 1 (0.87%) REST
5 1 (0.87%) SOAP
5 1 (0.87%) XHTML
5 1 (0.87%) XML Schema
Miscellaneous
1 23 (20.00%) Analytical Skills
2 7 (6.09%) Greenfield Project
3 4 (3.48%) Linked Data
4 3 (2.61%) Client/Server
4 3 (2.61%) Data Structures
5 2 (1.74%) Management Information System
6 1 (0.87%) Linux Command Line
6 1 (0.87%) Reference Data
Operating Systems
1 12 (10.43%) Linux
1 12 (10.43%) Unix
2 4 (3.48%) Windows
3 2 (1.74%) Windows Server
Processes & Methodologies
1 57 (49.57%) Agile Software Development
2 32 (27.83%) Business Intelligence
3 30 (26.09%) Logical Data Model
4 25 (21.74%) Data Architecture
4 25 (21.74%) ETL
5 23 (20.00%) Physical Data Model
6 17 (14.78%) Analytics
6 17 (14.78%) Conceptual Models
6 17 (14.78%) Waterfall
7 15 (13.04%) Data Analysis
7 15 (13.04%) Master Data Management
7 15 (13.04%) Scrum
7 15 (13.04%) User Stories
8 13 (11.30%) Problem-Solving
9 12 (10.43%) Dimensional Modelling
9 12 (10.43%) Migration
10 11 (9.57%) Kimball Methodology
10 11 (9.57%) SDLC
11 10 (8.70%) Data Migration
11 10 (8.70%) Data Virtualisation
Programming Languages
1 56 (48.70%) SQL
2 14 (12.17%) T-SQL
3 11 (9.57%) Shell Script
4 6 (5.22%) PL/SQL
5 5 (4.35%) Java
5 5 (4.35%) JavaScript
5 5 (4.35%) Python
6 3 (2.61%) Perl
6 3 (2.61%) VBA
7 2 (1.74%) C#
7 2 (1.74%) VB.NET
8 1 (0.87%) Bash Shell
8 1 (0.87%) C
8 1 (0.87%) Korn
8 1 (0.87%) PowerShell
8 1 (0.87%) R
Qualifications
1 11 (9.57%) Security Cleared
2 8 (6.96%) SC Cleared
3 5 (4.35%) Degree
4 4 (3.48%) ISEB
5 2 (1.74%) Numerate Degree
6 1 (0.87%) BC Cleared
6 1 (0.87%) BPSS Clearance
6 1 (0.87%) DBS Check
6 1 (0.87%) DV Cleared
Quality Assurance & Compliance
1 9 (7.83%) Data Quality
2 4 (3.48%) QA
3 1 (0.87%) Disclosure Scotland
3 1 (0.87%) GDPR
System Software
1 3 (2.61%) Virtual Desktop
Systems Management
1 4 (3.48%) Ansible
2 3 (2.61%) Oozie
3 1 (0.87%) Rsyslog
Vendors
1 25 (21.74%) Microsoft
2 13 (11.30%) Oracle
3 12 (10.43%) Teradata
4 8 (6.96%) IBM
5 6 (5.22%) Tableau
6 5 (4.35%) Talend
7 4 (3.48%) Salesforce.com
7 4 (3.48%) Splunk
8 3 (2.61%) Cognos
8 3 (2.61%) Hortonworks
8 3 (2.61%) Netezza
9 2 (1.74%) SAP
10 1 (0.87%) Cloudera
10 1 (0.87%) Hitachi
10 1 (0.87%) Informatica