Period
to 16 January 2019

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 16 January 2019 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
16 Jan 2019
Same period 2018 Same period 2017
Rank 103 77 103
Rank change year-on-year -26 +26 -32
Contract jobs citing Data Modelling 134 128 108
As % of all contract IT jobs advertised in the South West 2.10% 2.43% 2.03%
As % of the Processes & Methodologies category 2.45% 2.94% 2.45%
Number of daily rates quoted 106 98 73
South West median daily rate £488 £444 £488
Median daily rate % change year-on-year +9.86% -8.97% +14.71%
10th Percentile £339 £363 £318
90th Percentile £644 £580 £625
England median daily rate £500 £478 £475
% change year-on-year +4.60% +0.63% +5.56%
Number of hourly rates quoted 0 1 0
South West median hourly rate - £52.25 -
England median hourly rate £37.50 £35.55 £34.00
% change year-on-year +5.48% +4.57% -32.00%

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 5,464 4,348 4,408
As % of all contract IT jobs advertised in the South West 85.68% 82.57% 82.86%
Number of daily rates quoted 3,505 2,712 2,928
South West median daily rate £425 £400 £375
Median daily rate % change year-on-year +6.25% +6.67% -
10th Percentile £283 £253 £232
90th Percentile £588 £575 £550
England median daily rate £475 £450 £430
% change year-on-year +5.56% +4.65% +1.18%
Number of hourly rates quoted 209 177 290
South West median hourly rate £40.00 £31.00 £35.00
Median hourly rate % change year-on-year +29.03% -11.43% -8.50%
10th Percentile £13.00 £11.22 £12.00
90th Percentile £50.00 £48.75 £47.50
England median hourly rate £23.50 £23.26 £23.75
% change year-on-year +1.04% -2.07% +5.56%

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 16 January 2019.

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 16 January 2019. 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 -12 45 £450 +5.88% 6
Wiltshire -37 38 £550 +15.79% 1
Somerset +14 24 £525 +20.00% 2
Dorset +10 8 £550 +10.00% 2
Gloucestershire -21 8 £500 +17.65% 6
Devon - 3 £456 - 2
Data Modelling
England

For the 6 months to 16 January 2019, 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 61 (45.52%) SQL
2 51 (38.06%) Finance
3 49 (36.57%) Data Warehouse
4 36 (26.87%) Agile Software Development
5 35 (26.12%) Business Intelligence
6 31 (23.13%) SQL Server
7 26 (19.40%) Microsoft Azure
8 25 (18.66%) Data Quality
8 25 (18.66%) Big Data
9 24 (17.91%) Analytics
9 24 (17.91%) Enterprise Data Warehouse
10 23 (17.16%) Microsoft
11 21 (15.67%) Star Schema
12 20 (14.93%) OLAP
12 20 (14.93%) Kafka
12 20 (14.93%) Hadoop
13 19 (14.18%) Data Science
13 19 (14.18%) Power BI
14 18 (13.43%) Apache Spark
14 18 (13.43%) OLAP Cube
14 18 (13.43%) SQL Optimisation
14 18 (13.43%) Apache Hive
14 18 (13.43%) Machine Learning
14 18 (13.43%) Oozie
14 18 (13.43%) ETL
15 17 (12.69%) T-SQL
15 17 (12.69%) SQL Server Integration Services
16 16 (11.94%) Data Analysis
16 16 (11.94%) Relational Database
17 15 (11.19%) Problem-Solving

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 18 (13.43%) Apache Spark
2 9 (6.72%) SharePoint
3 5 (3.73%) Confluence
4 4 (2.99%) SAS
5 3 (2.24%) MS Exchange
6 1 (0.75%) Oracle SOA Suite
6 1 (0.75%) WebLogic
6 1 (0.75%) WebSphere
6 1 (0.75%) WebSphere Application Server
Applications
1 10 (7.46%) Microsoft Excel
2 7 (5.22%) Microsoft Office
3 1 (0.75%) Notepad++
3 1 (0.75%) SPSS
Business Applications
1 7 (5.22%) IBM Operational Decision Manager
2 1 (0.75%) Dynamics CRM
Cloud Services
1 26 (19.40%) Microsoft Azure
2 10 (7.46%) Amazon AWS
3 8 (5.97%) PaaS
4 5 (3.73%) IaaS
5 3 (2.24%) Slack
6 2 (1.49%) Dynamics 365
6 2 (1.49%) Office 365
7 1 (0.75%) Apigee
7 1 (0.75%) Azure Data Factory
7 1 (0.75%) iPaaS
7 1 (0.75%) npm
7 1 (0.75%) Trello
Communications & Networking
1 7 (5.22%) Kerberos
2 3 (2.24%) Cisco Nexus
2 3 (2.24%) OpenFlow
3 1 (0.75%) TCP/IP
Database & Business Intelligence
1 49 (36.57%) Data Warehouse
2 31 (23.13%) SQL Server
3 25 (18.66%) Big Data
4 24 (17.91%) Enterprise Data Warehouse
5 21 (15.67%) Star Schema
6 20 (14.93%) Hadoop
6 20 (14.93%) OLAP
7 19 (14.18%) Power BI
8 18 (13.43%) Apache Hive
8 18 (13.43%) OLAP Cube
9 17 (12.69%) SQL Server Integration Services
10 16 (11.94%) Relational Database
11 14 (10.45%) RDBMS
12 11 (8.21%) SQL Server Analysis Services
13 9 (6.72%) SQL Server Reporting Services
14 7 (5.22%) NoSQL
14 7 (5.22%) SQL Server 2008
15 6 (4.48%) MS Access
15 6 (4.48%) PostgreSQL
16 5 (3.73%) DB2
Development Applications
1 6 (4.48%) Git (software)
1 6 (4.48%) Jenkins
1 6 (4.48%) Team Foundation Server
2 5 (3.73%) JIRA
2 5 (3.73%) SQL Server Management Studio (SSMS)
3 4 (2.99%) ERwin
4 3 (2.24%) SonarQube
4 3 (2.24%) Sonatype Nexus
5 2 (1.49%) Visual Studio
6 1 (0.75%) webpack
General
1 51 (38.06%) Finance
2 9 (6.72%) Banking
3 6 (4.48%) Electronics
3 6 (4.48%) Manufacturing
3 6 (4.48%) Marketing
3 6 (4.48%) Telecoms
4 5 (3.73%) Retail
5 4 (2.99%) Retail Banking
6 3 (2.24%) Publishing
7 1 (0.75%) Games
7 1 (0.75%) Military
Job Titles
1 31 (23.13%) Architect
2 28 (20.90%) Developer
3 21 (15.67%) Analyst
3 21 (15.67%) Data Architect
4 20 (14.93%) Data Engineer
5 18 (13.43%) Hadoop Engineer
6 15 (11.19%) Business Analyst
7 10 (7.46%) Big Data Engineer
7 10 (7.46%) Business Intelligence Developer
8 9 (6.72%) Integration Architect
9 7 (5.22%) DBA
10 6 (4.48%) Business Intelligence Analyst
10 6 (4.48%) Data Analyst
10 6 (4.48%) Data Modeller
11 5 (3.73%) SQL DBA
11 5 (3.73%) SQL Developer
12 4 (2.99%) Business Intelligence Business Analyst
12 4 (2.99%) Consultant
12 4 (2.99%) Tableau Developer
13 3 (2.24%) Data Business Analyst
Libraries, Frameworks & Software Standards
1 20 (14.93%) Kafka
2 9 (6.72%) REST
3 8 (5.97%) SOAP
4 7 (5.22%) SAML
5 4 (2.99%) Middleware
5 4 (2.99%) XML
6 3 (2.24%) .NET
6 3 (2.24%) Web Services
7 2 (1.49%) JMS
7 2 (1.49%) Node.js
7 2 (1.49%) RESTful
8 1 (0.75%) EJB
8 1 (0.75%) HTML
8 1 (0.75%) J2EE
8 1 (0.75%) JSP
8 1 (0.75%) LDAP
8 1 (0.75%) OAuth
8 1 (0.75%) Regular Expression
8 1 (0.75%) Servlets
8 1 (0.75%) YAML
Miscellaneous
1 11 (8.21%) Analytical Skills
2 8 (5.97%) Data Structures
3 7 (5.22%) DataPower
4 5 (3.73%) Management Information System
5 3 (2.24%) Client/Server
5 3 (2.24%) Reference Data
5 3 (2.24%) Self-Motivation
6 1 (0.75%) Clustering
6 1 (0.75%) Data Centre
6 1 (0.75%) Linux Command Line
6 1 (0.75%) Mainframe
6 1 (0.75%) Replication
6 1 (0.75%) User Experience
Operating Systems
1 15 (11.19%) Linux
2 7 (5.22%) AIX
3 5 (3.73%) Unix
4 4 (2.99%) Windows
5 3 (2.24%) Windows Server
6 1 (0.75%) Mac OS
6 1 (0.75%) Windows Server 2012
Processes & Methodologies
1 36 (26.87%) Agile Software Development
2 35 (26.12%) Business Intelligence
3 24 (17.91%) Analytics
4 19 (14.18%) Data Science
5 18 (13.43%) ETL
5 18 (13.43%) Machine Learning
5 18 (13.43%) SQL Optimisation
6 16 (11.94%) Data Analysis
7 15 (11.19%) Problem-Solving
8 14 (10.45%) Logical Data Model
8 14 (10.45%) UML
9 13 (9.70%) Data Management
10 12 (8.96%) Data Governance
10 12 (8.96%) Stakeholder Management
11 11 (8.21%) Scrum
12 10 (7.46%) Data Architecture
12 10 (7.46%) Data Integration
12 10 (7.46%) Kimball Methodology
13 9 (6.72%) BPMN
13 9 (6.72%) Programme Management
Programming Languages
1 61 (45.52%) SQL
2 17 (12.69%) T-SQL
3 12 (8.96%) Java
4 8 (5.97%) Shell Script
5 7 (5.22%) Python
6 6 (4.48%) VBA
7 5 (3.73%) PL/SQL
7 5 (3.73%) PowerShell
8 4 (2.99%) Data Analysis Expressions (DAX)
9 3 (2.24%) Perl
10 2 (1.49%) C#
10 2 (1.49%) JavaScript
10 2 (1.49%) R
11 1 (0.75%) Java 8
11 1 (0.75%) VB.NET
Qualifications
1 11 (8.21%) Security Cleared
2 9 (6.72%) SC Cleared
3 6 (4.48%) Degree
4 3 (2.24%) Computer Science Degree
4 3 (2.24%) DV Cleared
5 2 (1.49%) ISEB
Quality Assurance & Compliance
1 25 (18.66%) Data Quality
2 3 (2.24%) ISO 20022
2 3 (2.24%) QA
System Software
1 3 (2.24%) KVM
1 3 (2.24%) Virtual Desktop
2 1 (0.75%) Docker
2 1 (0.75%) Virtual Machines
Systems Management
1 18 (13.43%) Oozie
2 4 (2.99%) Ansible
3 2 (1.49%) Single Sign-On
4 1 (0.75%) Kubernetes
4 1 (0.75%) Opscode Chef
4 1 (0.75%) Puppet
4 1 (0.75%) Rsyslog
Vendors
1 23 (17.16%) Microsoft
2 13 (9.70%) Oracle
3 12 (8.96%) IBM
4 9 (6.72%) SAP
5 6 (4.48%) Tableau
6 4 (2.99%) Netezza
6 4 (2.99%) Splunk
6 4 (2.99%) Teradata
7 3 (2.24%) Atlassian
7 3 (2.24%) Cisco
7 3 (2.24%) Juniper
8 2 (1.49%) Ruckus Wireless
8 2 (1.49%) Salesforce.com
9 1 (0.75%) Alteryx
9 1 (0.75%) Informatica
9 1 (0.75%) MuleSoft
9 1 (0.75%) Pega
9 1 (0.75%) Sybase
9 1 (0.75%) Talend
9 1 (0.75%) TIBCO