Period
to 10 July 2020

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 10 July 2020 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
10 Jul 2020
Same period 2019 Same period 2018
Rank 77 130 103
Rank change year-on-year +53 -27 -22
Contract jobs citing Data Modelling 74 107 112
As % of all contract jobs advertised in the South West 2.48% 1.71% 2.10%
As % of the Processes & Methodologies category 2.90% 2.01% 2.50%
Number of daily rates quoted 47 85 90
Median daily rate £525 £463 £450
Median daily rate % change year-on-year +13.51% +2.78% -
10th Percentile £420 £369 £331
90th Percentile £638 £700 £538
England median daily rate £500 £500 £500
Number of hourly rates quoted 5 0 0
Median hourly rate £35.00 - -
England median hourly rate £35.00 £35.00 £20.00
% change year-on-year - +75.00% -14.89%

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 2,548 5,332 4,488
As % of all contract IT jobs advertised in the South West 85.45% 85.24% 84.35%
Number of daily rates quoted 1,576 3,398 2,722
Median daily rate £475 £450 £413
Median daily rate % change year-on-year +5.56% +9.09% +6.45%
10th Percentile £306 £288 £263
90th Percentile £631 £625 £563
England median daily rate £480 £475 £463
% change year-on-year +1.05% +2.70% +2.78%
Number of hourly rates quoted 132 308 223
Median hourly rate £35.00 £42.50 £39.00
Median hourly rate % change year-on-year -17.65% +8.97% -2.50%
10th Percentile £15.06 £13.18 £12.30
90th Percentile £50.00 £52.50 £48.75
Median hourly rate £31.94 £24.91 £22.00
% change year-on-year +28.22% +13.23% -12.00%

Data Modelling
Job Vacancy Trend in the South West

Job postings citing Data Modelling as a proportion 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

3-month moving average daily rate quoted in jobs citing Data Modelling in the South West.

Daily rate trend for Data Modelling in the South West

Data Modelling
Daily Rate Histogram in the South West

Daily rate distribution for jobs citing Data Modelling in the South West over the 6 months to 10 July 2020.

Daily rate histogram for Data Modelling in the South West

Data Modelling
Contractor Hourly Rate Trend in the South West

3-month moving average hourly rates quoted in jobs citing Data Modelling in the South West.

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 10 July 2020. 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 +23 33 £545 +28.24% 4
Wiltshire +37 18 £542 +20.44% 3
Somerset +2 9 £288 -60.34%
Gloucestershire +33 5 £513 +7.89%
Dorset +13 4 £475 - 1
Data Modelling
England

For the 6 months to 10 July 2020, 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 28 (37.84%) Security Cleared
2 26 (35.14%) SQL
3 22 (29.73%) SC Cleared
4 19 (25.68%) Agile Software Development
4 19 (25.68%) Oracle
5 18 (24.32%) Finance
5 18 (24.32%) Data Architecture
6 13 (17.57%) Business Intelligence
7 12 (16.22%) Stakeholder Management
7 12 (16.22%) Big Data
8 11 (14.86%) Data Governance
8 11 (14.86%) Azure
8 11 (14.86%) Analytics
8 11 (14.86%) Oracle Database
8 11 (14.86%) Hadoop
8 11 (14.86%) Migration
8 11 (14.86%) Scrum
8 11 (14.86%) Data Warehouse
8 11 (14.86%) Microsoft
8 11 (14.86%) Java
8 11 (14.86%) Public Sector
9 10 (13.51%) ETL
9 10 (13.51%) Oracle EBS
10 9 (12.16%) Oracle Payroll
10 9 (12.16%) Toad
10 9 (12.16%) Oracle Discoverer
10 9 (12.16%) SQL Server
10 9 (12.16%) Unix
10 9 (12.16%) Oracle Forms
10 9 (12.16%) Oracle APEX

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 8 (10.81%) Apache Spark
2 7 (9.46%) Apache
3 4 (5.41%) SharePoint
4 3 (4.05%) BizTalk Server
4 3 (4.05%) Confluence
5 2 (2.70%) Oracle SOA Suite
6 1 (1.35%) Tomcat
Applications
1 2 (2.70%) Microsoft Excel
1 2 (2.70%) MS Visio
2 1 (1.35%) Microsoft Office
Business Applications
1 10 (13.51%) Oracle EBS
2 9 (12.16%) Oracle Payroll
3 2 (2.70%) Oracle Applications
3 2 (2.70%) Oracle BPM
3 2 (2.70%) Oracle ERP
3 2 (2.70%) Siebel CRM
4 1 (1.35%) Dynamics CRM
4 1 (1.35%) Sparx Enterprise Architect
Cloud Services
1 11 (14.86%) Azure
2 5 (6.76%) Office 365
3 4 (5.41%) AWS
4 3 (4.05%) Logic Apps
4 3 (4.05%) Power Automate
4 3 (4.05%) Power Platform
5 2 (2.70%) IaaS
5 2 (2.70%) PaaS
5 2 (2.70%) SaaS
6 1 (1.35%) Azure Data Factory
6 1 (1.35%) Dynamics 365
6 1 (1.35%) Force.com
6 1 (1.35%) GitHub
6 1 (1.35%) Salesforce Sales Cloud
6 1 (1.35%) Salesforce Service Cloud
Communications & Networking
1 2 (2.70%) DNS
1 2 (2.70%) SMTP
1 2 (2.70%) SNMP
1 2 (2.70%) VLAN
2 1 (1.35%) HTTP
2 1 (1.35%) Skype
Database & Business Intelligence
1 12 (16.22%) Big Data
2 11 (14.86%) Data Warehouse
2 11 (14.86%) Hadoop
2 11 (14.86%) Oracle Database
3 9 (12.16%) Oracle Discoverer
3 9 (12.16%) SQL Server
4 8 (10.81%) Apache Hive
4 8 (10.81%) Data Lake
5 6 (8.11%) HBase
5 6 (8.11%) Relational Database
6 3 (4.05%) PostgreSQL
6 3 (4.05%) Power BI
7 2 (2.70%) Impala
7 2 (2.70%) MySQL
7 2 (2.70%) OLTP
7 2 (2.70%) Oracle Database 10g
7 2 (2.70%) Oracle Database 11g
7 2 (2.70%) Oracle Database 12c
7 2 (2.70%) Oracle Reports
7 2 (2.70%) Spatial Data
Development Applications
1 9 (12.16%) Oracle APEX
1 9 (12.16%) Oracle Forms
1 9 (12.16%) Toad
2 8 (10.81%) Git (software)
3 6 (8.11%) IBM UrbanCode
3 6 (8.11%) Jenkins
3 6 (8.11%) JIRA
3 6 (8.11%) Maven
3 6 (8.11%) Sonatype Nexus
4 3 (4.05%) ERwin
5 2 (2.70%) Ant
6 1 (1.35%) Bitbucket
6 1 (1.35%) HP UFT
6 1 (1.35%) Selenium
General
1 18 (24.32%) Finance
2 11 (14.86%) Public Sector
3 5 (6.76%) Banking
4 3 (4.05%) Marketing
5 2 (2.70%) Electronics
5 2 (2.70%) German Language
5 2 (2.70%) Legal
5 2 (2.70%) Manufacturing
5 2 (2.70%) Telecoms
6 1 (1.35%) Financial Institution
6 1 (1.35%) Law
Job Titles
1 23 (31.08%) Architect
2 21 (28.38%) Data Architect
3 14 (18.92%) Developer
4 10 (13.51%) Consultant
4 10 (13.51%) Data Engineer
5 8 (10.81%) Big Data Engineer
6 7 (9.46%) Analyst
7 5 (6.76%) Business Analyst
7 5 (6.76%) SQL Developer
8 4 (5.41%) Business Intelligence Developer
8 4 (5.41%) Data Modeller
8 4 (5.41%) Oracle Consultant
8 4 (5.41%) Oracle Developer
8 4 (5.41%) Oracle Payroll Consultant
8 4 (5.41%) Payroll Consultant
9 3 (4.05%) Oracle Specialist
10 2 (2.70%) Data Migration Lead
10 2 (2.70%) Hadoop Engineer
10 2 (2.70%) SC Cleared Business Analyst
10 2 (2.70%) SQL BI Developer
Libraries, Frameworks & Software Standards
1 6 (8.11%) .NET
1 6 (8.11%) Kafka
2 3 (4.05%) .NET Core
2 3 (4.05%) Middleware
2 3 (4.05%) SOAP
3 2 (2.70%) 802.1X
3 2 (2.70%) Ajax
3 2 (2.70%) Hibernate
3 2 (2.70%) J2EE
3 2 (2.70%) JSON
3 2 (2.70%) OpenID
3 2 (2.70%) REST
3 2 (2.70%) SailPoint
3 2 (2.70%) SAML
3 2 (2.70%) Spring
3 2 (2.70%) Web Services
3 2 (2.70%) XML
3 2 (2.70%) XML Schema
3 2 (2.70%) XSL
3 2 (2.70%) XSLT
Miscellaneous
1 7 (9.46%) Analytical Skills
1 7 (9.46%) Management Information System
2 4 (5.41%) Data Structures
3 2 (2.70%) Private Cloud
3 2 (2.70%) Reference Data
4 1 (1.35%) Algorithms
4 1 (1.35%) Mainframe
4 1 (1.35%) Taxonomies
4 1 (1.35%) User Experience
4 1 (1.35%) Wiki
Operating Systems
1 9 (12.16%) Unix
2 2 (2.70%) Linux
2 2 (2.70%) Oracle Linux
2 2 (2.70%) VMS
Processes & Methodologies
1 19 (25.68%) Agile Software Development
2 18 (24.32%) Data Architecture
3 13 (17.57%) Business Intelligence
4 12 (16.22%) Stakeholder Management
5 11 (14.86%) Analytics
5 11 (14.86%) Data Governance
5 11 (14.86%) Migration
5 11 (14.86%) Scrum
6 10 (13.51%) ETL
7 9 (12.16%) Project Delivery
8 8 (10.81%) BDD
8 8 (10.81%) Continuous Integration
8 8 (10.81%) Metadata Management
8 8 (10.81%) Software Engineering
8 8 (10.81%) TDD
9 7 (9.46%) Data Analysis
10 6 (8.11%) Computer Science
10 6 (8.11%) Data Management
10 6 (8.11%) Data Migration
10 6 (8.11%) Functional Programming
Programming Languages
1 26 (35.14%) SQL
2 11 (14.86%) Java
3 8 (10.81%) Scala
4 5 (6.76%) C
4 5 (6.76%) C#
5 4 (5.41%) Python
6 3 (4.05%) VBA
7 2 (2.70%) AWK
7 2 (2.70%) Bash Shell
7 2 (2.70%) JavaScript
7 2 (2.70%) Jython
7 2 (2.70%) Perl
7 2 (2.70%) sed
7 2 (2.70%) T-SQL
7 2 (2.70%) VB
7 2 (2.70%) VB6
7 2 (2.70%) WebLogic Scripting Tool
8 1 (1.35%) PL/SQL
8 1 (1.35%) Shell Script
Qualifications
1 28 (37.84%) Security Cleared
2 22 (29.73%) SC Cleared
3 7 (9.46%) Degree
4 6 (8.11%) Computer Science Degree
5 3 (4.05%) DBS Check
5 3 (4.05%) DV Cleared
Quality Assurance & Compliance
1 3 (4.05%) GDPR
2 1 (1.35%) COSO
2 1 (1.35%) Disclosure Scotland
2 1 (1.35%) ISO/IEC 27001
System Software
1 8 (10.81%) HDFS
2 2 (2.70%) NFS
Systems Management
1 6 (8.11%) Hadoop YARN
2 2 (2.70%) Ansible
2 2 (2.70%) Cisco CUCM
2 2 (2.70%) Data Guard
2 2 (2.70%) NetIQ Identity Manager
2 2 (2.70%) Oracle ZFS
2 2 (2.70%) Single Sign-On
3 1 (1.35%) MOM
Vendors
1 19 (25.68%) Oracle
2 11 (14.86%) Microsoft
3 6 (8.11%) Hortonworks
4 4 (5.41%) SAP
5 3 (4.05%) Salesforce.com
6 2 (2.70%) Atlassian
6 2 (2.70%) Cisco
6 2 (2.70%) Cloudera
6 2 (2.70%) Dell
6 2 (2.70%) ForgeRock
6 2 (2.70%) Informatica
6 2 (2.70%) MuleSoft
6 2 (2.70%) NetApp
6 2 (2.70%) NetIQ
6 2 (2.70%) Okta
6 2 (2.70%) Siebel
6 2 (2.70%) Talend
7 1 (1.35%) BiZZdesign
7 1 (1.35%) Databricks
7 1 (1.35%) Sparx