Period
to 17 January 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 January 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 Jan 2018
Same period 2017 Same period 2016
Rank 83 97 76
Rank change year-on-year +14 -21 -4
Contract jobs citing Data Modelling 127 113 163
As % of all contract IT jobs advertised in the South West 2.41% 2.11% 2.64%
As % of the Processes & Methodologies category 2.99% 2.61% 3.27%
Number of daily rates quoted 97 77 130
South West median daily rate £450 £488 £425
Median daily rate % change year-on-year -7.69% +14.71% -10.53%
10th Percentile £363 £322 £324
90th Percentile £581 £625 £550
England median daily rate £475 £475 £450
% change year-on-year - +5.56% -
Number of hourly rates quoted 1 0 0
South West median hourly rate £52.25 - -
England median hourly rate £35.55 £34.00 £50.00
% change year-on-year +4.57% -32.00% -25.37%

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 4,241 4,337 4,984
As % of all contract IT jobs advertised in the South West 80.46% 80.97% 80.87%
Number of daily rates quoted 2,639 2,900 3,437
South West median daily rate £400 £375 £375
Median daily rate % change year-on-year +6.67% - -1.32%
10th Percentile £263 £237 £255
90th Percentile £575 £550 £525
England median daily rate £450 £433 £425
% change year-on-year +4.05% +1.76% +6.25%
Number of hourly rates quoted 171 284 248
South West median hourly rate £31.00 £36.75 £39.00
Median hourly rate % change year-on-year -15.65% -5.77% +36.84%
10th Percentile £11.75 £12.50 £13.46
90th Percentile £48.00 £47.50 £49.43
England median hourly rate £24.00 £25.00 £23.00
% change year-on-year -4.00% +8.70% +15.00%

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 January 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 January 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 +4 48 £425 +3.03% 10
Wiltshire +5 39 £475 -7.32% 2
Gloucestershire +30 18 £425 -11.92% 10
Somerset +9 14 £438 +6.71% 3
Dorset -5 2 £500 +2.04% 3
Data Modelling
England

For the 6 months to 17 January 2018, 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 55 (43.31%) SQL
2 46 (36.22%) Finance
3 41 (32.28%) Data Warehouse
4 39 (30.71%) ETL
5 33 (25.98%) SQL Server
6 32 (25.20%) Business Intelligence
7 27 (21.26%) Analytical Skills
8 26 (20.47%) Data Analysis
9 25 (19.69%) Security Cleared
10 24 (18.90%) SQL Server Integration Services
11 23 (18.11%) SC Cleared
12 22 (17.32%) Migration
12 22 (17.32%) XML
12 22 (17.32%) Analytics
13 20 (15.75%) Agile Software Development
14 19 (14.96%) Microsoft
15 18 (14.17%) Data Migration
15 18 (14.17%) Kimball Methodology
16 17 (13.39%) User Acceptance Testing
17 16 (12.60%) Data Governance
18 15 (11.81%) Data Quality
18 15 (11.81%) Validation
19 13 (10.24%) Big Data
20 12 (9.45%) SDLC
20 12 (9.45%) Stakeholder Management
20 12 (9.45%) Programme Management
20 12 (9.45%) Integration Testing
21 11 (8.66%) Data Architecture
21 11 (8.66%) Amazon AWS
21 11 (8.66%) 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 10 (7.87%) SAS
2 5 (3.94%) Apache Pig
3 2 (1.57%) Apache Spark
3 2 (1.57%) SharePoint
4 1 (0.79%) CMS
4 1 (0.79%) Confluence
4 1 (0.79%) Umbraco
Applications
1 6 (4.72%) Microsoft Excel
2 5 (3.94%) Microsoft Project
3 3 (2.36%) SPSS
4 1 (0.79%) Microsoft Office
Business Applications
1 5 (3.94%) Dynamics CRM
2 3 (2.36%) Cognos Business Intelligence
3 1 (0.79%) OpenText Process Suite
3 1 (0.79%) Salesforce.com CRM
3 1 (0.79%) SAP CRM
3 1 (0.79%) SAP HCM
3 1 (0.79%) SAP Hybris
3 1 (0.79%) SAP IS-U
Cloud Services
1 11 (8.66%) Amazon AWS
2 5 (3.94%) Microsoft Azure
3 2 (1.57%) SaaS
4 1 (0.79%) Boomi
4 1 (0.79%) Cloud Computing
4 1 (0.79%) Google Cloud Platform
4 1 (0.79%) npm
4 1 (0.79%) SuccessFactors
Communications & Networking
1 1 (0.79%) SMS
Database & Business Intelligence
1 41 (32.28%) Data Warehouse
2 33 (25.98%) SQL Server
3 24 (18.90%) SQL Server Integration Services
4 13 (10.24%) Big Data
5 11 (8.66%) Relational Database
6 9 (7.09%) Hadoop
7 8 (6.30%) Data Mining
7 8 (6.30%) Enterprise Data Warehouse
7 8 (6.30%) Oracle ODI
8 6 (4.72%) Apache Hive
8 6 (4.72%) SQL Server Analysis Services
9 5 (3.94%) Amazon Aurora
9 5 (3.94%) Amazon RDS
9 5 (3.94%) MySQL
9 5 (3.94%) Oracle BI EE
9 5 (3.94%) Pentaho
9 5 (3.94%) PostgreSQL
9 5 (3.94%) Power BI
10 4 (3.15%) BusinessObjects
10 4 (3.15%) MS Access
Development Applications
1 6 (4.72%) Git (software)
2 5 (3.94%) Jenkins
2 5 (3.94%) Team Foundation Server
3 4 (3.15%) ERwin
3 4 (3.15%) Subversion
4 2 (1.57%) JIRA
5 1 (0.79%) git-flow
5 1 (0.79%) Grunt
5 1 (0.79%) gulp
5 1 (0.79%) SoapUI
5 1 (0.79%) Visual Studio
5 1 (0.79%) XMLSpy
General
1 46 (36.22%) Finance
2 8 (6.30%) Banking
2 8 (6.30%) Military
3 7 (5.51%) Marketing
4 6 (4.72%) Telecoms
5 3 (2.36%) Investment Banking
5 3 (2.36%) Retail
6 2 (1.57%) Electronics
6 2 (1.57%) Manufacturing
6 2 (1.57%) Retail Banking
7 1 (0.79%) Advertising
7 1 (0.79%) Billing
7 1 (0.79%) General Ledger
7 1 (0.79%) Law
Job Titles
1 45 (35.43%) Developer
2 27 (21.26%) Architect
3 24 (18.90%) Analyst
4 20 (15.75%) Data Architect
5 9 (7.09%) Business Intelligence Developer
6 8 (6.30%) Data Analyst
7 7 (5.51%) Business Analyst
7 7 (5.51%) Business Intelligence Analyst
7 7 (5.51%) Consultant
7 7 (5.51%) Data Warehouse Developer
7 7 (5.51%) SQL Developer
8 5 (3.94%) Applications Developer
8 5 (3.94%) Designer
8 5 (3.94%) Python Developer
8 5 (3.94%) SQL Analyst
8 5 (3.94%) SQL Data Analyst
8 5 (3.94%) SQL Server Developer
9 4 (3.15%) Senior Architect
9 4 (3.15%) Service Architect
9 4 (3.15%) Tableau Developer
Libraries, Frameworks & Software Standards
1 22 (17.32%) XML
2 9 (7.09%) JSON
3 8 (6.30%) .NET
4 7 (5.51%) Web Services
5 6 (4.72%) WSDL
5 6 (4.72%) XSD
6 5 (3.94%) Flask
6 5 (3.94%) Visualforce
6 5 (3.94%) XForms
6 5 (3.94%) XSL
7 3 (2.36%) Boost C++ Libraries
7 3 (2.36%) HTML
8 2 (1.57%) CSS
8 2 (1.57%) CSS3
8 2 (1.57%) HTML5
9 1 (0.79%) AngularJS
9 1 (0.79%) Kafka
9 1 (0.79%) Node.js
9 1 (0.79%) Razor View Engine
9 1 (0.79%) REST
Miscellaneous
1 27 (21.26%) Analytical Skills
2 9 (7.09%) Management Information System
3 8 (6.30%) Data Structures
4 3 (2.36%) Algorithms
5 2 (1.57%) Enterprise Software
5 2 (1.57%) Greenfield Project
5 2 (1.57%) Linked Data
5 2 (1.57%) Reference Data
6 1 (0.79%) Computer Science
6 1 (0.79%) Hybrid Cloud
6 1 (0.79%) Mobile App
6 1 (0.79%) N-Tier
6 1 (0.79%) PMI
6 1 (0.79%) RIA
6 1 (0.79%) Social Media
6 1 (0.79%) Taxonomies
6 1 (0.79%) W3C
Operating Systems
1 9 (7.09%) Unix
2 4 (3.15%) Windows
3 1 (0.79%) Linux
3 1 (0.79%) Windows Server
Processes & Methodologies
1 39 (30.71%) ETL
2 32 (25.20%) Business Intelligence
3 26 (20.47%) Data Analysis
4 22 (17.32%) Analytics
4 22 (17.32%) Migration
5 20 (15.75%) Agile Software Development
6 18 (14.17%) Data Migration
6 18 (14.17%) Kimball Methodology
7 17 (13.39%) User Acceptance Testing
8 16 (12.60%) Data Governance
9 15 (11.81%) Validation
10 12 (9.45%) Integration Testing
10 12 (9.45%) Programme Management
10 12 (9.45%) SDLC
10 12 (9.45%) Stakeholder Management
11 11 (8.66%) Data Architecture
12 10 (7.87%) CRM
12 10 (7.87%) Scrum
13 9 (7.09%) Data Cleansing
13 9 (7.09%) Dimensional Modelling
Programming Languages
1 55 (43.31%) SQL
2 11 (8.66%) Python
3 8 (6.30%) JavaScript
4 7 (5.51%) C#
4 7 (5.51%) Shell Script
5 6 (4.72%) R
5 6 (4.72%) T-SQL
5 6 (4.72%) VBA
6 5 (3.94%) Apex Code
6 5 (3.94%) C++
6 5 (3.94%) SOQL
6 5 (3.94%) SOSL
6 5 (3.94%) XPath
6 5 (3.94%) XQuery
7 4 (3.15%) C
8 3 (2.36%) Java
8 3 (2.36%) Perl
8 3 (2.36%) PL/SQL
9 2 (1.57%) Ruby
10 1 (0.79%) Scala
Qualifications
1 25 (19.69%) Security Cleared
2 23 (18.11%) SC Cleared
3 11 (8.66%) BPSS Clearance
4 6 (4.72%) Degree
5 3 (2.36%) MCSA
5 3 (2.36%) MCSE
5 3 (2.36%) Microsoft Certification
6 2 (1.57%) HNC
6 2 (1.57%) HND
7 1 (0.79%) Computer Science Degree
7 1 (0.79%) PMI Certification
7 1 (0.79%) PRINCE2 Certification
Quality Assurance & Compliance
1 15 (11.81%) Data Quality
2 6 (4.72%) PMO
3 5 (3.94%) GDPR
4 2 (1.57%) Disclosure Scotland
4 2 (1.57%) QA
5 1 (0.79%) SLA
System Software
1 1 (0.79%) Firmware
1 1 (0.79%) HDFS
1 1 (0.79%) ISA Server
Systems Management
1 1 (0.79%) Ambari
1 1 (0.79%) Hadoop YARN
Vendors
1 19 (14.96%) Microsoft
2 11 (8.66%) Oracle
2 11 (8.66%) Teradata
3 7 (5.51%) Tableau
4 6 (4.72%) Salesforce.com
4 6 (4.72%) SAP
5 5 (3.94%) CA Agile Central
5 5 (3.94%) Informatica
6 4 (3.15%) Cognos
7 3 (2.36%) IBM
8 2 (1.57%) Netezza
9 1 (0.79%) Ab Initio
9 1 (0.79%) Capita
9 1 (0.79%) Dell
9 1 (0.79%) Google
9 1 (0.79%) Hortonworks
9 1 (0.79%) hybris
9 1 (0.79%) MuleSoft
9 1 (0.79%) OpenText
9 1 (0.79%) Talend