Period
to 26 July 2017

The following table provides summary statistics for contract job vacancies advertised in the North 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 26 July 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 > North West
6 months to
26 Jul 2017
Same period 2016 Same period 2015
Rank 66 93 100
Rank change year-on-year +27 +7 -22
Contract jobs citing Data Modelling 161 156 147
As % of all contract IT jobs advertised in the North West 2.83% 2.04% 1.92%
As % of the Processes & Methodologies category 3.47% 2.48% 2.42%
Number of daily rates quoted 113 101 117
North West median daily rate £425 £425 £475
Median daily rate % change year-on-year - -10.53% +21.79%
10th Percentile £308 £313 £325
90th Percentile £615 £538 £638
England median daily rate £488 £463 £450
% change year-on-year +5.41% +2.78% -
Number of hourly rates quoted 1 0 4
North West median hourly rate £21.00 - £41.75
10th Percentile £19.00 - £31.95
90th Percentile £23.00 - £51.75
England median hourly rate £24.49 £43.57 £44.75
% change year-on-year -43.80% -2.64% +117.34%

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

Contract Process & Methodology Skills
North West
Contract job vacancies with a requirement for process and methodology skills 4644 6298 6082
As % of all contract IT job vacancies advertised in the North West 81.67% 82.18% 79.56%
Number of daily rates quoted 2860 3896 3443
North West median daily rate £400 £400 £385
Median daily rate % change year-on-year - +3.90% +10.00%
10th Percentile £263 £263 £256
90th Percentile £538 £550 £556
England median daily rate £450 £425 £407
% change year-on-year +5.88% +4.42% +1.75%
Number of hourly rates quoted 212 204 272
North West median hourly rate £35.00 £29.25 £27.50
Median hourly rate % change year-on-year +19.66% +6.36% +23.94%
10th Percentile £11.75 £12.75 £12.00
90th Percentile £51.69 £52.48 £57.50
England median hourly rate £25.00 £25.00 £22.00
% change year-on-year - +13.64% +7.08%

Data Modelling
Job Vacancy Trend in the North West

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

Job vacancy trend for Data Modelling in the North West

Data Modelling
Contractor Daily Rate Trend in the North West

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

Contractor daily rate trend for Data Modelling in the North West

Data Modelling
Contractor Daily Rate Histogram in the North West

The daily rate distribution of IT jobs citing Data Modelling in the North West over the 6 months to 26 July 2017.

Contractor daily rate histogram for Data Modelling in the North West

Data Modelling
Contractor Hourly Rate Trend in the North West

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

Contractor hourly rate trend for Data Modelling in the North West

Data Modelling
Contract Job Locations in the North 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 North West region over the 6 months to 26 July 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
Manchester +44 82 £425 - 5
Cheshire +3 26 £410 -3.53% 8
Merseyside -1 22 £481 +26.23% 1
Lancashire +13 11 £425 -5.56%
Cumbria - 5 £575 -
Data Modelling
England

For the 6 months to 26 July 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 North West region with a requirement for Data Modelling.

1 77 (47.83%) SQL
2 57 (35.40%) Finance
3 48 (29.81%) Agile Software Development
4 43 (26.71%) Oracle
5 41 (25.47%) Business Intelligence
6 34 (21.12%) Data Warehouse
7 33 (20.50%) Analytical Skills
8 32 (19.88%) SQL Server
9 28 (17.39%) Java
9 28 (17.39%) ETL
10 27 (16.77%) Retail
11 25 (15.53%) JavaScript
12 24 (14.91%) Data Analysis
13 20 (12.42%) SAP
13 20 (12.42%) Data Management
13 20 (12.42%) Logical Data Model
13 20 (12.42%) Analytics
14 19 (11.80%) Spring
14 19 (11.80%) Test Automation
14 19 (11.80%) Hibernate
14 19 (11.80%) Scrum
15 18 (11.18%) Migration
15 18 (11.18%) ERwin
15 18 (11.18%) Data Architecture
15 18 (11.18%) Unit Testing
15 18 (11.18%) SQL Server Integration Services
15 18 (11.18%) TDD
16 17 (10.56%) Banking
16 17 (10.56%) JPA
16 17 (10.56%) CSS

Data Modelling
Co-occurring IT Skills in the North 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 12 (7.45%) SAS
2 8 (4.97%) Umbraco
3 7 (4.35%) Confluence
4 6 (3.73%) CMS
5 3 (1.86%) Apache Spark
6 2 (1.24%) IIS
6 2 (1.24%) SharePoint
6 2 (1.24%) Tomcat
7 1 (0.62%) EPiServer
Applications
1 12 (7.45%) Microsoft Excel
2 8 (4.97%) Microsoft Office
3 3 (1.86%) MS Visio
Business Applications
1 3 (1.86%) Dynamics AX
1 3 (1.86%) Oracle Applications
2 2 (1.24%) Oracle BPM
2 2 (1.24%) SAP S/4HANA
3 1 (0.62%) Cognos Business Intelligence
3 1 (0.62%) Cognos TM1
3 1 (0.62%) Dynamics CRM
3 1 (0.62%) Oracle Retail
3 1 (0.62%) SAP MDG
3 1 (0.62%) SAP Retail
Cloud Services
1 11 (6.83%) Amazon AWS
2 4 (2.48%) AWS Elastic Beanstalk
3 3 (1.86%) IBM Cloud
3 3 (1.86%) SoftLayer
4 2 (1.24%) Amazon S3
4 2 (1.24%) Microsoft Azure
5 1 (0.62%) Trello
Communications & Networking
1 2 (1.24%) HTTP
1 2 (1.24%) Skype
1 2 (1.24%) SSL
2 1 (0.62%) Network Security
Database & Business Intelligence
1 34 (21.12%) Data Warehouse
2 32 (19.88%) SQL Server
3 18 (11.18%) SQL Server Integration Services
4 17 (10.56%) Relational Database
5 15 (9.32%) BusinessObjects
5 15 (9.32%) MySQL
6 13 (8.07%) RDBMS
7 9 (5.59%) SAP Data Services
7 9 (5.59%) SQL Server Reporting Services
8 8 (4.97%) Big Data
8 8 (4.97%) BusinessObjects Web Intelligence
8 8 (4.97%) Data Mining
8 8 (4.97%) Hadoop
8 8 (4.97%) SQL Server Analysis Services
9 7 (4.35%) Oracle Reports
9 7 (4.35%) SAP HANA
10 6 (3.73%) BusinessObjects Business Intelligence
10 6 (3.73%) DB2
10 6 (3.73%) QlikView
11 5 (3.11%) Oracle BI EE
Development Applications
1 18 (11.18%) ERwin
2 17 (10.56%) JUnit
3 15 (9.32%) JIRA
4 12 (7.45%) Git (software)
5 11 (6.83%) Jenkins
6 10 (6.21%) Team Foundation Server
7 9 (5.59%) Eclipse
8 7 (4.35%) Gradle
8 7 (4.35%) JProfiler
8 7 (4.35%) SonarQube
9 5 (3.11%) IntelliJ
9 5 (3.11%) Maven
10 4 (2.48%) gulp
10 4 (2.48%) Mocha
11 3 (1.86%) Talend Open Studio
12 2 (1.24%) Oracle Forms
12 2 (1.24%) Visual Studio
13 1 (0.62%) Bitbucket
General
1 57 (35.40%) Finance
2 27 (16.77%) Retail
3 17 (10.56%) Banking
4 4 (2.48%) Pharmaceutical
5 3 (1.86%) Marketing
6 2 (1.24%) Financial Institution
7 1 (0.62%) Advertising
7 1 (0.62%) Aerospace
7 1 (0.62%) Games
7 1 (0.62%) Military
Job Titles
1 63 (39.13%) Developer
2 32 (19.88%) Analyst
3 22 (13.66%) Architect
3 22 (13.66%) Data Architect
4 21 (13.04%) Java Developer
5 16 (9.94%) Data Analyst
6 12 (7.45%) Business Analyst
6 12 (7.45%) Data Modeller
7 11 (6.83%) Consultant
8 10 (6.21%) Business Intelligence Developer
8 10 (6.21%) Senior Developer
8 10 (6.21%) SQL Developer
9 7 (4.35%) SAP Developer
9 7 (4.35%) SQL BI Developer
9 7 (4.35%) Technical Developer
10 6 (3.73%) Administrator
11 5 (3.11%) Designer
11 5 (3.11%) SAP Consultant
11 5 (3.11%) Senior SQL Developer
11 5 (3.11%) Technical Designer
Libraries, Frameworks & Software Standards
1 19 (11.80%) Hibernate
1 19 (11.80%) Spring
2 17 (10.56%) .NET
2 17 (10.56%) CSS
2 17 (10.56%) J2EE
2 17 (10.56%) JPA
3 16 (9.94%) HTML
3 16 (9.94%) SOAP
4 14 (8.70%) REST
4 14 (8.70%) Web Services
5 13 (8.07%) Java EE
5 13 (8.07%) jQuery
6 12 (7.45%) HTML5
7 11 (6.83%) Spring Boot
8 9 (5.59%) ASP.NET
8 9 (5.59%) ASP.NET Web API
8 9 (5.59%) XML
9 7 (4.35%) AngularJS
9 7 (4.35%) CSS3
10 6 (3.73%) XSLT
Miscellaneous
1 33 (20.50%) Analytical Skills
2 12 (7.45%) Management Information System
3 9 (5.59%) Data Structures
4 8 (4.97%) User Experience
5 4 (2.48%) Greenfield Project
6 3 (1.86%) Enterprise Software
6 3 (1.86%) Replication
7 2 (1.24%) FMCG
7 2 (1.24%) Learning Management System
8 1 (0.62%) Algorithms
8 1 (0.62%) Clustering
8 1 (0.62%) Computer Science
8 1 (0.62%) Reference Data
Operating Systems
1 8 (4.97%) Unix
2 4 (2.48%) Linux
3 2 (1.24%) Solaris
4 1 (0.62%) Android
4 1 (0.62%) Apple iOS
Processes & Methodologies
1 48 (29.81%) Agile Software Development
2 41 (25.47%) Business Intelligence
3 28 (17.39%) ETL
4 24 (14.91%) Data Analysis
5 20 (12.42%) Analytics
5 20 (12.42%) Data Management
5 20 (12.42%) Logical Data Model
6 19 (11.80%) Scrum
6 19 (11.80%) Test Automation
7 18 (11.18%) Data Architecture
7 18 (11.18%) Migration
7 18 (11.18%) TDD
7 18 (11.18%) Unit Testing
8 17 (10.56%) OO
9 16 (9.94%) Data Migration
10 14 (8.70%) Project Management
11 13 (8.07%) Data Governance
11 13 (8.07%) MVC
11 13 (8.07%) Stakeholder Management
12 12 (7.45%) Data Integration
Programming Languages
1 77 (47.83%) SQL
2 28 (17.39%) Java
3 25 (15.53%) JavaScript
4 15 (9.32%) T-SQL
5 9 (5.59%) C#
6 7 (4.35%) Python
7 6 (3.73%) PL/SQL
8 4 (2.48%) ECMAScript
8 4 (2.48%) ES6
8 4 (2.48%) Shell Script
9 2 (1.24%) C
9 2 (1.24%) R
9 2 (1.24%) VB
Qualifications
1 9 (5.59%) Degree
2 8 (4.97%) SC Cleared
2 8 (4.97%) Security Cleared
3 4 (2.48%) OCPJP
4 3 (1.86%) DV Cleared
5 1 (0.62%) AAT
5 1 (0.62%) ACCA
5 1 (0.62%) CIMA
5 1 (0.62%) ISEB
Quality Assurance & Compliance
1 9 (5.59%) Data Quality
2 6 (3.73%) QA
3 2 (1.24%) GDPR
System Software
1 1 (0.62%) Tivoli Workload Scheduler
Systems Management
1 1 (0.62%) AirWatch
1 1 (0.62%) Oracle EDQ
1 1 (0.62%) Tivoli
Vendors
1 43 (26.71%) Oracle
2 20 (12.42%) SAP
3 13 (8.07%) Perforce
4 12 (7.45%) IBM
5 10 (6.21%) Microsoft
6 9 (5.59%) Teradata
7 7 (4.35%) Hyperion
8 4 (2.48%) Tableau
9 3 (1.86%) Talend
10 2 (1.24%) CA
10 2 (1.24%) Cognos
10 2 (1.24%) Embarcadero
10 2 (1.24%) Informatica
11 1 (0.62%) Apple
11 1 (0.62%) BMC
11 1 (0.62%) EXASOL
11 1 (0.62%) Jaspersoft
11 1 (0.62%) MuleSoft
11 1 (0.62%) WSO2
Chester, Cheshire
Elevate Direct
Rate: £540 per day
Posted: 6 days ago