The table below looks at the statistics for Data Modelling skills in IT contracts advertised for the North West region. Included is a guide to the contractor rates offered in IT contracts that have cited Data Modelling over the 3 months to 28 February 2017 with a comparison to the same period over the previous 2 years.

Note that daily contractor rates and hourly contractor rates are treated separately. When calculating average contractor rates, daily rates are not derived from quoted hourly rates or vice versa.

3 months to
28 Feb 2017
Same period 2016 Same period 2015
Data Modelling
England / North West
Rank 54 69 76
Rank change year-on-year
+15 +7
Contract jobs citing Data Modelling 87 90 79
As % of all contract IT jobs located in the North West 3.31% 2.38% 2.34%
As % of the Processes & Methodologies category 4.03% 2.90% 3.01%
Number of daily rates quoted 55 62 45
Median daily rate £375 £419 £425
Median daily rate % change year-on-year
-10.44% -1.47%
90% offered a daily rate of more than £300 £280 £300
10% offered a daily rate of more than £565 £500 £600
UK excluding London median daily rate £450 £438 £425
% change year-on-year
+2.85% +2.94%
Number of hourly rates quoted 1 0 3
Median hourly rate £21.00 - £49.50
UK excluding London median hourly rate £42.50 £43.75 £49.50
% change year-on-year
-2.85% -11.61%

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in contract jobs advertised in the North West region.

Processes & Methodologies Category
North West
Contract IT job ads with a match in the
Processes & Methodologies category
2157 3106 2625
As % of all contract IT jobs located in the North West 82.11% 82.21% 77.69%
Number of daily rates quoted 1385 1866 1500
Median daily rate £400 £400 £400
90% offered a daily rate of more than £275 £275 £275
10% offered a daily rate of more than £575 £530 £550
UK excluding London median daily rate £408 £400 £399
% change year-on-year
+2.00% +0.29%
Number of hourly rates quoted 95 142 112
Median hourly rate £42.48 £37.50 £37.00
Median hourly rate % change year-on-year
+13.26% +1.35%
90% offered a hourly rate of more than £15.00 £15.83 £13.00
10% offered a hourly rate of more than £51.00 £49.60 £55.00
UK excluding London median hourly rate £36.00 £40.00 £29.00
% change year-on-year
-10.00% +37.93%

Data Modelling
Jobs Demand Trend in the North West

The demand trend of contract jobs across the North West region citing Data Modelling as a proportion of all IT contracts with a match in the Processes & Methodologies category.

Data Modelling Jobs Demand Trend in the North West

Data Modelling
Daily Rate Trend in the North West

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

Data Modelling Daily Rate Trend in the North West

Data Modelling
Daily Rate Histogram in the North West

This chart provides a histogram of daily rates quoted in contract IT jobs citing Data Modelling across the North West region over the 3 months to 28 February 2017.

Data Modelling Daily Rate Histogram in the North West

Data Modelling
Hourly Rate Trend in the North West

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

Data Modelling Hourly Rate Trend 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 3 months to 28 February 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Contract
IT Job Ads
Median
Daily Rate
Last 3 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
Manchester +35 55 £375 -21.05% 4
Cheshire +20 11 £500 +53.84% 4
Merseyside +3 10 £363 -18.30% 2
Lancashire -5 7 £375 -16.66%
Data Modelling
England

Data Modelling
Top 30 Related IT Skills in the North West

For the 6 months to 28 February 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 54 (35.76%) SQL
2 47 (31.13%) Finance
3 46 (30.46%) Agile Software Development
4 39 (25.83%) SQL Server
5 38 (25.17%) Data Warehouse
6 34 (22.52%) ETL
6 34 (22.52%) Analytical Skills
7 32 (21.19%) Business Intelligence
8 30 (19.87%) Scrum
9 28 (18.54%) JavaScript
10 26 (17.22%) CSS
11 25 (16.56%) HTML
11 25 (16.56%) HTML5
12 23 (15.23%) Oracle
13 22 (14.57%) jQuery
13 22 (14.57%) Data Architecture
13 22 (14.57%) Retail
13 22 (14.57%) Data Governance
14 20 (13.25%) Data Management
14 20 (13.25%) Team Foundation Server
15 19 (12.58%) Logical Data Model
16 18 (11.92%) ASP.NET Web API
16 18 (11.92%) C#
16 18 (11.92%) .NET
16 18 (11.92%) ASP.NET
16 18 (11.92%) MVC
17 17 (11.26%) CMS
17 17 (11.26%) Umbraco
18 16 (10.60%) SQL Server 2008
18 16 (10.60%) Tableau

Data Modelling
Top Related 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 17 (11.26%) CMS
1 17 (11.26%) Umbraco
2 7 (4.64%) SAS
3 3 (1.99%) Confluence
4 2 (1.32%) IIS
5 1 (0.66%) Apache Spark
5 1 (0.66%) EPiServer
5 1 (0.66%) JBoss
5 1 (0.66%) NetWeaver
5 1 (0.66%) SharePoint Server
Applications
1 6 (3.97%) MS Excel
2 3 (1.99%) MS Office
3 1 (0.66%) MS Visio
Business Applications
1 4 (2.65%) SAP MDG
1 4 (2.65%) SAP Retail
2 1 (0.66%) Cognos Business Intelligence
2 1 (0.66%) Oracle Retail
2 1 (0.66%) SAP MM
2 1 (0.66%) SAP PM
Cloud Services
1 9 (5.96%) Amazon AWS
2 4 (2.65%) Microsoft Azure
3 1 (0.66%) Amazon S3
3 1 (0.66%) Trello
Communications & Networking
1 1 (0.66%) Network Security
Database & Business Intelligence
1 39 (25.83%) SQL Server
2 38 (25.17%) Data Warehouse
3 16 (10.60%) SQL Server 2008
3 16 (10.60%) SQL Server 2014
4 15 (9.93%) SQL Server Integration Services
5 13 (8.61%) BusinessObjects
5 13 (8.61%) Relational Database
6 12 (7.95%) QlikView
7 11 (7.28%) SQL Server Reporting Services
8 10 (6.62%) Hadoop
9 9 (5.96%) Oracle Reports
9 9 (5.96%) PostgreSQL
10 8 (5.30%) Amazon Redshift
10 8 (5.30%) Apache Hive
10 8 (5.30%) Big Data
10 8 (5.30%) DB2
11 7 (4.64%) HBase
11 7 (4.64%) MongoDB
11 7 (4.64%) RDBMS
11 7 (4.64%) Star Schema
Development Applications
1 20 (13.25%) Team Foundation Server
2 12 (7.95%) ERwin
2 12 (7.95%) JUnit
3 8 (5.30%) Talend Open Studio
4 5 (3.31%) Visual Studio
5 4 (2.65%) Git (software)
5 4 (2.65%) JIRA
6 2 (1.32%) Eclipse
6 2 (1.32%) Gradle
6 2 (1.32%) IntelliJ
6 2 (1.32%) Jenkins
6 2 (1.32%) JProfiler
6 2 (1.32%) Maven
6 2 (1.32%) Oracle Forms
6 2 (1.32%) SonarQube
7 1 (0.66%) SQL Server Management Studio (SSMS)
General
1 47 (31.13%) Finance
2 22 (14.57%) Retail
3 12 (7.95%) Banking
4 4 (2.65%) Pharmaceutical
5 2 (1.32%) Marketing
6 1 (0.66%) Back Office
6 1 (0.66%) Manufacturing
Job Titles
1 62 (41.06%) Developer
2 35 (23.18%) Architect
3 29 (19.21%) Data Architect
4 27 (17.88%) Analyst
5 15 (9.93%) Umbraco Developer
6 13 (8.61%) Senior Developer
7 12 (7.95%) Java Developer
7 12 (7.95%) SQL Developer
8 11 (7.28%) Consultant
8 11 (7.28%) Data Analyst
9 10 (6.62%) Business Analyst
10 8 (5.30%) Business Intelligence Developer
11 7 (4.64%) Principal Architect
12 6 (3.97%) Data Modeller
12 6 (3.97%) Domain Architect
12 6 (3.97%) Principal Data Architect
12 6 (3.97%) Tableau Consultant
13 5 (3.31%) SQL BI Developer
14 4 (2.65%) Data Warehouse Developer
14 4 (2.65%) QlikView Developer
Libraries, Frameworks & Software Standards
1 26 (17.22%) CSS
2 25 (16.56%) HTML
2 25 (16.56%) HTML5
3 22 (14.57%) jQuery
4 18 (11.92%) .NET
4 18 (11.92%) ASP.NET
4 18 (11.92%) ASP.NET Web API
5 15 (9.93%) REST
5 15 (9.93%) Web Services
6 14 (9.27%) SOAP
7 13 (8.61%) Hibernate
7 13 (8.61%) Spring
8 12 (7.95%) Java EE
8 12 (7.95%) JPA
9 11 (7.28%) Spring Boot
10 9 (5.96%) AngularJS
10 9 (5.96%) CSS3
10 9 (5.96%) J2EE
11 4 (2.65%) JSON
11 4 (2.65%) MDX
Miscellaneous
1 34 (22.52%) Analytical Skills
2 9 (5.96%) Management Information System
2 9 (5.96%) Taxonomies
3 4 (2.65%) Data Structures
3 4 (2.65%) User Experience
4 2 (1.32%) FMCG
4 2 (1.32%) Learning Management System
5 1 (0.66%) Credit Risk
Operating Systems
1 1 (0.66%) AIX
1 1 (0.66%) Linux
1 1 (0.66%) Red Hat Enterprise Linux
1 1 (0.66%) Unix
Processes & Methodologies
1 46 (30.46%) Agile Software Development
2 34 (22.52%) ETL
3 32 (21.19%) Business Intelligence
4 30 (19.87%) Scrum
5 22 (14.57%) Data Architecture
5 22 (14.57%) Data Governance
6 20 (13.25%) Data Management
7 19 (12.58%) Logical Data Model
8 18 (11.92%) MVC
9 16 (10.60%) Analytics
10 15 (9.93%) Physical Data Model
11 14 (9.27%) Migration
11 14 (9.27%) TDD
12 13 (8.61%) OO
12 13 (8.61%) Stakeholder Management
13 12 (7.95%) Unit Testing
14 11 (7.28%) Data Analysis
14 11 (7.28%) Data Migration
15 10 (6.62%) Data Acquisition
15 10 (6.62%) Test Scripting
Programming Languages
1 54 (35.76%) SQL
2 28 (18.54%) JavaScript
3 18 (11.92%) C#
4 14 (9.27%) Java
5 11 (7.28%) T-SQL
6 5 (3.31%) PL/SQL
7 1 (0.66%) ABAP
7 1 (0.66%) ANSI SQL
7 1 (0.66%) Ruby
7 1 (0.66%) Shell Script
7 1 (0.66%) VB
7 1 (0.66%) VBScript
Qualifications
1 6 (3.97%) Degree
2 2 (1.32%) Security Cleared
3 1 (0.66%) BPSS Clearance
3 1 (0.66%) ISEB
3 1 (0.66%) SC Cleared
Quality Assurance & Compliance
1 15 (9.93%) Data Quality
2 2 (1.32%) QA
3 1 (0.66%) ISO20022
System Software
1 1 (0.66%) Oracle RAC
Systems Management
1 1 (0.66%) AirWatch
1 1 (0.66%) Data Guard
1 1 (0.66%) Enterprise Manager Cloud Control
1 1 (0.66%) Oracle Enterprise Manager
1 1 (0.66%) Oracle RMAN
Vendors
1 23 (15.23%) Oracle
2 16 (10.60%) Tableau
3 14 (9.27%) SAP
4 8 (5.30%) Talend
5 7 (4.64%) IDERA
6 6 (3.97%) Hyperion
7 5 (3.31%) IBM
7 5 (3.31%) Microsoft
8 4 (2.65%) Perforce
9 3 (1.99%) Embarcadero
10 2 (1.32%) Teradata
11 1 (0.66%) Apple
11 1 (0.66%) Cognos
11 1 (0.66%) Google
11 1 (0.66%) Guidewire
11 1 (0.66%) Red Hat
11 1 (0.66%) Salesforce.com
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