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 22 January 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
22 Jan 2017
Same period 2016 Same period 2015
Data Modelling
England / North West
Rank 61 67 68
Rank change year-on-year
+6 +1
Contract jobs citing Data Modelling 77 98 78
As % of all contract IT jobs located in the North West 3.01% 2.54% 2.49%
As % of the Processes & Methodologies category 3.66% 3.13% 3.23%
Number of daily rates quoted 51 70 49
Median daily rate £375 £400 £425
Median daily rate % change year-on-year
-6.25% -5.88%
90% offered a daily rate of more than £300 £275 £300
10% offered a daily rate of more than £575 £511 £540
UK excluding London median daily rate £450 £425 £425
% change year-on-year
+5.88% -
Number of hourly rates quoted 0 0 1
Median hourly rate - - £70.00
UK excluding London median hourly rate £48.75 £43.75 £70.00
% change year-on-year
+11.42% -37.50%

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
2102 3133 2416
As % of all contract IT jobs located in the North West 82.08% 81.08% 77.09%
Number of daily rates quoted 1358 1910 1442
Median daily rate £400 £400 £375
Median daily rate % change year-on-year
- +6.66%
90% offered a daily rate of more than £275 £275 £265
10% offered a daily rate of more than £575 £563 £540
UK excluding London median daily rate £405 £400 £393
% change year-on-year
+1.25% +1.91%
Number of hourly rates quoted 62 111 99
Median hourly rate £37.25 £38.00 £28.13
Median hourly rate % change year-on-year
-1.97% +35.11%
90% offered a hourly rate of more than £13.00 £15.00 £13.00
10% offered a hourly rate of more than £51.00 £54.00 £45.00
UK excluding London median hourly rate £35.00 £40.00 £26.00
% change year-on-year
-12.50% +53.84%

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 22 January 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 22 January 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 +26 47 £375 -15.25% 12
Cheshire +23 15 £525 +64.06% 4
Merseyside -4 9 £375 -26.10% 1
Lancashire -12 4 £375 +7.14% 1
Data Modelling
England

Data Modelling
Top 30 Related IT Skills in the North West

For the 6 months to 22 January 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 52 (37.14%) Data Warehouse
2 50 (35.71%) SQL
3 41 (29.29%) Agile Software Development
4 39 (27.86%) Finance
5 38 (27.14%) ETL
6 35 (25.00%) Business Intelligence
7 29 (20.71%) SQL Server
8 28 (20.00%) Data Management
8 28 (20.00%) Data Architecture
9 26 (18.57%) Analytical Skills
10 25 (17.86%) Data Governance
11 24 (17.14%) Oracle
12 23 (16.43%) Scrum
13 20 (14.29%) JavaScript
13 20 (14.29%) Logical Data Model
14 19 (13.57%) Data Quality
15 18 (12.86%) Analytics
15 18 (12.86%) Retail
16 17 (12.14%) Physical Data Model
17 16 (11.43%) Tableau
17 16 (11.43%) Banking
17 16 (11.43%) SQL Server Integration Services
17 16 (11.43%) HTML5
17 16 (11.43%) HTML
17 16 (11.43%) CSS
18 15 (10.71%) jQuery
19 14 (10.00%) Talend Open Studio
19 14 (10.00%) Data Analysis
19 14 (10.00%) Java
19 14 (10.00%) Big Data

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 11 (7.86%) CMS
1 11 (7.86%) Umbraco
2 6 (4.29%) SAS
3 1 (0.71%) Apache Spark
3 1 (0.71%) IIS
3 1 (0.71%) JBoss
3 1 (0.71%) NetWeaver
3 1 (0.71%) SharePoint Server
Applications
1 4 (2.86%) MS Excel
Business Applications
1 3 (2.14%) SAP Retail
2 1 (0.71%) Cognos Business Intelligence
2 1 (0.71%) Oracle Retail
2 1 (0.71%) SAP MM
2 1 (0.71%) SAP PM
Cloud Services
1 10 (7.14%) Amazon AWS
2 4 (2.86%) Microsoft Azure
3 1 (0.71%) Amazon S3
Communications & Networking
1 1 (0.71%) Internet
1 1 (0.71%) SSL
Database & Business Intelligence
1 52 (37.14%) Data Warehouse
2 29 (20.71%) SQL Server
3 16 (11.43%) SQL Server Integration Services
4 14 (10.00%) Big Data
5 13 (9.29%) Relational Database
6 12 (8.57%) SQL Server 2008
7 11 (7.86%) Oracle Reports
7 11 (7.86%) SQL Server 2014
8 10 (7.14%) Hadoop
8 10 (7.14%) SQL Server Reporting Services
9 9 (6.43%) Amazon Redshift
9 9 (6.43%) PostgreSQL
10 8 (5.71%) Apache Hive
10 8 (5.71%) BusinessObjects
10 8 (5.71%) Oracle BI EE
10 8 (5.71%) Star Schema
11 7 (5.00%) Data Mart
11 7 (5.00%) HBase
11 7 (5.00%) MongoDB
11 7 (5.00%) RDBMS
Development Applications
1 14 (10.00%) Talend Open Studio
2 12 (8.57%) Team Foundation Server
3 10 (7.14%) ERwin
3 10 (7.14%) JUnit
4 4 (2.86%) Git (software)
4 4 (2.86%) Visual Studio
5 3 (2.14%) Oracle Forms
6 2 (1.43%) Eclipse
6 2 (1.43%) Gradle
6 2 (1.43%) IntelliJ
6 2 (1.43%) Jenkins
6 2 (1.43%) JProfiler
6 2 (1.43%) Maven
6 2 (1.43%) SonarQube
7 1 (0.71%) JIRA
7 1 (0.71%) SQL Server Management Studio (SSMS)
General
1 39 (27.86%) Finance
2 18 (12.86%) Retail
3 16 (11.43%) Banking
4 4 (2.86%) Marketing
4 4 (2.86%) Pharmaceutical
5 2 (1.43%) Back Office
6 1 (0.71%) Advertising
6 1 (0.71%) Front Office
6 1 (0.71%) International Banking
6 1 (0.71%) Investment Banking
6 1 (0.71%) Legal
6 1 (0.71%) Manufacturing
6 1 (0.71%) Retail Banking
Job Titles
1 52 (37.14%) Developer
2 42 (30.00%) Architect
3 35 (25.00%) Data Architect
4 18 (12.86%) Analyst
5 12 (8.57%) Senior Developer
5 12 (8.57%) SQL Developer
6 11 (7.86%) Consultant
6 11 (7.86%) Java Developer
6 11 (7.86%) Umbraco Developer
7 8 (5.71%) Data Analyst
8 7 (5.00%) Business Analyst
8 7 (5.00%) Designer
8 7 (5.00%) Principal Architect
9 6 (4.29%) Business Intelligence Developer
9 6 (4.29%) Domain Architect
9 6 (4.29%) Principal Data Architect
9 6 (4.29%) Tableau Consultant
10 4 (2.86%) Data Warehouse Developer
10 4 (2.86%) OBIEE Developer
10 4 (2.86%) SSIS Developer
Libraries, Frameworks & Software Standards
1 16 (11.43%) CSS
1 16 (11.43%) HTML
1 16 (11.43%) HTML5
2 15 (10.71%) jQuery
3 13 (9.29%) REST
3 13 (9.29%) SOAP
3 13 (9.29%) Web Services
4 12 (8.57%) .NET
4 12 (8.57%) Hibernate
4 12 (8.57%) Spring
5 11 (7.86%) ASP.NET
5 11 (7.86%) ASP.NET Web API
6 10 (7.14%) Java EE
6 10 (7.14%) JPA
7 9 (6.43%) J2EE
7 9 (6.43%) Spring Boot
8 7 (5.00%) AngularJS
9 5 (3.57%) CSS3
9 5 (3.57%) MDX
10 4 (2.86%) JSON
Miscellaneous
1 26 (18.57%) Analytical Skills
2 12 (8.57%) Management Information System
3 10 (7.14%) Data Integration
3 10 (7.14%) Taxonomies
4 9 (6.43%) Ontologies
5 8 (5.71%) Visualisation
6 6 (4.29%) Data Extraction
7 3 (2.14%) Credit Risk
7 3 (2.14%) Data Structures
7 3 (2.14%) User Experience
8 1 (0.71%) Clustering
8 1 (0.71%) Enterprise Software
8 1 (0.71%) Replication
Operating Systems
1 2 (1.43%) AIX
1 2 (1.43%) Linux
1 2 (1.43%) Unix
2 1 (0.71%) HPUX
2 1 (0.71%) Red Hat Enterprise Linux
2 1 (0.71%) Solaris
2 1 (0.71%) Windows
Processes & Methodologies
1 41 (29.29%) Agile Software Development
2 38 (27.14%) ETL
3 35 (25.00%) Business Intelligence
4 28 (20.00%) Data Architecture
4 28 (20.00%) Data Management
5 25 (17.86%) Data Governance
6 23 (16.43%) Scrum
7 20 (14.29%) Logical Data Model
8 18 (12.86%) Analytics
9 17 (12.14%) Physical Data Model
10 14 (10.00%) Data Analysis
11 13 (9.29%) Migration
12 12 (8.57%) Data Acquisition
12 12 (8.57%) OO
13 11 (7.86%) MVC
13 11 (7.86%) Stakeholder Management
14 10 (7.14%) Data Migration
14 10 (7.14%) TDD
14 10 (7.14%) Unit Testing
15 9 (6.43%) Performance Tuning
Programming Languages
1 50 (35.71%) SQL
2 20 (14.29%) JavaScript
3 14 (10.00%) Java
4 11 (7.86%) C#
5 10 (7.14%) T-SQL
6 5 (3.57%) PL/SQL
7 2 (1.43%) Shell Script
7 2 (1.43%) VBA
8 1 (0.71%) ABAP
8 1 (0.71%) ANSI SQL
8 1 (0.71%) C++
8 1 (0.71%) Ruby
8 1 (0.71%) VB
8 1 (0.71%) VBScript
Qualifications
1 8 (5.71%) Degree
2 3 (2.14%) Security Cleared
3 2 (1.43%) SC Cleared
4 1 (0.71%) BPSS Clearance
Quality Assurance & Compliance
1 19 (13.57%) Data Quality
2 5 (3.57%) ISO20022
3 1 (0.71%) QA
System Software
1 2 (1.43%) Oracle RAC
Systems Management
1 2 (1.43%) Data Guard
2 1 (0.71%) Enterprise Manager Cloud Control
2 1 (0.71%) Oracle Enterprise Manager
2 1 (0.71%) Oracle RMAN
2 1 (0.71%) Oracle Statspack
Vendors
1 24 (17.14%) Oracle
2 16 (11.43%) Tableau
3 14 (10.00%) Talend
4 9 (6.43%) SAP
5 7 (5.00%) IDERA
6 6 (4.29%) Hyperion
6 6 (4.29%) Microsoft
7 5 (3.57%) Ab Initio
7 5 (3.57%) Informatica
8 4 (2.86%) IBM
8 4 (2.86%) Perforce
9 3 (2.14%) Teradata
10 2 (1.43%) Embarcadero
11 1 (0.71%) Cognos
11 1 (0.71%) Google
11 1 (0.71%) Guidewire
11 1 (0.71%) Red Hat
11 1 (0.71%) Salesforce.com
11 1 (0.71%) Sun
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