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 2 December 2016 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
2 Dec 2016
Same period 2015 Same period 2014
Data Modelling
Rank 94 68 65
Rank change year-on-year
-26 -3
Contract jobs citing Data Modelling 63 101 76
As % of all contract IT jobs located in the North West 1.96% 2.40% 2.34%
As % of the Processes & Methodologies category 2.33% 3.02% 3.03%
Number of daily rates quoted 44 62 55
Median daily rate £453 £445 £450
Median daily rate % change year-on-year
+1.68% -1.11%
90% offered a daily rate of more than £318 £312 £330
10% offered a daily rate of more than £668 £600 £500
UK excluding London median daily rate £450 £425 £441
% change year-on-year
+5.88% -3.62%
Number of hourly rates quoted 0 0 2
Median hourly rate - - £74.50
UK excluding London median hourly rate £46.50 £35.21 £74.50
% change year-on-year
+32.08% -52.74%
Data Modelling
England

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
2700 3341 2512
As % of all contract IT jobs located in the North West 83.85% 79.23% 77.27%
Number of daily rates quoted 1804 2053 1481
Median daily rate £413 £413 £375
Median daily rate % change year-on-year
- +10.00%
90% offered a daily rate of more than £300 £275 £251
10% offered a daily rate of more than £575 £600 £525
UK excluding London median daily rate £413 £400 £385
% change year-on-year
+3.12% +3.89%
Number of hourly rates quoted 62 127 107
Median hourly rate £27.50 £30.15 £28.00
Median hourly rate % change year-on-year
-8.78% +7.67%
90% offered a hourly rate of more than £14.56 £12.44 £13.50
10% offered a hourly rate of more than £44.35 £47.71 £63.00
UK excluding London median hourly rate £30.00 £34.95 £25.00
% change year-on-year
-14.16% +39.80%

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 2 December 2016.

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 2 December 2016. 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
(Click see detailed
statistics and trends)
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 -24 25 £334 -25.83% 12
Cheshire +22 22 £600 +36.36% 5
Merseyside -9 7 £363 -9.37% 3
Lancashire -7 3 £375 -9.09% 1
Data Modelling
England

Data Modelling
Top 30 Related IT Skills in the North West

For the 6 months to 2 December 2016, 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 (40.91%) SQL
2 46 (34.85%) Data Warehouse
3 40 (30.30%) Agile Software Development
4 39 (29.55%) ETL
5 34 (25.76%) Business Intelligence
6 33 (25.00%) Finance
7 31 (23.48%) Oracle
8 29 (21.97%) Data Management
9 25 (18.94%) SQL Server
9 25 (18.94%) Data Governance
10 24 (18.18%) Data Architecture
11 22 (16.67%) Talend Open Studio
11 22 (16.67%) Talend
11 22 (16.67%) Analytics
11 22 (16.67%) Logical Data Model
12 21 (15.91%) Relational Database
13 20 (15.15%) Physical Data Model
14 19 (14.39%) Analytical Skills
15 18 (13.64%) Migration
15 18 (13.64%) Data Analysis
16 16 (12.12%) SQL Server Integration Services
16 16 (12.12%) Data Quality
17 15 (11.36%) Stakeholder Management
17 15 (11.36%) Scrum
18 14 (10.61%) Management Information System
18 14 (10.61%) Banking
19 13 (9.85%) T-SQL
19 13 (9.85%) Microsoft
19 13 (9.85%) Big Data
19 13 (9.85%) Performance Tuning

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 5 (3.79%) SAS
2 3 (2.27%) SharePoint
3 2 (1.52%) BizTalk Server
4 1 (0.76%) JBoss
Applications
1 5 (3.79%) MS Excel
Business Applications
1 3 (2.27%) Dynamics AX
2 2 (1.52%) Dynamics CRM
3 1 (0.76%) Cognos Business Intelligence
3 1 (0.76%) Oracle BPM
3 1 (0.76%) Oracle Retail
3 1 (0.76%) Salesforce.com CRM
3 1 (0.76%) SAP CRM
3 1 (0.76%) SAP hybris
3 1 (0.76%) SAP MM
3 1 (0.76%) SAP PM
Cloud Services
1 12 (9.09%) Amazon AWS
2 3 (2.27%) Microsoft Azure
3 2 (1.52%) IaaS
3 2 (1.52%) PaaS
3 2 (1.52%) SaaS
Communications & Networking
1 1 (0.76%) Internet
1 1 (0.76%) SSL
Database & Business Intelligence
1 46 (34.85%) Data Warehouse
2 25 (18.94%) SQL Server
3 21 (15.91%) Relational Database
4 16 (12.12%) SQL Server Integration Services
5 13 (9.85%) Big Data
6 12 (9.09%) Essbase
7 11 (8.33%) Amazon Redshift
7 11 (8.33%) Data Mart
7 11 (8.33%) Oracle BI EE
8 10 (7.58%) Oracle Reports
8 10 (7.58%) Star Schema
9 9 (6.82%) OLAP
9 9 (6.82%) SQL Server Reporting Services
10 8 (6.06%) Hadoop
10 8 (6.06%) MongoDB
10 8 (6.06%) Oracle OLAP
10 8 (6.06%) PostgreSQL
11 7 (5.30%) Apache Hive
11 7 (5.30%) HBase
12 6 (4.55%) RDBMS
Development Applications
1 22 (16.67%) Talend Open Studio
2 11 (8.33%) ERwin
3 7 (5.30%) JUnit
4 4 (3.03%) Git (software)
5 3 (2.27%) Oracle Forms
6 2 (1.52%) Eclipse
6 2 (1.52%) Gradle
6 2 (1.52%) IntelliJ
6 2 (1.52%) Jenkins
6 2 (1.52%) JProfiler
6 2 (1.52%) Maven
6 2 (1.52%) SonarQube
6 2 (1.52%) Visual Studio
7 1 (0.76%) JIRA
General
1 33 (25.00%) Finance
2 14 (10.61%) Banking
3 9 (6.82%) Retail
4 6 (4.55%) Marketing
4 6 (4.55%) Pharmaceutical
5 3 (2.27%) Back Office
6 2 (1.52%) Advertising
6 2 (1.52%) Front Office
6 2 (1.52%) Investment Banking
7 1 (0.76%) International Banking
7 1 (0.76%) Legal
7 1 (0.76%) Manufacturing
7 1 (0.76%) Retail Banking
Job Titles
1 41 (31.06%) Architect
2 40 (30.30%) Developer
3 33 (25.00%) Data Architect
4 21 (15.91%) Analyst
5 14 (10.61%) SQL Developer
6 12 (9.09%) Data Analyst
7 10 (7.58%) Business Analyst
7 10 (7.58%) Data Modeller
8 9 (6.82%) Consultant
8 9 (6.82%) Designer
8 9 (6.82%) OBIEE Developer
9 8 (6.06%) SSIS Developer
10 7 (5.30%) Business Intelligence Developer
10 7 (5.30%) Hyperion Developer
10 7 (5.30%) Java Developer
10 7 (5.30%) Principal Architect
11 6 (4.55%) DBA
11 6 (4.55%) Principal Data Architect
11 6 (4.55%) Senior Designer
12 5 (3.79%) SSRS Developer
Libraries, Frameworks & Software Standards
1 11 (8.33%) MDX
2 10 (7.58%) SOAP
2 10 (7.58%) Web Services
3 8 (6.06%) Hibernate
3 8 (6.06%) REST
3 8 (6.06%) Spring
4 7 (5.30%) Java EE
4 7 (5.30%) JPA
5 6 (4.55%) J2EE
5 6 (4.55%) Spring Boot
6 5 (3.79%) .NET
7 4 (3.03%) Ajax
7 4 (3.03%) AngularJS
7 4 (3.03%) Backbone.js
7 4 (3.03%) jQuery
7 4 (3.03%) JSON
8 2 (1.52%) CSS3
8 2 (1.52%) HTML
8 2 (1.52%) HTML5
8 2 (1.52%) Velocity
Miscellaneous
1 19 (14.39%) Analytical Skills
2 14 (10.61%) Management Information System
3 12 (9.09%) Data Integration
4 10 (7.58%) Taxonomies
5 9 (6.82%) Ontologies
6 8 (6.06%) Data Structures
7 5 (3.79%) Visualisation
8 3 (2.27%) Credit Risk
8 3 (2.27%) Data Extraction
8 3 (2.27%) Enterprise Software
8 3 (2.27%) User Experience
9 2 (1.52%) Mainframe
10 1 (0.76%) Clustering
10 1 (0.76%) Replication
Operating Systems
1 2 (1.52%) Unix
1 2 (1.52%) zOS
2 1 (0.76%) AIX
2 1 (0.76%) HPUX
2 1 (0.76%) Linux
2 1 (0.76%) Solaris
2 1 (0.76%) Windows
Processes & Methodologies
1 40 (30.30%) Agile Software Development
2 39 (29.55%) ETL
3 34 (25.76%) Business Intelligence
4 29 (21.97%) Data Management
5 25 (18.94%) Data Governance
6 24 (18.18%) Data Architecture
7 22 (16.67%) Analytics
7 22 (16.67%) Logical Data Model
8 20 (15.15%) Physical Data Model
9 18 (13.64%) Data Analysis
9 18 (13.64%) Migration
10 15 (11.36%) Scrum
10 15 (11.36%) Stakeholder Management
11 13 (9.85%) Performance Tuning
12 12 (9.09%) Data Acquisition
12 12 (9.09%) Data Migration
13 11 (8.33%) TOGAF
14 10 (7.58%) CRM
14 10 (7.58%) Performance Management
14 10 (7.58%) Performance Monitoring
Programming Languages
1 54 (40.91%) SQL
2 13 (9.85%) T-SQL
3 11 (8.33%) Java
4 7 (5.30%) PL/SQL
5 5 (3.79%) JavaScript
6 3 (2.27%) VBA
7 2 (1.52%) Shell Script
8 1 (0.76%) C++
8 1 (0.76%) Ruby
Qualifications
1 6 (4.55%) Degree
2 3 (2.27%) Security Cleared
3 2 (1.52%) SC Cleared
4 1 (0.76%) BPSS Clearance
Quality Assurance & Compliance
1 16 (12.12%) Data Quality
2 5 (3.79%) ISO20022
3 3 (2.27%) QA
System Software
1 1 (0.76%) Active Directory
1 1 (0.76%) Oracle RAC
Systems Management
1 1 (0.76%) Data Guard
1 1 (0.76%) Oracle Statspack
Vendors
1 31 (23.48%) Oracle
2 22 (16.67%) Talend
3 13 (9.85%) Microsoft
4 12 (9.09%) Hyperion
5 9 (6.82%) Informatica
6 8 (6.06%) Ab Initio
6 8 (6.06%) Tableau
7 5 (3.79%) SAP
8 4 (3.03%) Perforce
8 4 (3.03%) Teradata
9 3 (2.27%) IBM
9 3 (2.27%) IDERA
10 2 (1.52%) Salesforce.com
11 1 (0.76%) Cognos
11 1 (0.76%) Guidewire
11 1 (0.76%) hybris
11 1 (0.76%) Siebel
11 1 (0.76%) Sun
Merseyside
Vivid Resourcing
Posted: Yesterday
Manchester, Lancashire
Oscar
Rate: £300 - £350 per day
Posted: Yesterday
Macclesfield, Cheshire
HAYS INFORMATION TECHNOLOGY
Rate: £550.00 - £600.00 per day
Posted: 18 hours ago
Greater Manchester
ANSON MCCADE
Rate: £500 - £650 DR
Posted: Yesterday
Manchester, Lancashire
Sanderson
Posted: 14 hours ago
Macclesfield, Cheshire
Spring Technology
Rate: £600.00 per day
Posted: Yesterday
Liverpool, Merseyside
HAYS INFORMATION TECHNOLOGY
Rate: £350.00 - £400.00 per day
Posted: 3 days ago
Manchester
Computer Futures
Rate: competitive
Posted: 4 days ago