The table below looks at the statistics for Data Modelling skills in IT contracts advertised for the Yorkshire region. Included is a guide to the contractor rates offered in IT contracts that have cited Data Modelling over the 3 months to 29 June 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
29 Jun 2016
Same period 2015 Same period 2014
Data Modelling
Rank 82 38 52
Rank change year-on-year
-44 +14
Contract jobs citing Data Modelling 62 141 74
As % of all contract IT jobs located in Yorkshire 2.22% 4.77% 3.20%
As % of the Processes & Methodologies category 2.60% 5.76% 4.16%
Number of daily rates quoted 48 128 44
Median daily rate £425 £373 £406
Median daily rate % change year-on-year
+13.94% -8.18%
90% offered a daily rate of more than £350 £300 £306
10% offered a daily rate of more than £550 £510 £578
UK excluding London median daily rate £425 £420 £400
% change year-on-year
+1.19% +5.00%
Number of hourly rates quoted 0 0 1
Median hourly rate - - £15.39
UK excluding London median hourly rate - £33.50 £19.27
% change year-on-year
- +73.86%
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 Yorkshire region.

Processes & Methodologies Category
Yorkshire
Contract IT job ads with a match in the
Processes & Methodologies category
2382 2450 1777
As % of all contract IT jobs located in Yorkshire 85.16% 82.83% 76.86%
Number of daily rates quoted 1649 1721 1169
Median daily rate £425 £368 £345
Median daily rate % change year-on-year
+15.64% +6.52%
90% offered a daily rate of more than £313 £275 £225
10% offered a daily rate of more than £550 £500 £462
UK excluding London median daily rate £400 £385 £375
% change year-on-year
+3.89% +2.66%
Number of hourly rates quoted 34 54 54
Median hourly rate £16.90 £15.39 £15.39
Median hourly rate % change year-on-year
+9.79% +0.03%
90% offered a hourly rate of more than £11.00 £10.50 £10.00
10% offered a hourly rate of more than £29.80 £45.00 £40.00
UK excluding London median hourly rate £28.50 £30.00 £30.00
% change year-on-year
-5.00% -

Data Modelling
Jobs Demand Trend in Yorkshire

The demand trend of contract jobs across the Yorkshire 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 Yorkshire

Data Modelling
Daily Rate Trend in Yorkshire

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

Data Modelling Daily Rate Trend in Yorkshire

Data Modelling
Daily Rate Histogram in Yorkshire

This chart provides a histogram of daily rates quoted in contract IT jobs citing Data Modelling across the Yorkshire region over the 3 months to 29 June 2016.

Data Modelling Daily Rate Histogram in Yorkshire

Data Modelling
Hourly Rate Trend in Yorkshire

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

Data Modelling Hourly Rate Trend in Yorkshire

Data Modelling
Contract Job Locations in Yorkshire

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 Yorkshire region over the 3 months to 29 June 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
West Yorkshire -55 39 £438 +25.00% 12
South Yorkshire -6 16 £419 -13.43%
North Yorkshire +3 4 £375 -25.00% 5
Data Modelling
England

Data Modelling
Top 30 Related IT Skills in Yorkshire

For the 6 months to 29 June 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 Yorkshire region with a requirement for Data Modelling.

1 79 (47.31%) SQL
2 76 (45.51%) Finance
3 71 (42.51%) Business Intelligence
4 68 (40.72%) Data Warehouse
5 60 (35.93%) Oracle
6 53 (31.74%) Data Architecture
7 44 (26.35%) Informatica
7 44 (26.35%) ERwin
8 42 (25.15%) Data Management
8 42 (25.15%) Analytical Skills
9 37 (22.16%) Data Quality
9 37 (22.16%) BusinessObjects
10 34 (20.36%) SAS
10 34 (20.36%) Data Analysis
11 33 (19.76%) Enterprise Data Warehouse
12 32 (19.16%) ETL
13 31 (18.56%) Microsoft
13 31 (18.56%) Hadoop
13 31 (18.56%) Visualisation
13 31 (18.56%) Logical Data Model
14 30 (17.96%) SQL Server
15 29 (17.37%) Data Visualisation
16 28 (16.77%) Unix
16 28 (16.77%) Physical Data Model
17 27 (16.17%) HBase
17 27 (16.17%) Data Governance
17 27 (16.17%) Shell Script
17 27 (16.17%) MongoDB
18 26 (15.57%) PostgreSQL
19 25 (14.97%) CA

Data Modelling
Top Related IT Skills in Yorkshire 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 34 (20.36%) SAS
2 2 (1.20%) Confluence
2 2 (1.20%) SharePoint
3 1 (0.60%) Oracle Workflow
Applications
1 11 (6.59%) MS Excel
2 4 (2.40%) MS Office
3 2 (1.20%) MS PowerPoint
3 2 (1.20%) MS Visio
4 1 (0.60%) Spreadsheet
Business Applications
1 6 (3.59%) SAP CRM
2 5 (2.99%) Dynamics CRM
3 1 (0.60%) SAP IS-U
3 1 (0.60%) Siebel Analytics
Cloud Services
1 3 (1.80%) Microsoft Azure
2 1 (0.60%) PaaS
Communications & Networking
1 1 (0.60%) Internet
1 1 (0.60%) LDAP
Database & Business Intelligence
1 68 (40.72%) Data Warehouse
2 37 (22.16%) BusinessObjects
3 33 (19.76%) Enterprise Data Warehouse
4 31 (18.56%) Hadoop
5 30 (17.96%) SQL Server
6 27 (16.17%) HBase
6 27 (16.17%) MongoDB
7 26 (15.57%) PostgreSQL
8 25 (14.97%) Apache Hive
9 23 (13.77%) Pentaho
10 21 (12.57%) Oracle Database
11 17 (10.18%) Data Mining
11 17 (10.18%) IBM InfoSphere
12 15 (8.98%) SQL Server Integration Services
12 15 (8.98%) Star Schema
13 14 (8.38%) SQL Server Reporting Services
14 13 (7.78%) Oracle Database 11g
15 8 (4.79%) Oracle Database 12c
16 6 (3.59%) Big Data
16 6 (3.59%) SQL Server Analysis Services
Development Applications
1 44 (26.35%) ERwin
2 5 (2.99%) Oracle APEX
2 5 (2.99%) SQL Server Management Studio (SSMS)
2 5 (2.99%) Visual Studio
3 2 (1.20%) JIRA
4 1 (0.60%) Git (software)
4 1 (0.60%) Subversion
4 1 (0.60%) Talend Open Studio
General
1 76 (45.51%) Finance
2 15 (8.98%) Banking
3 5 (2.99%) Legal
3 5 (2.99%) Retail
4 4 (2.40%) Billing
5 2 (1.20%) Telecoms
6 1 (0.60%) Retail Banking
Job Titles
1 56 (33.53%) Analyst
2 54 (32.34%) Architect
3 29 (17.37%) Data Architect
3 29 (17.37%) Developer
4 26 (15.57%) Business Analyst
4 26 (15.57%) Enterprise Architect
5 22 (13.17%) Data Analyst
5 22 (13.17%) Data Modeller
6 17 (10.18%) Enterprise Data Architect
7 11 (6.59%) Business Intelligence Analyst
7 11 (6.59%) Senior Analyst
8 10 (5.99%) Senior Data Modeller
8 10 (5.99%) Tester
9 9 (5.39%) Data Warehouse Architect
9 9 (5.39%) Senior Architect
9 9 (5.39%) Senior Enterprise Architect
10 8 (4.79%) Business Data Analyst
10 8 (4.79%) Business Intelligence Business Analyst
10 8 (4.79%) Data Business Analyst
10 8 (4.79%) ETL Tester
Libraries, Frameworks & Software Standards
1 6 (3.59%) Web Services
2 3 (1.80%) AngularJS
2 3 (1.80%) Backbone.js
2 3 (1.80%) CSS
2 3 (1.80%) CSS3
2 3 (1.80%) HTML
2 3 (1.80%) HTML5
2 3 (1.80%) React
2 3 (1.80%) REST
2 3 (1.80%) RESTful
2 3 (1.80%) SOAP
2 3 (1.80%) XML
3 2 (1.20%) .NET
3 2 (1.20%) ADO
3 2 (1.20%) CodeIgniter
3 2 (1.20%) Ember.js
3 2 (1.20%) jQuery
3 2 (1.20%) Laravel
3 2 (1.20%) MDX
3 2 (1.20%) Twitter Bootstrap
Miscellaneous
1 42 (25.15%) Analytical Skills
2 31 (18.56%) Visualisation
3 21 (12.57%) Data Integration
4 20 (11.98%) Data Structures
5 19 (11.38%) Management Information System
6 13 (7.78%) Algorithms
7 11 (6.59%) Computer Science
8 7 (4.19%) Reference Data
9 4 (2.40%) Data Protection Act
10 3 (1.80%) Taxonomies
11 2 (1.20%) Credit Risk
11 2 (1.20%) User Experience
12 1 (0.60%) Data Extraction
12 1 (0.60%) Market Risk
12 1 (0.60%) Public Cloud
12 1 (0.60%) Replication
12 1 (0.60%) Statistics
Operating Systems
1 28 (16.77%) Unix
2 3 (1.80%) Linux
3 1 (0.60%) AIX
3 1 (0.60%) Red Hat Enterprise Linux
3 1 (0.60%) Windows
Processes & Methodologies
1 71 (42.51%) Business Intelligence
2 53 (31.74%) Data Architecture
3 42 (25.15%) Data Management
4 34 (20.36%) Data Analysis
5 32 (19.16%) ETL
6 31 (18.56%) Logical Data Model
7 29 (17.37%) Data Visualisation
8 28 (16.77%) Physical Data Model
9 27 (16.17%) Data Governance
10 25 (14.97%) Information Management
10 25 (14.97%) Open Source
11 23 (13.77%) Business Analysis
12 21 (12.57%) Quality Management
13 18 (10.78%) Data Mapping
14 17 (10.18%) Agile Software Development
14 17 (10.18%) Data Transformation
15 16 (9.58%) Stakeholder Management
16 15 (8.98%) CRM
17 13 (7.78%) Dimensional Modelling
17 13 (7.78%) Migration
Programming Languages
1 79 (47.31%) SQL
2 27 (16.17%) Shell Script
3 21 (12.57%) PL/SQL
4 11 (6.59%) JavaScript
5 9 (5.39%) C++
6 8 (4.79%) Python
7 6 (3.59%) T-SQL
7 6 (3.59%) VBA
8 4 (2.40%) C
9 2 (1.20%) Java
9 2 (1.20%) PHP
10 1 (0.60%) Objective-C
Qualifications
1 12 (7.19%) Degree
2 8 (4.79%) ISEB
3 6 (3.59%) BPSS Clearance
3 6 (3.59%) Security Cleared
4 4 (2.40%) CCA
5 2 (1.20%) MBA
5 2 (1.20%) SAS Certification
5 2 (1.20%) SC Cleared
6 1 (0.60%) BC Cleared
Quality Assurance & Compliance
1 37 (22.16%) Data Quality
2 7 (4.19%) QA
3 4 (2.40%) Disclosure Scotland
4 2 (1.20%) FATCA
5 1 (0.60%) ISO/IEC 27001
Systems Management
1 4 (2.40%) Oracle EDQ
2 2 (1.20%) Control-M
Vendors
1 60 (35.93%) Oracle
2 44 (26.35%) Informatica
3 31 (18.56%) Microsoft
4 25 (14.97%) CA
5 23 (13.77%) Tableau
6 17 (10.18%) IBM
7 7 (4.19%) SAP
8 5 (2.99%) Cognos
9 4 (2.40%) Ab Initio
9 4 (2.40%) DataFlux
10 2 (1.20%) BMC
10 2 (1.20%) Siebel
11 1 (0.60%) Adobe
11 1 (0.60%) Embarcadero
11 1 (0.60%) Red Hat
11 1 (0.60%) Talend
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