The following table provides summary statistics for contract job vacancies advertised in West Yorkshire 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 3 months to 23 March 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.

3 months to
23 Mar 2017
Same period 2016 Same period 2015
Data Modelling
Yorkshire / West Yorkshire
Rank 88 66 78
Rank change year-on-year -22 +12  
Contract jobs citing Data Modelling 15 41 34
As % of all contract IT jobs advertised in West Yorkshire 1.12% 2.15% 1.90%
As % of the Processes & Methodologies category 1.33% 2.61% 2.23%
Number of daily rates quoted 8 30 23
Median daily rate £444 £388 £450
Median daily rate % change year-on-year +14.51% -13.88%  
90% offered a daily rate of more than £343 £300 £320
10% offered a daily rate of more than £491 £575 £547
UK excluding London median daily rate £438 £450 £425
% change year-on-year -2.77% +5.88%  
Number of hourly rates quoted 1 0 0
Median hourly rate £34.24 - -
UK excluding London median hourly rate £38.37 £49.82 £40.00
% change year-on-year -22.98% +24.55%  

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 West Yorkshire with a requirement for process and methodology skills.

Contract Process & Methodology Skills
West Yorkshire
Contract job vacancies with a requirement for process and methodology skills 1131 1571 1522
As % of all contract IT job vacancies advertised in West Yorkshire 84.34% 82.51% 85.17%
Number of daily rates quoted 759 1093 983
Median daily rate £400 £410 £375
Median daily rate % change year-on-year -2.43% +9.33%  
90% offered a daily rate of more than £300 £300 £265
10% offered a daily rate of more than £550 £575 £475
UK excluding London median daily rate £410 £400 £399
% change year-on-year +2.50% +0.29%  
Number of hourly rates quoted 19 38 36
Median hourly rate £13.00 £15.75 £18.00
Median hourly rate % change year-on-year -17.46% -12.50%  
90% offered a hourly rate of more than £8.82 £9.12 £11.25
10% offered a hourly rate of more than £35.90 £21.50 £36.00
UK excluding London median hourly rate £36.00 £39.00 £30.00
% change year-on-year -7.69% +30.00%  

Data Modelling
Job Vacancy Trend in West Yorkshire

The job posting trend of jobs advertised in West Yorkshire citing Data Modelling as a proportion of all contract or permanent IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Data Modelling in West Yorkshire

Data Modelling
Contractor Daily Rate Trend in West Yorkshire

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

Contractor daily rate trend for Data Modelling in West Yorkshire

Data Modelling
Contractor Daily Rate Histogram in West Yorkshire

The daily rate distribution of IT jobs citing Data Modelling in West Yorkshire over the 3 months to 23 March 2017.

Contractor daily rate histogram for Data Modelling in West Yorkshire

Data Modelling
Contractor Hourly Rate Trend in West Yorkshire

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

Contractor hourly rate trend for Data Modelling in West Yorkshire

Data Modelling
Contract Job Locations in West 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 West Yorkshire region over the 3 months to 23 March 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
Leeds -21 9 £463 +8.82% 10
Bradford +6 5 £425 +28.78% 2
Halifax - 2 - - 1
Data Modelling
Yorkshire

Data Modelling
Top 30 Related IT Skills in West Yorkshire

For the 6 months to 23 March 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 West Yorkshire region with a requirement for Data Modelling.

1 34 (58.62%) SQL
2 28 (48.28%) Business Intelligence
3 23 (39.66%) SQL Server
3 23 (39.66%) Microsoft
4 22 (37.93%) Agile Software Development
5 18 (31.03%) T-SQL
5 18 (31.03%) SQL Server Integration Services
6 15 (25.86%) Finance
7 13 (22.41%) Data Warehouse
8 12 (20.69%) SAP
8 12 (20.69%) SQL Server Reporting Services
9 11 (18.97%) ETL
9 11 (18.97%) MS Excel
9 11 (18.97%) Analytics
10 10 (17.24%) Data Integration
10 10 (17.24%) Google
11 9 (15.52%) QlikView
11 9 (15.52%) SQL Server Analysis Services
11 9 (15.52%) Analytical Skills
12 7 (12.07%) Physical Data Model
12 7 (12.07%) User Stories
12 7 (12.07%) Big Data
12 7 (12.07%) Data Quality
12 7 (12.07%) Waterfall
12 7 (12.07%) Project Management
12 7 (12.07%) BusinessObjects
12 7 (12.07%) Oracle
12 7 (12.07%) Google Analytics
12 7 (12.07%) Data Management
13 6 (10.34%) JIRA

Data Modelling
Top Related IT Skills in West 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 4 (6.90%) SAS
2 3 (5.17%) Confluence
2 3 (5.17%) Oracle SOA Suite
3 2 (3.45%) Apache
3 2 (3.45%) Tomcat
Applications
1 11 (18.97%) MS Excel
2 5 (8.62%) MS Office
3 3 (5.17%) MS Visio
Cloud Services
1 7 (12.07%) Google Analytics
2 3 (5.17%) Amazon AWS
2 3 (5.17%) IaaS
2 3 (5.17%) Microsoft Azure
2 3 (5.17%) PaaS
2 3 (5.17%) SaaS
Communications & Networking
1 1 (1.72%) OpenLDAP
Database & Business Intelligence
1 23 (39.66%) SQL Server
2 18 (31.03%) SQL Server Integration Services
3 13 (22.41%) Data Warehouse
4 12 (20.69%) SQL Server Reporting Services
5 9 (15.52%) QlikView
5 9 (15.52%) SQL Server Analysis Services
6 7 (12.07%) Big Data
6 7 (12.07%) BusinessObjects
7 4 (6.90%) DB2
7 4 (6.90%) Hadoop
7 4 (6.90%) IBM InfoSphere
7 4 (6.90%) PostgreSQL
7 4 (6.90%) SQL Server 2014
8 3 (5.17%) MongoDB
8 3 (5.17%) NoSQL
8 3 (5.17%) SQL Server 2012
9 2 (3.45%) Data Mining
9 2 (3.45%) Lumira
9 2 (3.45%) MS Access
10 1 (1.72%) OLAP
Development Applications
1 6 (10.34%) JIRA
2 3 (5.17%) Cucumber
3 1 (1.72%) JMeter
3 1 (1.72%) Team Foundation Server
General
1 15 (25.86%) Finance
2 4 (6.90%) Retail
3 3 (5.17%) Telecoms
4 2 (3.45%) Legal
4 2 (3.45%) Marketing
5 1 (1.72%) Banking
5 1 (1.72%) Retail Banking
Job Titles
1 21 (36.21%) Developer
2 17 (29.31%) Analyst
3 14 (24.14%) SQL Developer
4 12 (20.69%) Architect
5 9 (15.52%) Business Analyst
6 8 (13.79%) SSIS Developer
7 7 (12.07%) T-SQL Developer
8 5 (8.62%) Data Architect
9 4 (6.90%) Business Intelligence Developer
9 4 (6.90%) Enterprise Architect
9 4 (6.90%) Enterprise Data Architect
9 4 (6.90%) Solutions Architect
10 3 (5.17%) Business Intelligence Analyst
10 3 (5.17%) Data Quality Consultant
10 3 (5.17%) Digital Analyst
10 3 (5.17%) Digital Business Analyst
10 3 (5.17%) SAP Analyst
10 3 (5.17%) SAP Data Consultant
10 3 (5.17%) SAP Technical Consultant
10 3 (5.17%) Technical Business Analyst
Libraries, Frameworks & Software Standards
1 3 (5.17%) ActiveX
1 3 (5.17%) Web Services
2 2 (3.45%) ADO
2 2 (3.45%) DAO
3 1 (1.72%) LAPP Stack
3 1 (1.72%) SAP MI
Miscellaneous
1 9 (15.52%) Analytical Skills
2 6 (10.34%) Management Information System
2 6 (10.34%) User Experience
3 3 (5.17%) Enterprise Storage
3 3 (5.17%) Hybrid Cloud
3 3 (5.17%) Wiki
4 2 (3.45%) Data Protection Act
4 2 (3.45%) Fintech
4 2 (3.45%) Reference Data
4 2 (3.45%) Replication
4 2 (3.45%) Tandem
5 1 (1.72%) Data Structures
5 1 (1.72%) NHS
Operating Systems
1 3 (5.17%) Android
1 3 (5.17%) Apple iOS
2 2 (3.45%) Linux
Processes & Methodologies
1 28 (48.28%) Business Intelligence
2 22 (37.93%) Agile Software Development
3 11 (18.97%) Analytics
3 11 (18.97%) ETL
4 10 (17.24%) Data Integration
5 7 (12.07%) Data Management
5 7 (12.07%) Physical Data Model
5 7 (12.07%) Project Management
5 7 (12.07%) User Stories
5 7 (12.07%) Waterfall
6 6 (10.34%) E-Commerce
6 6 (10.34%) Wireframes
7 5 (8.62%) Information Governance
7 5 (8.62%) Logical Data Model
7 5 (8.62%) Open Source
7 5 (8.62%) UML
8 4 (6.90%) Business Transformation
8 4 (6.90%) Data Mapping
8 4 (6.90%) Stakeholder Management
8 4 (6.90%) Supplier Management
Programming Languages
1 34 (58.62%) SQL
2 18 (31.03%) T-SQL
3 5 (8.62%) VBA
4 3 (5.17%) Java
5 2 (3.45%) JavaScript
5 2 (3.45%) PHP
5 2 (3.45%) PL/SQL
5 2 (3.45%) VB
6 1 (1.72%) Python
Qualifications
1 2 (3.45%) CCA
1 2 (3.45%) Microsoft Certification
1 2 (3.45%) Security Cleared
2 1 (1.72%) BPSS Clearance
2 1 (1.72%) Degree
Quality Assurance & Compliance
1 7 (12.07%) Data Quality
2 2 (3.45%) IFRS
2 2 (3.45%) IFRS 9
System Software
1 2 (3.45%) Docker
Systems Management
1 1 (1.72%) Nagios
Vendors
1 23 (39.66%) Microsoft
2 12 (20.69%) SAP
3 10 (17.24%) Google
4 7 (12.07%) Oracle
5 6 (10.34%) Tableau
6 5 (8.62%) IBM
7 4 (6.90%) Cognos
8 3 (5.17%) hybris
8 3 (5.17%) Splunk
9 1 (1.72%) Netezza