Period
to 20 November 2017

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 6 months to 20 November 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.

Data Modelling
Yorkshire > West Yorkshire
6 months to
20 Nov 2017
Same period 2016 Same period 2015
Rank 48 72 63
Rank change year-on-year +24 -9 -14
Contract jobs citing Data Modelling 126 109 141
As % of all contract IT jobs advertised in West Yorkshire 4.17% 3.06% 3.18%
As % of the Processes & Methodologies category 4.92% 3.54% 3.74%
Number of daily rates quoted 118 70 150
West Yorkshire median daily rate £425 £431 £425
Median daily rate % change year-on-year -1.45% +1.47% +18.06%
10th Percentile £325 £331 £313
90th Percentile £613 £575 £589
Yorkshire median daily rate £450 £445 £425
% change year-on-year +1.12% +4.71% -
Number of hourly rates quoted 0 0 0
West Yorkshire median hourly rate - - -
Yorkshire median hourly rate £20.00 - -

Data Modelling is in the Processes and Methodologies category. The following 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 or methodology skills.

All Process and Methodology Skills
West Yorkshire
Contract vacancies with a requirement for process or methodology skills 2560 3075 3770
As % of all contract IT jobs advertised in West Yorkshire 84.80% 86.28% 85.01%
Number of daily rates quoted 1764 2021 2595
West Yorkshire median daily rate £400 £400 £375
Median daily rate % change year-on-year - +6.67% +7.14%
10th Percentile £263 £265 £263
90th Percentile £545 £550 £538
Yorkshire median daily rate £400 £400 £375
% change year-on-year - +6.67% +7.14%
Number of hourly rates quoted 67 62 109
West Yorkshire median hourly rate £15.50 £14.50 £15.00
Median hourly rate % change year-on-year +6.90% -3.33% +3.45%
10th Percentile £9.25 £10.20 £9.25
90th Percentile £40.00 £30.63 £40.50
Yorkshire median hourly rate £16.00 £14.81 £14.50
% change year-on-year +8.05% +2.12% -

Data Modelling
Job Vacancy Trend in West Yorkshire

Job postings citing Data Modelling as a percentage of all IT jobs advertised in West Yorkshire.

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 6 months to 20 November 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 contractor hourly rates quoted in IT 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 6 months to 20 November 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
Leeds +33 98 £425 -5.56% 13
Bradford -5 8 £513 +22.02%
Halifax +14 1 £600 +42.01%
Data Modelling
Yorkshire

For the 6 months to 20 November 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 61 (48.41%) SQL
2 53 (42.06%) Data Integration
3 47 (37.30%) Agile Software Development
4 45 (35.71%) Business Intelligence
5 42 (33.33%) SQL Server
6 32 (25.40%) Data Architecture
7 31 (24.60%) ETL
7 31 (24.60%) Data Warehouse
8 29 (23.02%) SQL Server Integration Services
9 26 (20.63%) Data Quality
10 25 (19.84%) Tableau
11 24 (19.05%) T-SQL
12 21 (16.67%) Informatica
12 21 (16.67%) Microsoft
12 21 (16.67%) NoSQL
13 18 (14.29%) Shell Script
14 17 (13.49%) Finance
15 16 (12.70%) Enterprise Architecture
15 16 (12.70%) Apache Hive
15 16 (12.70%) Big Data
16 15 (11.90%) Java
17 14 (11.11%) Data Management
17 14 (11.11%) HBase
17 14 (11.11%) Reference Data
18 13 (10.32%) Reverse Engineering
18 13 (10.32%) Hadoop
18 13 (10.32%) Data Governance
18 13 (10.32%) Open Source
18 13 (10.32%) Analytics
18 13 (10.32%) Relational Database

Data Modelling
Co-occurring 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 12 (9.52%) Apache Spark
2 6 (4.76%) SAS
3 5 (3.97%) CMS
4 4 (3.17%) WebSphere
4 4 (3.17%) WebSphere Application Server
4 4 (3.17%) WebSphere Portal
5 2 (1.59%) Sitecore CMS
6 1 (0.79%) Apache
6 1 (0.79%) Confluence
Applications
1 5 (3.97%) MS Visio
Business Applications
1 2 (1.59%) Dynamics CRM
2 1 (0.79%) SAP BPC
Cloud Services
1 9 (7.14%) GitHub
2 6 (4.76%) Amazon AWS
3 3 (2.38%) Microsoft Azure
4 2 (1.59%) Dynamics 365
Communications & Networking
1 2 (1.59%) Intranet
1 2 (1.59%) SMS
2 1 (0.79%) Extranet
Database & Business Intelligence
1 42 (33.33%) SQL Server
2 31 (24.60%) Data Warehouse
3 29 (23.02%) SQL Server Integration Services
4 21 (16.67%) NoSQL
5 16 (12.70%) Apache Hive
5 16 (12.70%) Big Data
6 14 (11.11%) HBase
7 13 (10.32%) Hadoop
7 13 (10.32%) Relational Database
8 11 (8.73%) SQL Server Analysis Services
9 10 (7.94%) Impala
9 10 (7.94%) Pentaho
10 9 (7.14%) MongoDB
10 9 (7.14%) SQL Server Reporting Services
10 9 (7.14%) Sqoop
11 8 (6.35%) Power BI
12 5 (3.97%) OLAP
12 5 (3.97%) PostgreSQL
13 4 (3.17%) Data Lake
14 3 (2.38%) SQL Server 2014
Development Applications
1 12 (9.52%) Talend Open Studio
2 8 (6.35%) Git (software)
3 4 (3.17%) Ant
3 4 (3.17%) Gradle
3 4 (3.17%) Jenkins
3 4 (3.17%) Maven
3 4 (3.17%) Rational Application Developer
3 4 (3.17%) Subversion
4 3 (2.38%) ERwin
4 3 (2.38%) JIRA
General
1 17 (13.49%) Finance
2 2 (1.59%) Games
3 1 (0.79%) iGaming
3 1 (0.79%) Retail
Job Titles
1 41 (32.54%) Developer
2 39 (30.95%) Architect
3 24 (19.05%) Data Architect
4 23 (18.25%) Analyst
5 20 (15.87%) SQL Developer
6 17 (13.49%) SSIS Developer
7 15 (11.90%) Data Engineer
7 15 (11.90%) T-SQL Developer
8 14 (11.11%) Business Analyst
9 13 (10.32%) Technical Architect
10 9 (7.14%) Senior Data Engineer
10 9 (7.14%) Solutions Architect
11 6 (4.76%) Business Intelligence Developer
11 6 (4.76%) Data Warehouse Architect
12 5 (3.97%) Business Intelligence Architect
12 5 (3.97%) Data Warehouse Analyst
13 4 (3.17%) Data Analyst
13 4 (3.17%) Portal Developer
13 4 (3.17%) SQL Server Developer
13 4 (3.17%) WebSphere Developer
Libraries, Frameworks & Software Standards
1 10 (7.94%) Kafka
2 9 (7.14%) Spark Streaming
3 4 (3.17%) AngularJS
3 4 (3.17%) Dojo
3 4 (3.17%) J2EE
3 4 (3.17%) jQuery
3 4 (3.17%) Twitter Bootstrap
4 3 (2.38%) Web Services
5 2 (1.59%) MDX
5 2 (1.59%) Middleware
6 1 (0.79%) .NET
6 1 (0.79%) JSON
6 1 (0.79%) REST
6 1 (0.79%) SOAP
6 1 (0.79%) WCF
6 1 (0.79%) WF
6 1 (0.79%) Windows Identity Foundation
6 1 (0.79%) XML
Miscellaneous
1 14 (11.11%) Reference Data
2 10 (7.94%) Analytical Skills
3 7 (5.56%) Management Information System
3 7 (5.56%) NHS
4 4 (3.17%) iPad
5 3 (2.38%) Enterprise Software
6 2 (1.59%) Computer Science
6 2 (1.59%) Robotics
7 1 (0.79%) Data Structures
7 1 (0.79%) Greenfield Project
7 1 (0.79%) User Experience
7 1 (0.79%) Video\Live Streaming
Operating Systems
1 10 (7.94%) Unix
Processes & Methodologies
1 53 (42.06%) Data Integration
2 47 (37.30%) Agile Software Development
3 45 (35.71%) Business Intelligence
4 32 (25.40%) Data Architecture
5 31 (24.60%) ETL
6 16 (12.70%) Enterprise Architecture
7 14 (11.11%) Data Management
8 13 (10.32%) Analytics
8 13 (10.32%) Data Governance
8 13 (10.32%) Logical Data Model
8 13 (10.32%) Open Source
8 13 (10.32%) Reverse Engineering
9 12 (9.52%) Data Strategy
9 12 (9.52%) TOGAF
10 10 (7.94%) MapReduce
11 9 (7.14%) Change Management
11 9 (7.14%) Continuous Integration
11 9 (7.14%) Data Analysis
11 9 (7.14%) DevOps
12 8 (6.35%) Project Management
Programming Languages
1 61 (48.41%) SQL
2 24 (19.05%) T-SQL
3 18 (14.29%) Shell Script
4 15 (11.90%) Java
5 12 (9.52%) Python
6 10 (7.94%) Scala
7 6 (4.76%) PL/SQL
8 4 (3.17%) JavaScript
9 2 (1.59%) C
9 2 (1.59%) Data Analysis Expressions (DAX)
9 2 (1.59%) R
Qualifications
1 9 (7.14%) Security Cleared
2 7 (5.56%) Degree
3 5 (3.97%) SC Cleared
4 4 (3.17%) ISEB
5 2 (1.59%) BPSS Clearance
6 1 (0.79%) DV Cleared
6 1 (0.79%) Master's Degree
Quality Assurance & Compliance
1 26 (20.63%) Data Quality
2 10 (7.94%) QA
3 6 (4.76%) GDPR
4 3 (2.38%) HL7
5 1 (0.79%) Disclosure Scotland
5 1 (0.79%) PCI DSS
System Software
1 10 (7.94%) Apache Flume
Systems Management
1 9 (7.14%) Ansible
Vendors
1 25 (19.84%) Tableau
2 21 (16.67%) Informatica
2 21 (16.67%) Microsoft
3 12 (9.52%) Talend
4 8 (6.35%) IBM
5 7 (5.56%) Oracle
6 4 (3.17%) SAP
7 3 (2.38%) CA
8 2 (1.59%) MuleSoft
8 2 (1.59%) Nuxeo
8 2 (1.59%) Salesforce.com
8 2 (1.59%) Sitecore
9 1 (0.79%) MicroStrategy