Period
to 19 November 2017

The following table provides summary statistics for contract job vacancies advertised in 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 19 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
England > Yorkshire
6 months to
19 Nov 2017
Same period 2016 Same period 2015
Rank 48 80 62
Rank change year-on-year +32 -18 -6
Contract jobs citing Data Modelling 174 155 196
As % of all contract IT jobs advertised in Yorkshire 4.00% 2.85% 3.17%
As % of the Processes & Methodologies category 4.79% 3.39% 3.81%
Number of daily rates quoted 158 100 200
Yorkshire median daily rate £450 £445 £425
Median daily rate % change year-on-year +1.12% +4.71% -
10th Percentile £325 £325 £309
90th Percentile £615 £575 £581
England median daily rate £495 £475 £450
% change year-on-year +4.21% +5.56% -
Number of hourly rates quoted 3 0 0
Yorkshire median hourly rate £20.00 - -
England median hourly rate £43.11 £42.50 £45.00
% change year-on-year +1.42% -5.56% +108.14%

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 Yorkshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Yorkshire
Contract vacancies with a requirement for process or methodology skills 3631 4577 5148
As % of all contract IT jobs advertised in Yorkshire 83.47% 84.14% 83.22%
Number of daily rates quoted 2415 2988 3539
Yorkshire median daily rate £400 £400 £375
Median daily rate % change year-on-year - +6.67% +7.14%
10th Percentile £261 £263 £259
90th Percentile £550 £550 £535
England median daily rate £450 £425 £422
% change year-on-year +5.88% +0.62% +5.60%
Number of hourly rates quoted 95 130 178
Yorkshire median hourly rate £16.00 £14.81 £14.50
Median hourly rate % change year-on-year +8.05% +2.12% -
10th Percentile £9.81 £10.98 £9.25
90th Percentile £40.00 £42.63 £34.74
England median hourly rate £23.75 £24.41 £22.50
% change year-on-year -2.70% +8.49% +18.42%

Data Modelling
Job Vacancy Trend in Yorkshire

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

Job vacancy trend for Data Modelling in Yorkshire

Data Modelling
Contractor Daily Rate Trend in Yorkshire

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

Contractor daily rate trend for Data Modelling in Yorkshire

Data Modelling
Contractor Daily Rate Histogram in Yorkshire

The daily rate distribution of IT jobs citing Data Modelling in Yorkshire over the 6 months to 19 November 2017.

Contractor daily rate histogram for Data Modelling in Yorkshire

Data Modelling
Contractor Hourly Rate Trend in Yorkshire

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

Contractor hourly rate trend for Data Modelling 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 6 months to 19 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
West Yorkshire +27 125 £425 -1.45% 11
South Yorkshire +35 45 £550 +11.11% 1
East Yorkshire -3 5 £314 -
North Yorkshire -7 1 - - 1
Humberside - 1 £545 -
Data Modelling
England

For the 6 months to 19 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 Yorkshire region with a requirement for Data Modelling.

1 73 (41.95%) SQL
2 61 (35.06%) Agile Software Development
2 61 (35.06%) Data Integration
3 56 (32.18%) Business Intelligence
4 45 (25.86%) SQL Server
5 43 (24.71%) Finance
5 43 (24.71%) Data Architecture
6 41 (23.56%) Data Warehouse
7 35 (20.11%) Data Quality
8 32 (18.39%) ETL
8 32 (18.39%) SQL Server Integration Services
9 29 (16.67%) Java
10 28 (16.09%) Tableau
11 25 (14.37%) T-SQL
11 25 (14.37%) Microsoft
11 25 (14.37%) Informatica
12 23 (13.22%) Big Data
13 22 (12.64%) NoSQL
14 21 (12.07%) Data Management
14 21 (12.07%) User Acceptance Testing
14 21 (12.07%) Shell Script
15 20 (11.49%) Apache Hive
16 19 (10.92%) Hadoop
16 19 (10.92%) Enterprise Architecture
16 19 (10.92%) Banking
17 18 (10.34%) Reference Data
17 18 (10.34%) Stakeholder Engagement
17 18 (10.34%) Logical Data Model
18 17 (9.77%) HBase
18 17 (9.77%) Analytics

Data Modelling
Co-occurring 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 12 (6.90%) Apache Spark
2 9 (5.17%) SAS
3 5 (2.87%) CMS
4 4 (2.30%) WebSphere
4 4 (2.30%) WebSphere Application Server
4 4 (2.30%) WebSphere Portal
5 3 (1.72%) Oracle SOA Suite
6 2 (1.15%) Sitecore CMS
7 1 (0.57%) Adobe Experience Manager
7 1 (0.57%) Apache
7 1 (0.57%) Confluence
Applications
1 5 (2.87%) MS Visio
2 4 (2.30%) Microsoft Excel
3 2 (1.15%) Spreadsheet
Business Applications
1 3 (1.72%) Salesforce.com CRM
2 2 (1.15%) Dynamics CRM
3 1 (0.57%) Dynamics AX
3 1 (0.57%) SAP BPC
3 1 (0.57%) SAP ERP
Cloud Services
1 9 (5.17%) GitHub
2 8 (4.60%) Amazon AWS
3 3 (1.72%) Microsoft Azure
4 2 (1.15%) Dynamics 365
4 2 (1.15%) Google Cloud Platform
5 1 (0.57%) Azure Data Factory
5 1 (0.57%) Data Lake Analytics
Communications & Networking
1 2 (1.15%) Intranet
1 2 (1.15%) SMS
2 1 (0.57%) Extranet
Database & Business Intelligence
1 45 (25.86%) SQL Server
2 41 (23.56%) Data Warehouse
3 32 (18.39%) SQL Server Integration Services
4 23 (13.22%) Big Data
5 22 (12.64%) NoSQL
6 20 (11.49%) Apache Hive
7 19 (10.92%) Hadoop
8 17 (9.77%) HBase
9 16 (9.20%) MongoDB
10 14 (8.05%) Relational Database
11 13 (7.47%) Pentaho
11 13 (7.47%) SQL Server Analysis Services
11 13 (7.47%) SQL Server Reporting Services
12 11 (6.32%) Power BI
13 10 (5.75%) Impala
13 10 (5.75%) Sqoop
14 8 (4.60%) Data Lake
14 8 (4.60%) PostgreSQL
15 6 (3.45%) BusinessObjects
15 6 (3.45%) OLAP
Development Applications
1 12 (6.90%) Talend Open Studio
2 9 (5.17%) Git (software)
3 8 (4.60%) Jenkins
4 6 (3.45%) ERwin
5 4 (2.30%) Ant
5 4 (2.30%) Gradle
5 4 (2.30%) Karma Test Runner
5 4 (2.30%) Maven
5 4 (2.30%) Rational Application Developer
5 4 (2.30%) Selenium
5 4 (2.30%) Subversion
5 4 (2.30%) WebDriver
6 3 (1.72%) JIRA
General
1 43 (24.71%) Finance
2 19 (10.92%) Banking
3 2 (1.15%) Games
3 2 (1.15%) Retail Banking
4 1 (0.57%) iGaming
4 1 (0.57%) Retail
Job Titles
1 55 (31.61%) Architect
2 54 (31.03%) Developer
3 38 (21.84%) Analyst
4 34 (19.54%) Data Architect
5 24 (13.79%) Business Analyst
6 21 (12.07%) SQL Developer
7 17 (9.77%) SSIS Developer
7 17 (9.77%) Technical Architect
8 16 (9.20%) Data Engineer
9 15 (8.62%) T-SQL Developer
10 10 (5.75%) Business Integration Analyst
10 10 (5.75%) Integration Analyst
10 10 (5.75%) Senior Data Engineer
11 9 (5.17%) Business Intelligence Developer
11 9 (5.17%) Solutions Architect
12 8 (4.60%) Integration Developer
13 7 (4.02%) Data Warehouse Architect
13 7 (4.02%) Lead Architect
13 7 (4.02%) Technical Analyst
13 7 (4.02%) Technical Business Analyst
Libraries, Frameworks & Software Standards
1 15 (8.62%) Web Services
2 11 (6.32%) Kafka
3 9 (5.17%) Spark Streaming
4 8 (4.60%) AngularJS
4 8 (4.60%) J2EE
4 8 (4.60%) jQuery
4 8 (4.60%) Twitter Bootstrap
5 6 (3.45%) RESTful
5 6 (3.45%) XML
6 4 (2.30%) CSS
6 4 (2.30%) CSS3
6 4 (2.30%) Dojo
6 4 (2.30%) HTML
6 4 (2.30%) HTML5
6 4 (2.30%) Java EE
6 4 (2.30%) JSP
6 4 (2.30%) KnockoutJS
6 4 (2.30%) React
6 4 (2.30%) REST
6 4 (2.30%) SOAP
Miscellaneous
1 18 (10.34%) Reference Data
2 14 (8.05%) Analytical Skills
3 13 (7.47%) Management Information System
4 9 (5.17%) NHS
5 7 (4.02%) Enterprise Software
6 5 (2.87%) Computer Science
7 4 (2.30%) iPad
8 3 (1.72%) Greenfield Project
8 3 (1.72%) Robotics
9 2 (1.15%) User Experience
10 1 (0.57%) Data Structures
10 1 (0.57%) Video\Live Streaming
10 1 (0.57%) Virtual Team
Operating Systems
1 13 (7.47%) Unix
Processes & Methodologies
1 61 (35.06%) Agile Software Development
1 61 (35.06%) Data Integration
2 56 (32.18%) Business Intelligence
3 43 (24.71%) Data Architecture
4 32 (18.39%) ETL
5 21 (12.07%) Data Management
5 21 (12.07%) User Acceptance Testing
6 19 (10.92%) Enterprise Architecture
7 18 (10.34%) Logical Data Model
7 18 (10.34%) Stakeholder Engagement
8 17 (9.77%) Analytics
8 17 (9.77%) Business Analysis
8 17 (9.77%) Open Source
8 17 (9.77%) TOGAF
9 16 (9.20%) Data Governance
9 16 (9.20%) Data Strategy
9 16 (9.20%) Incident Management
9 16 (9.20%) Investment Management
9 16 (9.20%) Reverse Engineering
9 16 (9.20%) Stakeholder Management
Programming Languages
1 73 (41.95%) SQL
2 29 (16.67%) Java
3 25 (14.37%) T-SQL
4 21 (12.07%) Shell Script
5 13 (7.47%) Python
6 11 (6.32%) Scala
7 8 (4.60%) JavaScript
8 6 (3.45%) PL/SQL
9 4 (2.30%) C++
9 4 (2.30%) PHP
10 3 (1.72%) C
11 2 (1.15%) Data Analysis Expressions (DAX)
11 2 (1.15%) R
12 1 (0.57%) PowerShell
Qualifications
1 12 (6.90%) Degree
2 11 (6.32%) Security Cleared
3 6 (3.45%) CISM
3 6 (3.45%) CISSP
3 6 (3.45%) CRISC
4 5 (2.87%) SC Cleared
5 4 (2.30%) BPSS Clearance
5 4 (2.30%) ISEB
6 3 (1.72%) CEH
7 2 (1.15%) Computer Science Degree
7 2 (1.15%) MCSD
7 2 (1.15%) Microsoft Certification
8 1 (0.57%) DV Cleared
8 1 (0.57%) Master's Degree
Quality Assurance & Compliance
1 35 (20.11%) Data Quality
2 14 (8.05%) QA
3 6 (3.45%) GDPR
4 4 (2.30%) HL7
5 3 (1.72%) Disclosure Scotland
6 1 (0.57%) PCI DSS
System Software
1 11 (6.32%) Apache Flume
Systems Management
1 9 (5.17%) Ansible
Vendors
1 28 (16.09%) Tableau
2 25 (14.37%) Informatica
2 25 (14.37%) Microsoft
3 16 (9.20%) Symantec
4 15 (8.62%) Oracle
5 12 (6.90%) Talend
6 10 (5.75%) IBM
7 6 (3.45%) CA
7 6 (3.45%) SAP
8 5 (2.87%) Salesforce.com
9 2 (1.15%) Google
9 2 (1.15%) MuleSoft
9 2 (1.15%) Nuxeo
9 2 (1.15%) Sitecore
10 1 (0.57%) Adobe
10 1 (0.57%) Ariba
10 1 (0.57%) HP
10 1 (0.57%) MicroStrategy
10 1 (0.57%) Veritas