Period
to 22 November 2019

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 22 November 2019 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
22 Nov 2019
Same period 2018 Same period 2017
Rank 75 104 48
Rank change year-on-year +29 -56 +35
Contract jobs citing Data Modelling 97 108 175
As % of all contract IT jobs advertised in Yorkshire 2.74% 2.19% 3.95%
As % of the Processes & Methodologies category 3.16% 2.51% 4.60%
Number of daily rates quoted 67 77 159
Yorkshire median daily rate £425 £438 £450
Median daily rate % change year-on-year -2.86% -2.78% +2.27%
10th Percentile £333 £347 £325
90th Percentile £575 £608 £615
England median daily rate £500 £495 £496
% change year-on-year +1.01% -0.25% +4.47%
Number of hourly rates quoted 1 2 3
Yorkshire median hourly rate £32.58 £44.16 £20.00
Median hourly rate % change year-on-year -26.22% +120.79% -
England median hourly rate £52.50 £42.25 £43.11
% change year-on-year +24.26% -1.98% +1.42%

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 3,071 4,306 3,803
As % of all contract IT jobs advertised in Yorkshire 86.85% 87.29% 85.81%
Number of daily rates quoted 2,065 2,907 2,522
Yorkshire median daily rate £425 £413 £400
Median daily rate % change year-on-year +3.03% +3.13% -
10th Percentile £275 £281 £256
90th Percentile £575 £563 £550
England median daily rate £475 £475 £450
% change year-on-year - +5.56% +5.88%
Number of hourly rates quoted 138 122 107
Yorkshire median hourly rate £17.00 £17.00 £16.00
Median hourly rate % change year-on-year - +6.25% +8.05%
10th Percentile £10.16 £10.75 £10.00
90th Percentile £35.00 £43.08 £40.00
England median hourly rate £24.00 £22.00 £23.50
% change year-on-year +9.09% -6.38% +2.91%

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 22 November 2019.

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 22 November 2019. 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 +52 77 £425 - 15
South Yorkshire -18 15 £475 +5.56% 3
North Yorkshire +5 4 £275 -26.67%
Data Modelling
England

For the 6 months to 22 November 2019, IT contractor jobs citing Data Modelling also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all contract job ads across the Yorkshire region with a requirement for Data Modelling.

1 52 (53.61%) SQL
2 44 (45.36%) Data Warehouse
2 44 (45.36%) ETL
3 40 (41.24%) Business Intelligence
4 33 (34.02%) SQL Server Integration Services
5 27 (27.84%) SQL Server
6 26 (26.80%) T-SQL
7 25 (25.77%) Agile Software Development
8 24 (24.74%) Microsoft
9 22 (22.68%) Power BI
9 22 (22.68%) Power Platform
10 21 (21.65%) SQL Server Analysis Services
11 20 (20.62%) Data Quality
12 18 (18.56%) SQL Server Reporting Services
13 17 (17.53%) Data Architecture
14 14 (14.43%) Migration
14 14 (14.43%) Analytics
15 13 (13.40%) Public Sector
16 12 (12.37%) QA
16 12 (12.37%) Analytical Skills
17 11 (11.34%) Visualisation
18 10 (10.31%) Data Integration
18 10 (10.31%) Data Migration
18 10 (10.31%) Logical Data Model
18 10 (10.31%) Physical Data Model
18 10 (10.31%) Business Analysis
19 9 (9.28%) Data Analysis
19 9 (9.28%) Azure
19 9 (9.28%) Data Visualisation
20 8 (8.25%) Talend

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 4 (4.12%) SAS
2 3 (3.09%) Confluence
3 2 (2.06%) Apache Spark
Applications
1 8 (8.25%) Microsoft Excel
2 7 (7.22%) MS Visio
3 1 (1.03%) Microsoft PowerPoint
Business Applications
1 3 (3.09%) SAP IS-U
Cloud Services
1 22 (22.68%) Power Platform
2 9 (9.28%) Azure
3 5 (5.15%) GCP
4 3 (3.09%) Azure Data Factory
4 3 (3.09%) Google App Engine
5 2 (2.06%) AWS
5 2 (2.06%) Azure Machine Learning
5 2 (2.06%) Dynamics 365
5 2 (2.06%) Google Analytics
6 1 (1.03%) Apigee
6 1 (1.03%) Azure Functions
6 1 (1.03%) Google Compute Engine
6 1 (1.03%) Microsoft Flow
6 1 (1.03%) PowerApps
6 1 (1.03%) Serverless
6 1 (1.03%) Slack
Communications & Networking
1 1 (1.03%) DNS
1 1 (1.03%) Internet
1 1 (1.03%) PuTTY
1 1 (1.03%) Skype
Database & Business Intelligence
1 44 (45.36%) Data Warehouse
2 33 (34.02%) SQL Server Integration Services
3 27 (27.84%) SQL Server
4 22 (22.68%) Power BI
5 21 (21.65%) SQL Server Analysis Services
6 18 (18.56%) SQL Server Reporting Services
7 6 (6.19%) Star Schema
8 5 (5.15%) Azure SQL Database
9 4 (4.12%) Microsoft Analysis Services
9 4 (4.12%) NoSQL
10 3 (3.09%) Big Data
10 3 (3.09%) Oracle Database
10 3 (3.09%) Relational Database
11 2 (2.06%) BusinessObjects
11 2 (2.06%) Enterprise Data Warehouse
11 2 (2.06%) Hadoop
11 2 (2.06%) Oracle Reports
11 2 (2.06%) Qlik Sense
11 2 (2.06%) QlikView
12 1 (1.03%) HDInsight
Development Applications
1 5 (5.15%) ERwin
2 4 (4.12%) ER Studio
2 4 (4.12%) PowerDesigner
3 3 (3.09%) JIRA
3 3 (3.09%) Selenium
4 2 (2.06%) Git (software)
4 2 (2.06%) Jenkins
4 2 (2.06%) Maven
4 2 (2.06%) SpecFlow
5 1 (1.03%) Cucumber
5 1 (1.03%) Oracle Forms
5 1 (1.03%) ProC
General
1 13 (13.40%) Public Sector
2 4 (4.12%) Retail
3 3 (3.09%) Finance
4 1 (1.03%) Manufacturing
Job Titles
1 36 (37.11%) Developer
2 15 (15.46%) Analyst
2 15 (15.46%) Architect
2 15 (15.46%) SQL Developer
3 13 (13.40%) Business Intelligence Developer
4 10 (10.31%) Data Architect
4 10 (10.31%) Data Manager
5 9 (9.28%) Data Analyst
6 8 (8.25%) Data Modeller
7 7 (7.22%) Power BI Developer
8 6 (6.19%) ETL Developer
8 6 (6.19%) SSAS Developer
9 5 (5.15%) Business Analyst
9 5 (5.15%) Senior Analyst
9 5 (5.15%) Talend Developer
10 4 (4.12%) Configuration Manager
10 4 (4.12%) Consultant
10 4 (4.12%) Senior Data Analyst
10 4 (4.12%) SQL BI Developer
10 4 (4.12%) SSIS Developer
Libraries, Frameworks & Software Standards
1 5 (5.15%) RESTful
2 4 (4.12%) Gherkin
3 3 (3.09%) Java EE
4 2 (2.06%) Hibernate
4 2 (2.06%) Spring
5 1 (1.03%) JSON
5 1 (1.03%) Middleware
5 1 (1.03%) REST
5 1 (1.03%) Web Services
5 1 (1.03%) XML
Miscellaneous
1 12 (12.37%) Analytical Skills
2 6 (6.19%) CMDB
3 5 (5.15%) NHS
4 3 (3.09%) Cloud Native
4 3 (3.09%) Data Structures
4 3 (3.09%) Smart Meter
5 2 (2.06%) Management Information System
6 1 (1.03%) Algorithms
6 1 (1.03%) Enterprise Software
6 1 (1.03%) Greenfield Project
6 1 (1.03%) Taxonomies
6 1 (1.03%) Virtual Team
Processes & Methodologies
1 44 (45.36%) ETL
2 40 (41.24%) Business Intelligence
3 25 (25.77%) Agile Software Development
4 17 (17.53%) Data Architecture
5 14 (14.43%) Analytics
5 14 (14.43%) Migration
6 11 (11.34%) Visualisation
7 10 (10.31%) Business Analysis
7 10 (10.31%) Data Integration
7 10 (10.31%) Data Migration
7 10 (10.31%) Logical Data Model
7 10 (10.31%) Physical Data Model
8 9 (9.28%) Data Analysis
8 9 (9.28%) Data Visualisation
9 8 (8.25%) Project Delivery
9 8 (8.25%) Scrum
10 7 (7.22%) Coaching
10 7 (7.22%) Data Mapping
10 7 (7.22%) Kimball Methodology
11 6 (6.19%) Process Improvement
Programming Languages
1 52 (53.61%) SQL
2 26 (26.80%) T-SQL
3 6 (6.19%) Java
4 5 (5.15%) Python
5 3 (3.09%) Data Analysis Expressions (DAX)
5 3 (3.09%) PowerShell
6 2 (2.06%) C#
7 1 (1.03%) C
7 1 (1.03%) PL/SQL
7 1 (1.03%) Shell Script
Qualifications
1 4 (4.12%) Security Cleared
2 3 (3.09%) ISTQB
3 2 (2.06%) ISEB
3 2 (2.06%) SC Cleared
4 1 (1.03%) ISTQB Foundation Certification
Quality Assurance & Compliance
1 20 (20.62%) Data Quality
2 12 (12.37%) QA
3 2 (2.06%) GDPR
4 1 (1.03%) PMO
4 1 (1.03%) WCAG
System Software
1 3 (3.09%) Docker
2 1 (1.03%) Virtual Machines
Systems Management
1 2 (2.06%) Kubernetes
Vendors
1 24 (24.74%) Microsoft
2 8 (8.25%) Oracle
2 8 (8.25%) Talend
3 7 (7.22%) Google
4 6 (6.19%) Tableau
5 4 (4.12%) BMC
5 4 (4.12%) Informatica
5 4 (4.12%) SAP
6 3 (3.09%) ServiceNow
7 2 (2.06%) Alteryx
7 2 (2.06%) BiZZdesign
7 2 (2.06%) Cloudera
8 1 (1.03%) Birst
8 1 (1.03%) Infor