Period
to 21 January 2020

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 21 January 2020 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
21 Jan 2020
Same period 2019 Same period 2018
Rank 62 105 58
Rank change year-on-year +43 -47 +28
Contract jobs citing Data Modelling 100 95 147
As % of all contract IT jobs advertised in Yorkshire 3.14% 1.97% 3.36%
As % of the Processes & Methodologies category 3.64% 2.26% 3.94%
Number of daily rates quoted 75 71 142
Yorkshire median daily rate £450 £438 £447
Median daily rate % change year-on-year +2.86% -2.18% -0.61%
10th Percentile £354 £331 £325
90th Percentile £600 £638 £600
England median daily rate £500 £500 £475
% change year-on-year - +5.26% -
Number of hourly rates quoted 2 2 3
Yorkshire median hourly rate £28.65 £44.16 £20.00
Median hourly rate % change year-on-year -35.13% +120.79% -
England median hourly rate £50.00 £37.50 £35.55
% change year-on-year +33.33% +5.48% +4.57%

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 2,748 4,196 3,729
As % of all contract IT jobs advertised in Yorkshire 86.33% 86.96% 85.18%
Number of daily rates quoted 1,830 2,824 2,441
Yorkshire median daily rate £425 £423 £400
Median daily rate % change year-on-year +0.59% +5.63% -
10th Percentile £286 £275 £258
90th Percentile £585 £575 £545
England median daily rate £475 £475 £450
% change year-on-year - +5.56% +4.65%
Number of hourly rates quoted 127 108 108
Yorkshire median hourly rate £18.00 £17.13 £17.25
Median hourly rate % change year-on-year +5.11% -0.72% +16.04%
10th Percentile £10.33 £10.35 £10.50
90th Percentile £35.00 £43.25 £41.15
England median hourly rate £22.50 £23.34 £23.26
% change year-on-year -3.60% +0.35% -3.09%

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 21 January 2020.

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 21 January 2020. 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 +50 74 £450 +5.88% 8
South Yorkshire +12 16 £475 +5.56% 3
North Yorkshire +3 7 £550 +46.67% 1
Data Modelling
England

For the 6 months to 21 January 2020, 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 46 (46.00%) SQL
2 42 (42.00%) Data Warehouse
3 32 (32.00%) Business Intelligence
4 29 (29.00%) Data Architecture
5 27 (27.00%) ETL
6 25 (25.00%) Public Sector
7 23 (23.00%) SQL Server
8 22 (22.00%) SQL Server Integration Services
8 22 (22.00%) Analytics
9 20 (20.00%) Analytical Skills
9 20 (20.00%) Microsoft
10 19 (19.00%) Agile Software Development
10 19 (19.00%) Power BI
10 19 (19.00%) Power Platform
11 17 (17.00%) T-SQL
12 16 (16.00%) SQL Server Analysis Services
12 16 (16.00%) Azure
13 14 (14.00%) NoSQL
13 14 (14.00%) Data Integration
14 13 (13.00%) Tableau
14 13 (13.00%) Data Quality
14 13 (13.00%) Big Data
14 13 (13.00%) Java
14 13 (13.00%) Python
15 12 (12.00%) TOGAF
15 12 (12.00%) Logical Data Model
15 12 (12.00%) Data Strategy
15 12 (12.00%) Project Delivery
16 11 (11.00%) GCP
16 11 (11.00%) AWS

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 10 (10.00%) Apache Spark
2 8 (8.00%) OpenStack
3 4 (4.00%) SAS
4 3 (3.00%) Confluence
Applications
1 5 (5.00%) Microsoft Excel
2 4 (4.00%) MS Visio
3 1 (1.00%) Microsoft Project
3 1 (1.00%) Spreadsheet
Business Applications
1 3 (3.00%) SAP IS-U
2 2 (2.00%) Sparx Enterprise Architect
3 1 (1.00%) Dynamics AX
Cloud Services
1 19 (19.00%) Power Platform
2 16 (16.00%) Azure
3 11 (11.00%) AWS
3 11 (11.00%) GCP
4 8 (8.00%) Amazon Kinesis
5 3 (3.00%) Azure Data Factory
6 2 (2.00%) Azure Machine Learning
6 2 (2.00%) Google Analytics
7 1 (1.00%) Apigee
7 1 (1.00%) Dynamics 365
7 1 (1.00%) Force.com
7 1 (1.00%) Google App Engine
7 1 (1.00%) Google Compute Engine
7 1 (1.00%) Slack
Communications & Networking
1 1 (1.00%) DNS
1 1 (1.00%) PuTTY
1 1 (1.00%) Skype
Database & Business Intelligence
1 42 (42.00%) Data Warehouse
2 23 (23.00%) SQL Server
3 22 (22.00%) SQL Server Integration Services
4 19 (19.00%) Power BI
5 16 (16.00%) SQL Server Analysis Services
6 14 (14.00%) NoSQL
7 13 (13.00%) Big Data
8 10 (10.00%) Hadoop
9 9 (9.00%) Apache Hive
9 9 (9.00%) MongoDB
10 8 (8.00%) Apache Cassandra
10 8 (8.00%) Flink
10 8 (8.00%) HBase
11 7 (7.00%) SQL Server Reporting Services
12 6 (6.00%) Star Schema
13 5 (5.00%) Azure SQL Database
14 4 (4.00%) Microsoft Analysis Services
14 4 (4.00%) QlikView
15 3 (3.00%) Oracle Database
15 3 (3.00%) Qlik Sense
Development Applications
1 4 (4.00%) JIRA
1 4 (4.00%) Selenium
2 3 (3.00%) ERwin
3 2 (2.00%) ER Studio
3 2 (2.00%) Git (software)
3 2 (2.00%) Jenkins
3 2 (2.00%) Maven
3 2 (2.00%) PowerDesigner
3 2 (2.00%) SpecFlow
4 1 (1.00%) Cucumber
4 1 (1.00%) Oracle Forms
4 1 (1.00%) ProC
4 1 (1.00%) WebDriver
General
1 25 (25.00%) Public Sector
2 4 (4.00%) Finance
2 4 (4.00%) Retail
3 1 (1.00%) Legal
3 1 (1.00%) Manufacturing
Job Titles
1 33 (33.00%) Architect
2 25 (25.00%) Developer
3 24 (24.00%) Data Architect
4 18 (18.00%) Analyst
5 11 (11.00%) Enterprise Architect
6 10 (10.00%) Data Manager
7 9 (9.00%) Business Intelligence Developer
7 9 (9.00%) Data Analyst
8 7 (7.00%) Big Data Architect
8 7 (7.00%) Business Analyst
8 7 (7.00%) Power BI Developer
9 6 (6.00%) Senior Analyst
9 6 (6.00%) SSAS Developer
10 5 (5.00%) Consultant
10 5 (5.00%) Data Modeller
10 5 (5.00%) Enterprise Data Architect
11 4 (4.00%) Senior Data Analyst
12 3 (3.00%) Data Engineer
12 3 (3.00%) Java Developer
12 3 (3.00%) SQL Developer
Libraries, Frameworks & Software Standards
1 8 (8.00%) Kafka
2 4 (4.00%) Gherkin
3 3 (3.00%) Java EE
4 2 (2.00%) Hibernate
4 2 (2.00%) RESTful
4 2 (2.00%) Spring
5 1 (1.00%) REST
Miscellaneous
1 20 (20.00%) Analytical Skills
2 8 (8.00%) Public Cloud
3 7 (7.00%) NHS
3 7 (7.00%) User Experience
4 6 (6.00%) Enterprise Software
5 4 (4.00%) CMDB
6 3 (3.00%) Smart Meter
7 2 (2.00%) Algorithms
7 2 (2.00%) Data Structures
7 2 (2.00%) Management Information System
8 1 (1.00%) Cloud Native
8 1 (1.00%) Greenfield Project
8 1 (1.00%) Taxonomies
Processes & Methodologies
1 32 (32.00%) Business Intelligence
2 29 (29.00%) Data Architecture
3 27 (27.00%) ETL
4 22 (22.00%) Analytics
5 19 (19.00%) Agile Software Development
6 14 (14.00%) Data Integration
7 12 (12.00%) Data Strategy
7 12 (12.00%) Logical Data Model
7 12 (12.00%) Project Delivery
7 12 (12.00%) TOGAF
8 11 (11.00%) ERP
9 10 (10.00%) Business Analysis
9 10 (10.00%) Data Analysis
9 10 (10.00%) Data Analytics
9 10 (10.00%) Microservices
9 10 (10.00%) Migration
9 10 (10.00%) Physical Data Model
10 9 (9.00%) Data Science
10 9 (9.00%) Domain-Driven Design
10 9 (9.00%) Enterprise Architecture
Programming Languages
1 46 (46.00%) SQL
2 17 (17.00%) T-SQL
3 13 (13.00%) Java
3 13 (13.00%) Python
4 8 (8.00%) Bash Shell
4 8 (8.00%) Go
4 8 (8.00%) Kotlin
4 8 (8.00%) Perl
4 8 (8.00%) Scala
5 3 (3.00%) Data Analysis Expressions (DAX)
6 2 (2.00%) C#
6 2 (2.00%) PowerShell
7 1 (1.00%) C
7 1 (1.00%) PL/SQL
7 1 (1.00%) Shell Script
Qualifications
1 5 (5.00%) Security Cleared
2 3 (3.00%) ISTQB
3 2 (2.00%) BPSS Clearance
3 2 (2.00%) ISEB
3 2 (2.00%) SC Cleared
4 1 (1.00%) Degree
4 1 (1.00%) ISTQB Foundation Certification
Quality Assurance & Compliance
1 13 (13.00%) Data Quality
2 9 (9.00%) QA
3 2 (2.00%) GDPR
4 1 (1.00%) PMO
4 1 (1.00%) WCAG
System Software
1 8 (8.00%) HDFS
2 1 (1.00%) Docker
2 1 (1.00%) Virtual Machines
Systems Management
1 9 (9.00%) Kubernetes
2 8 (8.00%) Hadoop YARN
Vendors
1 20 (20.00%) Microsoft
2 13 (13.00%) Tableau
3 8 (8.00%) Oracle
4 5 (5.00%) Google
4 5 (5.00%) Talend
5 4 (4.00%) Informatica
5 4 (4.00%) SAP
5 4 (4.00%) ServiceNow
6 2 (2.00%) BiZZdesign
6 2 (2.00%) Cloudera
6 2 (2.00%) Sparx
7 1 (1.00%) Alteryx
7 1 (1.00%) Birst
7 1 (1.00%) BMC
7 1 (1.00%) Infor
7 1 (1.00%) Salesforce.com