Period
to 15 December 2018

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 15 December 2018 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
15 Dec 2018
Same period 2017 Same period 2016
Rank 98 49 76
Rank change year-on-year -49 +27 -16
Contract jobs citing Data Modelling 106 160 160
As % of all contract IT jobs advertised in Yorkshire 2.14% 3.60% 3.02%
As % of the Processes & Methodologies category 2.46% 4.21% 3.55%
Number of daily rates quoted 78 150 107
Yorkshire median daily rate £438 £450 £438
Median daily rate % change year-on-year -2.78% +2.86% +2.94%
10th Percentile £347 £325 £319
90th Percentile £607 £615 £575
England median daily rate £500 £495 £475
% change year-on-year +1.01% +4.21% +5.56%
Number of hourly rates quoted 2 3 0
Yorkshire median hourly rate £44.16 £20.00 -
Median hourly rate % change year-on-year +120.79% - -
England median hourly rate £37.50 £43.11 £40.00
% change year-on-year -13.00% +7.76% -11.11%

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 4,301 3,802 4,513
As % of all contract IT jobs advertised in Yorkshire 86.94% 85.44% 85.22%
Number of daily rates quoted 2,935 2,512 2,926
Yorkshire median daily rate £413 £410 £400
Median daily rate % change year-on-year +0.61% +2.50% +6.67%
10th Percentile £281 £261 £260
90th Percentile £563 £550 £544
England median daily rate £475 £450 £425
% change year-on-year +5.56% +5.88% -
Number of hourly rates quoted 116 99 142
Yorkshire median hourly rate £17.00 £16.00 £14.57
Median hourly rate % change year-on-year +6.25% +9.85% +0.45%
10th Percentile £10.96 £10.50 £10.69
90th Percentile £41.50 £40.00 £34.83
England median hourly rate £22.20 £25.00 £23.10
% change year-on-year -11.22% +8.25% +4.98%

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 15 December 2018.

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
Contractor Hourly Rate Histogram in Yorkshire

The hourly rate distribution of IT jobs citing Data Modelling in Yorkshire over the 6 months to 15 December 2018.

Contractor hourly rate histogram 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 15 December 2018. 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 -41 59 £425 - 29
South Yorkshire -17 30 £450 -18.18% 1
East Yorkshire +4 9 £469 +49.40%
North Yorkshire +1 5 £388 - 2
Data Modelling
England

For the 6 months to 15 December 2018, 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 44 (41.51%) SQL
2 35 (33.02%) Business Intelligence
3 31 (29.25%) ETL
4 29 (27.36%) Data Warehouse
5 21 (19.81%) SQL Server
6 20 (18.87%) Agile Software Development
6 20 (18.87%) Data Integration
7 19 (17.92%) SQL Server Integration Services
8 16 (15.09%) Stakeholder Management
8 16 (15.09%) T-SQL
9 15 (14.15%) Web Services
9 15 (14.15%) SQL Server Reporting Services
9 15 (14.15%) Finance
10 14 (13.21%) Taxonomies
10 14 (13.21%) Data Quality
11 13 (12.26%) Kimball Methodology
11 13 (12.26%) Hadoop
11 13 (12.26%) Migration
11 13 (12.26%) ERwin
12 12 (11.32%) Oracle
12 12 (11.32%) Data Migration
13 11 (10.38%) Data Architecture
13 11 (10.38%) Analytics
13 11 (10.38%) Business Analysis
13 11 (10.38%) Microsoft
14 10 (9.43%) SOA
14 10 (9.43%) Java
14 10 (9.43%) Data Management
14 10 (9.43%) SQL Server Analysis Services
15 9 (8.49%) Visualisation

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 (3.77%) Confluence
1 4 (3.77%) SAS
2 3 (2.83%) SharePoint
3 2 (1.89%) Apache Spark
4 1 (0.94%) Anypoint
4 1 (0.94%) Apache
4 1 (0.94%) Apache Pig
4 1 (0.94%) WebSphere
4 1 (0.94%) WebSphere Application Server
Applications
1 3 (2.83%) Microsoft Office
1 3 (2.83%) MS Visio
2 2 (1.89%) Microsoft Excel
3 1 (0.94%) Microsoft PowerPoint
3 1 (0.94%) Spreadsheet
Business Applications
1 1 (0.94%) Dynamics CRM
1 1 (0.94%) iTrent
1 1 (0.94%) ResourceLink
Cloud Services
1 4 (3.77%) Amazon AWS
2 3 (2.83%) Amazon S3
3 2 (1.89%) Amazon CloudWatch
3 2 (1.89%) Amazon EC2
3 2 (1.89%) AWS CloudTrail
3 2 (1.89%) Virtual Private Cloud
4 1 (0.94%) Amazon Kinesis
4 1 (0.94%) Amazon SageMaker
4 1 (0.94%) Dynamics 365
4 1 (0.94%) Office 365
4 1 (0.94%) PaaS
Communications & Networking
1 1 (0.94%) HTTP
1 1 (0.94%) SMS
1 1 (0.94%) SSL
Database & Business Intelligence
1 29 (27.36%) Data Warehouse
2 21 (19.81%) SQL Server
3 19 (17.92%) SQL Server Integration Services
4 15 (14.15%) SQL Server Reporting Services
5 13 (12.26%) Hadoop
6 10 (9.43%) SQL Server Analysis Services
7 9 (8.49%) Big Data
8 8 (7.55%) OLAP
9 7 (6.60%) Data Lake
9 7 (6.60%) Oracle ODI
9 7 (6.60%) Oracle OLAP
9 7 (6.60%) Star Schema
10 6 (5.66%) Relational Database
11 5 (4.72%) BusinessObjects
11 5 (4.72%) Power BI
12 4 (3.77%) Apache Hive
12 4 (3.77%) DataStage
12 4 (3.77%) NoSQL
12 4 (3.77%) Pentaho
12 4 (3.77%) RDBMS
Development Applications
1 13 (12.26%) ERwin
2 6 (5.66%) Jenkins
2 6 (5.66%) JIRA
2 6 (5.66%) Toad
3 4 (3.77%) Git (software)
4 3 (2.83%) Team Foundation Server
4 3 (2.83%) Visual Studio
General
1 15 (14.15%) Finance
2 7 (6.60%) Banking
2 7 (6.60%) Manufacturing
3 6 (5.66%) Retail
4 2 (1.89%) Legal
5 1 (0.94%) Law
5 1 (0.94%) Pharmaceutical
Job Titles
1 38 (35.85%) Developer
2 28 (26.42%) Analyst
2 28 (26.42%) Architect
3 15 (14.15%) Business Analyst
4 13 (12.26%) ETL Developer
5 12 (11.32%) Business Intelligence Developer
6 11 (10.38%) Data Analyst
6 11 (10.38%) Data Architect
6 11 (10.38%) Senior Architect
7 10 (9.43%) Solutions Architect
8 9 (8.49%) Information Architect
8 9 (8.49%) Senior Information Architect
8 9 (8.49%) SQL Developer
9 6 (5.66%) Data Engineer
9 6 (5.66%) SSIS Developer
10 5 (4.72%) SQL BI Developer
10 5 (4.72%) T-SQL Developer
11 4 (3.77%) .NET Developer
11 4 (3.77%) Senior Data Engineer
12 3 (2.83%) Senior Developer
Libraries, Frameworks & Software Standards
1 15 (14.15%) Web Services
2 9 (8.49%) SOAP
3 8 (7.55%) REST
4 6 (5.66%) Spring
4 6 (5.66%) Spring Boot
5 4 (3.77%) .NET
6 2 (1.89%) Middleware
7 1 (0.94%) .NET Framework
7 1 (0.94%) IBM Integration Bus
7 1 (0.94%) JDBC
7 1 (0.94%) JSON
7 1 (0.94%) Kafka
7 1 (0.94%) LDAP
7 1 (0.94%) ODBC
7 1 (0.94%) Oracle GoldenGate
7 1 (0.94%) SAML
7 1 (0.94%) WebSphere MQ
7 1 (0.94%) XML
7 1 (0.94%) XSLT
Miscellaneous
1 14 (13.21%) Taxonomies
2 9 (8.49%) Analytical Skills
3 6 (5.66%) Management Information System
4 5 (4.72%) DataPower
5 2 (1.89%) Data Structures
5 2 (1.89%) User Experience
6 1 (0.94%) Clustering
6 1 (0.94%) CMDB
6 1 (0.94%) Greenfield Project
6 1 (0.94%) Mainframe
6 1 (0.94%) Mobile App
6 1 (0.94%) NHS
Operating Systems
1 6 (5.66%) Unix
2 1 (0.94%) Linux
Processes & Methodologies
1 35 (33.02%) Business Intelligence
2 31 (29.25%) ETL
3 20 (18.87%) Agile Software Development
3 20 (18.87%) Data Integration
4 16 (15.09%) Stakeholder Management
5 13 (12.26%) Kimball Methodology
5 13 (12.26%) Migration
6 12 (11.32%) Data Migration
7 11 (10.38%) Analytics
7 11 (10.38%) Business Analysis
7 11 (10.38%) Data Architecture
8 10 (9.43%) Data Management
8 10 (9.43%) SOA
9 9 (8.49%) Change Data Capture
9 9 (8.49%) Data Mapping
9 9 (8.49%) Microservices
9 9 (8.49%) Visualisation
10 8 (7.55%) Inmon Methodology
10 8 (7.55%) Problem-Solving
10 8 (7.55%) User Stories
Programming Languages
1 44 (41.51%) SQL
2 16 (15.09%) T-SQL
3 10 (9.43%) Java
4 7 (6.60%) PL/SQL
4 7 (6.60%) Python
5 6 (5.66%) C#
5 6 (5.66%) Java 8
6 3 (2.83%) JavaScript
6 3 (2.83%) Scala
6 3 (2.83%) Shell Script
6 3 (2.83%) VBA
7 2 (1.89%) COBOL
7 2 (1.89%) Ruby
8 1 (0.94%) Data Analysis Expressions (DAX)
8 1 (0.94%) MATLAB
8 1 (0.94%) R
8 1 (0.94%) VB
Qualifications
1 4 (3.77%) Degree
2 1 (0.94%) AWS Certification
2 1 (0.94%) Computer Science Degree
2 1 (0.94%) Numerate Degree
2 1 (0.94%) SC Cleared
2 1 (0.94%) Security Cleared
2 1 (0.94%) Sun Certification
2 1 (0.94%) TOGAF Certification
Quality Assurance & Compliance
1 14 (13.21%) Data Quality
2 6 (5.66%) QA
3 3 (2.83%) GDPR
System Software
1 7 (6.60%) Docker
2 1 (0.94%) Apache Flume
2 1 (0.94%) HDFS
Systems Management
1 7 (6.60%) Ansible
1 7 (6.60%) Puppet
2 5 (4.72%) Kubernetes
3 1 (0.94%) Ambari
3 1 (0.94%) Single Sign-On
Vendors
1 12 (11.32%) Oracle
2 11 (10.38%) Microsoft
3 9 (8.49%) IDERA
4 8 (7.55%) IBM
4 8 (7.55%) SAP
4 8 (7.55%) Tableau
5 3 (2.83%) Hortonworks
6 2 (1.89%) CA
6 2 (1.89%) Informatica
6 2 (1.89%) Talend
7 1 (0.94%) Cloudera
7 1 (0.94%) Delphix
7 1 (0.94%) JD Edwards
7 1 (0.94%) MuleSoft
7 1 (0.94%) Northgate
7 1 (0.94%) ServiceNow