Period
to 19 October 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 19 October 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
19 Oct 2018
Same period 2017 Same period 2016
Rank 98 38 77
Rank change year-on-year -60 +39 -22
Contract jobs citing Data Modelling 101 197 165
As % of all contract IT jobs advertised in Yorkshire 2.06% 4.62% 2.94%
As % of the Processes & Methodologies category 2.37% 5.46% 3.42%
Number of daily rates quoted 73 170 103
Yorkshire median daily rate £438 £450 £420
Median daily rate % change year-on-year -2.78% +7.14% -1.18%
10th Percentile £316 £325 £333
90th Percentile £575 £615 £575
England median daily rate £500 £495 £450
% change year-on-year +1.01% +10.00% -
Number of hourly rates quoted 1 4 0
Yorkshire median hourly rate £20.00 £21.25 -
Median hourly rate % change year-on-year -5.88% - -
England median hourly rate £44.50 £44.05 £45.00
% change year-on-year +1.02% -2.11% -

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 4,260 3,610 4,822
As % of all contract IT jobs advertised in Yorkshire 86.73% 84.72% 85.80%
Number of daily rates quoted 2,870 2,397 3,161
Yorkshire median daily rate £413 £400 £400
Median daily rate % change year-on-year +3.13% - +6.67%
10th Percentile £281 £260 £266
90th Percentile £550 £545 £550
England median daily rate £473 £450 £425
% change year-on-year +5.00% +5.88% +3.03%
Number of hourly rates quoted 119 86 127
Yorkshire median hourly rate £17.41 £14.20 £14.87
Median hourly rate % change year-on-year +22.61% -4.47% +2.52%
10th Percentile £10.75 £9.25 £10.65
90th Percentile £43.25 £28.03 £39.20
England median hourly rate £21.00 £24.66 £22.50
% change year-on-year -14.84% +9.60% +3.73%

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 October 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
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 October 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 -77 52 £425 - 24
South Yorkshire -17 32 £450 -16.28% 3
East Yorkshire +5 12 £469 +50.60%
North Yorkshire 0 1 £400 - 4
Data Modelling
England

For the 6 months to 19 October 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 36 (35.64%) SQL
1 36 (35.64%) Business Intelligence
2 33 (32.67%) Data Warehouse
3 27 (26.73%) ETL
4 24 (23.76%) Data Integration
5 23 (22.77%) Data Quality
6 18 (17.82%) Oracle
6 18 (17.82%) SQL Server
7 17 (16.83%) Stakeholder Management
8 16 (15.84%) Analytical Skills
9 15 (14.85%) Agile Software Development
9 15 (14.85%) ERwin
10 14 (13.86%) Java
10 14 (13.86%) Migration
10 14 (13.86%) Finance
10 14 (13.86%) Analytics
11 13 (12.87%) Kimball Methodology
11 13 (12.87%) SQL Server Integration Services
12 12 (11.88%) Data Management
12 12 (11.88%) Business Analysis
12 12 (11.88%) T-SQL
12 12 (11.88%) PL/SQL
12 12 (11.88%) Data Migration
13 11 (10.89%) Taxonomies
14 10 (9.90%) Hadoop
14 10 (9.90%) Change Data Capture
14 10 (9.90%) Microservices
14 10 (9.90%) OLAP
14 10 (9.90%) Web Services
15 9 (8.91%) Project Management

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 3 (2.97%) Confluence
1 3 (2.97%) SAS
2 2 (1.98%) SharePoint
3 1 (0.99%) Anypoint
3 1 (0.99%) Apache Pig
3 1 (0.99%) Apache Spark
3 1 (0.99%) WebSphere
3 1 (0.99%) WebSphere Application Server
Applications
1 3 (2.97%) Microsoft Excel
1 3 (2.97%) Microsoft Office
2 1 (0.99%) Microsoft PowerPoint
2 1 (0.99%) MS Visio
2 1 (0.99%) Spreadsheet
Business Applications
1 1 (0.99%) iTrent
1 1 (0.99%) ResourceLink
Cloud Services
1 4 (3.96%) Amazon AWS
2 2 (1.98%) Amazon CloudWatch
2 2 (1.98%) Amazon EC2
2 2 (1.98%) Amazon S3
2 2 (1.98%) AWS CloudTrail
2 2 (1.98%) Microsoft Azure
2 2 (1.98%) Virtual Private Cloud
3 1 (0.99%) Amazon Kinesis
3 1 (0.99%) Amazon SageMaker
3 1 (0.99%) PaaS
Communications & Networking
1 5 (4.95%) SMS
2 1 (0.99%) HTTP
Database & Business Intelligence
1 33 (32.67%) Data Warehouse
2 18 (17.82%) SQL Server
3 13 (12.87%) SQL Server Integration Services
4 10 (9.90%) Hadoop
4 10 (9.90%) OLAP
5 9 (8.91%) Oracle ODI
5 9 (8.91%) Oracle OLAP
5 9 (8.91%) SQL Server Reporting Services
5 9 (8.91%) Star Schema
6 7 (6.93%) Big Data
7 6 (5.94%) Data Lake
7 6 (5.94%) Relational Database
7 6 (5.94%) SQL Server Analysis Services
8 4 (3.96%) Apache Hive
8 4 (3.96%) BusinessObjects
8 4 (3.96%) DataStage
8 4 (3.96%) MongoDB
8 4 (3.96%) NoSQL
8 4 (3.96%) Pentaho
9 3 (2.97%) RDBMS
Development Applications
1 15 (14.85%) ERwin
2 9 (8.91%) Jenkins
3 8 (7.92%) Toad
4 5 (4.95%) Git (software)
5 4 (3.96%) JIRA
General
1 14 (13.86%) Finance
2 7 (6.93%) Banking
3 6 (5.94%) Manufacturing
4 5 (4.95%) Retail
5 2 (1.98%) Legal
6 1 (0.99%) Law
6 1 (0.99%) Pharmaceutical
6 1 (0.99%) Publishing
Job Titles
1 32 (31.68%) Developer
2 28 (27.72%) Architect
3 26 (25.74%) Analyst
4 13 (12.87%) ETL Developer
5 12 (11.88%) Business Analyst
5 12 (11.88%) Business Intelligence Developer
5 12 (11.88%) Data Analyst
6 10 (9.90%) Senior Architect
7 9 (8.91%) Data Architect
7 9 (8.91%) Information Architect
7 9 (8.91%) Senior Information Architect
7 9 (8.91%) Solutions Architect
8 5 (4.95%) Data Engineer
8 5 (4.95%) SSIS Developer
9 4 (3.96%) Business Intelligence Lead
9 4 (3.96%) SQL Developer
10 3 (2.97%) Business Developer
10 3 (2.97%) Business Systems Analyst
10 3 (2.97%) Senior Developer
10 3 (2.97%) SQL Server Developer
Libraries, Frameworks & Software Standards
1 10 (9.90%) Web Services
2 8 (7.92%) REST
3 7 (6.93%) SOAP
3 7 (6.93%) Spring
3 7 (6.93%) Spring Boot
4 2 (1.98%) .NET
4 2 (1.98%) Node.js
4 2 (1.98%) XML
5 1 (0.99%) IBM Integration Bus
5 1 (0.99%) JSON
5 1 (0.99%) Middleware
5 1 (0.99%) Oracle GoldenGate
5 1 (0.99%) WebSphere MQ
5 1 (0.99%) XSLT
Miscellaneous
1 16 (15.84%) Analytical Skills
2 11 (10.89%) Taxonomies
3 5 (4.95%) DataPower
3 5 (4.95%) Management Information System
4 4 (3.96%) Data Structures
4 4 (3.96%) NHS
4 4 (3.96%) User Experience
5 2 (1.98%) Mobile App
5 2 (1.98%) Reference Data
6 1 (0.99%) BBC
6 1 (0.99%) Clustering
6 1 (0.99%) Computer Science
6 1 (0.99%) Greenfield Project
6 1 (0.99%) Mainframe
6 1 (0.99%) Virtual Team
Operating Systems
1 8 (7.92%) Unix
2 2 (1.98%) Android
2 2 (1.98%) Apple iOS
2 2 (1.98%) Linux
Processes & Methodologies
1 36 (35.64%) Business Intelligence
2 27 (26.73%) ETL
3 24 (23.76%) Data Integration
4 17 (16.83%) Stakeholder Management
5 15 (14.85%) Agile Software Development
6 14 (13.86%) Analytics
6 14 (13.86%) Migration
7 13 (12.87%) Kimball Methodology
8 12 (11.88%) Business Analysis
8 12 (11.88%) Data Management
8 12 (11.88%) Data Migration
9 10 (9.90%) Change Data Capture
9 10 (9.90%) Microservices
10 9 (8.91%) Coaching
10 9 (8.91%) Data Analysis
10 9 (8.91%) Inmon Methodology
10 9 (8.91%) Project Management
10 9 (8.91%) SOA
11 8 (7.92%) Data Governance
11 8 (7.92%) Data Visualisation
Programming Languages
1 36 (35.64%) SQL
2 14 (13.86%) Java
3 12 (11.88%) PL/SQL
3 12 (11.88%) T-SQL
4 7 (6.93%) Java 8
5 6 (5.94%) Python
6 3 (2.97%) C#
6 3 (2.97%) Scala
6 3 (2.97%) Shell Script
7 2 (1.98%) COBOL
7 2 (1.98%) JavaScript
7 2 (1.98%) PHP
7 2 (1.98%) Ruby
7 2 (1.98%) VBA
8 1 (0.99%) MATLAB
8 1 (0.99%) VB
Qualifications
1 6 (5.94%) Degree
2 2 (1.98%) SC Cleared
2 2 (1.98%) Security Cleared
2 2 (1.98%) Sun Certification
2 2 (1.98%) TOGAF Certification
3 1 (0.99%) AWS Certification
3 1 (0.99%) BPSS Clearance
3 1 (0.99%) Computer Science Degree
3 1 (0.99%) DBS Check
3 1 (0.99%) Numerate Degree
Quality Assurance & Compliance
1 23 (22.77%) Data Quality
2 6 (5.94%) QA
3 2 (1.98%) SLA
4 1 (0.99%) GDPR
4 1 (0.99%) HL7
System Software
1 8 (7.92%) Docker
Systems Management
1 7 (6.93%) Ansible
1 7 (6.93%) Puppet
2 6 (5.94%) Kubernetes
3 1 (0.99%) Ambari
Vendors
1 18 (17.82%) Oracle
2 9 (8.91%) IDERA
2 9 (8.91%) Tableau
3 8 (7.92%) IBM
3 8 (7.92%) SAP
4 7 (6.93%) Microsoft
5 4 (3.96%) Hortonworks
6 3 (2.97%) Informatica
7 2 (1.98%) CA
7 2 (1.98%) Cloudera
7 2 (1.98%) Xamarin
8 1 (0.99%) Alteryx
8 1 (0.99%) Delphix
8 1 (0.99%) MuleSoft
8 1 (0.99%) Northgate