Period
to 21 June 2018

The following table provides summary statistics for contract job vacancies advertised in South 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 June 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
Yorkshire > South Yorkshire
6 months to
21 Jun 2018
Same period 2017 Same period 2016
Rank 47 48 21
Rank change year-on-year +1 -27 +18
Contract jobs citing Data Modelling 29 25 71
As % of all contract IT jobs advertised in South Yorkshire 3.05% 3.18% 7.25%
As % of the Processes & Methodologies category 3.61% 3.89% 8.77%
Number of daily rates quoted 25 15 62
South Yorkshire median daily rate £455 £500 £563
Median daily rate % change year-on-year -9.00% -11.11% +16.28%
10th Percentile £300 £333 £313
90th Percentile £598 £515 £800
Yorkshire median daily rate £442 £425 £470
% change year-on-year +4.06% -9.57% +11.24%
Number of hourly rates quoted 3 1 0
South Yorkshire median hourly rate £17.54 £26.00 -
Median hourly rate % change year-on-year -32.54% - -
Yorkshire median hourly rate £18.77 £22.00 -
% change year-on-year -14.68% - -

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 South Yorkshire with a requirement for process or methodology skills.

All Process and Methodology Skills
South Yorkshire
Contract vacancies with a requirement for process or methodology skills 803 643 810
As % of all contract IT jobs advertised in South Yorkshire 84.53% 81.70% 82.74%
Number of daily rates quoted 499 370 576
South Yorkshire median daily rate £425 £410 £414
Median daily rate % change year-on-year +3.66% -0.91% +27.31%
10th Percentile £268 £224 £266
90th Percentile £550 £570 £575
Yorkshire median daily rate £400 £400 £400
Number of hourly rates quoted 33 15 16
South Yorkshire median hourly rate £21.33 £14.00 £18.75
Median hourly rate % change year-on-year +52.32% -25.33% +21.83%
10th Percentile £10.75 £10.75 £12.88
90th Percentile £57.00 £26.15 £26.63
Yorkshire median hourly rate £20.61 £13.00 £15.75
% change year-on-year +58.54% -17.46% -5.80%

Data Modelling
Job Vacancy Trend in South Yorkshire

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

Job vacancy trend for Data Modelling in South Yorkshire

Data Modelling
Contractor Daily Rate Trend in South Yorkshire

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

Contractor daily rate trend for Data Modelling in South Yorkshire

Data Modelling
Contractor Daily Rate Histogram in South Yorkshire

The daily rate distribution of IT jobs citing Data Modelling in South Yorkshire over the 6 months to 21 June 2018.

Contractor daily rate histogram for Data Modelling in South Yorkshire

Data Modelling
Contractor Hourly Rate Trend in South Yorkshire

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

Contractor hourly rate trend for Data Modelling in South Yorkshire

Data Modelling
Contract Job Locations in South 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 South Yorkshire region over the 6 months to 21 June 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
Sheffield -10 19 £455 -9.00% 3
Doncaster +3 1 £550 +46.67%
Data Modelling
Yorkshire

For the 6 months to 21 June 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 South Yorkshire region with a requirement for Data Modelling.

1 17 (58.62%) SQL
2 13 (44.83%) Oracle
2 13 (44.83%) Finance
2 13 (44.83%) Analytical Skills
3 11 (37.93%) Agile Software Development
3 11 (37.93%) Java
4 9 (31.03%) Business Intelligence
4 9 (31.03%) Open Source
5 8 (27.59%) Visualisation
5 8 (27.59%) Data Analysis
5 8 (27.59%) PL/SQL
5 8 (27.59%) Management Information System
6 7 (24.14%) Stakeholder Management
6 7 (24.14%) Project Management
6 7 (24.14%) User Experience
6 7 (24.14%) Analytics
7 6 (20.69%) Apache Hive
7 6 (20.69%) Coaching
7 6 (20.69%) Software Delivery
7 6 (20.69%) Banking
7 6 (20.69%) Business Analysis
7 6 (20.69%) Degree
7 6 (20.69%) JIRA
7 6 (20.69%) Confluence
7 6 (20.69%) Stakeholder Engagement
7 6 (20.69%) NHS
7 6 (20.69%) SQL Server
7 6 (20.69%) Data Warehouse
7 6 (20.69%) ETL
7 6 (20.69%) SAS

Data Modelling
Co-occurring IT Skills in South 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 6 (20.69%) Confluence
1 6 (20.69%) SAS
2 5 (17.24%) Apache Spark
3 4 (13.79%) Apache Pig
Applications
1 4 (13.79%) MS Visio
2 3 (10.34%) Microsoft Excel
3 2 (6.90%) Microsoft Office
Cloud Services
1 4 (13.79%) Google Analytics
Communications & Networking
1 5 (17.24%) SMS
Database & Business Intelligence
1 6 (20.69%) Apache Hive
1 6 (20.69%) Data Warehouse
1 6 (20.69%) SQL Server
2 5 (17.24%) Hadoop
2 5 (17.24%) QlikView
3 3 (10.34%) MySQL
3 3 (10.34%) OLAP
3 3 (10.34%) Oracle ODI
3 3 (10.34%) Oracle OLAP
3 3 (10.34%) Oracle Reports
3 3 (10.34%) Power BI
3 3 (10.34%) Star Schema
4 2 (6.90%) Big Data
4 2 (6.90%) BusinessObjects
4 2 (6.90%) Data Lake
4 2 (6.90%) HBase
4 2 (6.90%) PostgreSQL
4 2 (6.90%) Relational Database
4 2 (6.90%) SAS Visual Analytics
4 2 (6.90%) SQL Server 2014
Development Applications
1 6 (20.69%) JIRA
2 3 (10.34%) Jenkins
2 3 (10.34%) Toad
3 2 (6.90%) Balsamiq Mockups
3 2 (6.90%) ERwin
General
1 13 (44.83%) Finance
2 6 (20.69%) Banking
3 4 (13.79%) Private Banking
3 4 (13.79%) Retail Banking
4 1 (3.45%) Financial Institution
Job Titles
1 11 (37.93%) Analyst
2 7 (24.14%) Developer
3 6 (20.69%) Business Analyst
4 4 (13.79%) Architect
4 4 (13.79%) Business Intelligence Lead
5 3 (10.34%) Business Intelligence Developer
5 3 (10.34%) Data Analyst
5 3 (10.34%) Lead Business Analyst
5 3 (10.34%) NHS Data Analyst
5 3 (10.34%) Solutions Architect
6 2 (6.90%) Data Engineer
6 2 (6.90%) Data Scientist
6 2 (6.90%) Database Analyst
6 2 (6.90%) ETL Developer
6 2 (6.90%) Risk Manager
7 1 (3.45%) Full Stack Developer
7 1 (3.45%) IT Analyst
7 1 (3.45%) Java Solutions Architect
7 1 (3.45%) Senior Data Engineer
7 1 (3.45%) Senior Data Modeller
Libraries, Frameworks & Software Standards
1 4 (13.79%) Web Services
2 3 (10.34%) REST
2 3 (10.34%) SOAP
2 3 (10.34%) Spring
2 3 (10.34%) Spring Boot
3 1 (3.45%) JSON
3 1 (3.45%) RESTful
Miscellaneous
1 13 (44.83%) Analytical Skills
2 8 (27.59%) Management Information System
3 7 (24.14%) User Experience
4 6 (20.69%) NHS
5 4 (13.79%) Computer Science
6 3 (10.34%) Mobile App
7 2 (6.90%) Enterprise Software
7 2 (6.90%) Virtual Team
8 1 (3.45%) DataPower
Operating Systems
1 3 (10.34%) Unix
Processes & Methodologies
1 11 (37.93%) Agile Software Development
2 9 (31.03%) Business Intelligence
2 9 (31.03%) Open Source
3 8 (27.59%) Data Analysis
3 8 (27.59%) Visualisation
4 7 (24.14%) Analytics
4 7 (24.14%) Project Management
4 7 (24.14%) Stakeholder Management
5 6 (20.69%) Business Analysis
5 6 (20.69%) Coaching
5 6 (20.69%) ETL
5 6 (20.69%) Software Delivery
5 6 (20.69%) Stakeholder Engagement
6 5 (17.24%) Continuous Integration
6 5 (17.24%) Decision-Making
6 5 (17.24%) Mentoring
6 5 (17.24%) Requirements Management
6 5 (17.24%) Scrum
6 5 (17.24%) SFIA
6 5 (17.24%) Test Scripting
Programming Languages
1 17 (58.62%) SQL
2 11 (37.93%) Java
3 8 (27.59%) PL/SQL
4 4 (13.79%) Python
4 4 (13.79%) Scala
5 3 (10.34%) Java 8
5 3 (10.34%) Shell Script
6 2 (6.90%) C#
7 1 (3.45%) R
Qualifications
1 6 (20.69%) Degree
2 2 (6.90%) Sun Certification
2 2 (6.90%) TOGAF Certification
3 1 (3.45%) Security Cleared
Quality Assurance & Compliance
1 5 (17.24%) Data Quality
2 3 (10.34%) QA
System Software
1 3 (10.34%) Docker
Systems Management
1 4 (13.79%) Ambari
2 3 (10.34%) Ansible
2 3 (10.34%) Kubernetes
2 3 (10.34%) Puppet
3 2 (6.90%) CSIRT
4 1 (3.45%) Systems Management Server (SMS)
Vendors
1 13 (44.83%) Oracle
2 4 (13.79%) Google
3 3 (10.34%) Cognos
3 3 (10.34%) Informatica
3 3 (10.34%) Microsoft
3 3 (10.34%) Tableau
4 2 (6.90%) CA
4 2 (6.90%) Cloudera
4 2 (6.90%) Hortonworks
5 1 (3.45%) IBM