Period
to 18 November 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 18 November 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
18 Nov 2018
Same period 2017 Same period 2016
Rank 45 25 58
Rank change year-on-year -20 +33 -28
Contract jobs citing Data Modelling 31 46 27
As % of all contract IT jobs advertised in South Yorkshire 3.56% 5.62% 2.26%
As % of the Processes & Methodologies category 4.20% 6.70% 2.77%
Number of daily rates quoted 24 64 27
South Yorkshire median daily rate £450 £550 £495
Median daily rate % change year-on-year -18.18% +11.11% -1.00%
10th Percentile £370 £413 £318
90th Percentile £788 £615 £590
Yorkshire median daily rate £438 £450 £445
% change year-on-year -2.78% +1.12% +4.71%
Number of hourly rates quoted 1 0 0
South Yorkshire median hourly rate £70.00 - -
Yorkshire median hourly rate £44.16 £20.00 -
% change year-on-year +120.79% - -

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 738 687 973
As % of all contract IT jobs advertised in South Yorkshire 84.83% 83.99% 81.49%
Number of daily rates quoted 491 384 657
South Yorkshire median daily rate £415 £425 £425
Median daily rate % change year-on-year -2.35% - +9.68%
10th Percentile £250 £263 £263
90th Percentile £575 £600 £575
Yorkshire median daily rate £413 £400 £400
% change year-on-year +3.13% - +6.67%
Number of hourly rates quoted 23 13 37
South Yorkshire median hourly rate £14.50 £23.08 £22.50
Median hourly rate % change year-on-year -37.16% +2.56% +62.16%
10th Percentile £9.31 £13.10 £11.86
90th Percentile £33.00 £46.70 £48.50
Yorkshire median hourly rate £17.00 £15.00 £14.75
% change year-on-year +13.33% +1.69% +1.72%

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 18 November 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 18 November 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 -23 15 £575 +4.55% 3
Doncaster -1 1 £525 -8.70%
Data Modelling
Yorkshire

For the 6 months to 18 November 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 16 (51.61%) SQL
2 14 (45.16%) Business Intelligence
3 13 (41.94%) Data Warehouse
4 12 (38.71%) Oracle
5 11 (35.48%) ETL
6 10 (32.26%) Data Integration
6 10 (32.26%) Kimball Methodology
7 9 (29.03%) Inmon Methodology
8 8 (25.81%) Finance
8 8 (25.81%) Star Schema
8 8 (25.81%) OLAP
8 8 (25.81%) PL/SQL
8 8 (25.81%) Change Data Capture
8 8 (25.81%) Oracle OLAP
8 8 (25.81%) Oracle ODI
9 7 (22.58%) REST
9 7 (22.58%) Java
9 7 (22.58%) SOA
9 7 (22.58%) Toad
10 6 (19.35%) SOAP
10 6 (19.35%) Web Services
10 6 (19.35%) Puppet
10 6 (19.35%) Continuous Integration
10 6 (19.35%) Spring
10 6 (19.35%) Ansible
10 6 (19.35%) Analytical Skills
10 6 (19.35%) Microservices
10 6 (19.35%) Jenkins
10 6 (19.35%) Spring Boot
10 6 (19.35%) Java 8

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 2 (6.45%) SAS
2 1 (3.23%) Apache Spark
2 1 (3.23%) SharePoint
2 1 (3.23%) WebSphere
2 1 (3.23%) WebSphere Application Server
Applications
1 1 (3.23%) Spreadsheet
Business Applications
1 1 (3.23%) Dynamics CRM
1 1 (3.23%) iTrent
1 1 (3.23%) ResourceLink
Cloud Services
1 1 (3.23%) Dynamics 365
1 1 (3.23%) Office 365
Communications & Networking
1 1 (3.23%) HTTP
1 1 (3.23%) SMS
Database & Business Intelligence
1 13 (41.94%) Data Warehouse
2 8 (25.81%) OLAP
2 8 (25.81%) Oracle ODI
2 8 (25.81%) Oracle OLAP
2 8 (25.81%) Star Schema
3 4 (12.90%) SQL Server
4 3 (9.68%) Apache Hive
4 3 (9.68%) Big Data
4 3 (9.68%) BusinessObjects
4 3 (9.68%) Data Lake
4 3 (9.68%) Enterprise Data Warehouse
4 3 (9.68%) HBase
4 3 (9.68%) MongoDB
4 3 (9.68%) PostgreSQL
5 2 (6.45%) Hadoop
5 2 (6.45%) Pentaho
5 2 (6.45%) SQL Server Integration Services
6 1 (3.23%) NoSQL
6 1 (3.23%) QlikView
6 1 (3.23%) SQL Server Analysis Services
Development Applications
1 7 (22.58%) Toad
2 6 (19.35%) Jenkins
3 4 (12.90%) ERwin
General
1 8 (25.81%) Finance
2 4 (12.90%) Banking
3 3 (9.68%) Retail
4 1 (3.23%) Law
4 1 (3.23%) Manufacturing
Job Titles
1 13 (41.94%) Developer
2 10 (32.26%) Architect
3 9 (29.03%) ETL Developer
4 6 (19.35%) Solutions Architect
5 4 (12.90%) Data Architect
6 2 (6.45%) Administrator
6 2 (6.45%) Analyst
6 2 (6.45%) Data Modeller
6 2 (6.45%) Lead Architect
6 2 (6.45%) Lead Data Architect
7 1 (3.23%) Business Intelligence Lead
7 1 (3.23%) CRM Analyst
7 1 (3.23%) Data Analyst
7 1 (3.23%) Data Engineer
7 1 (3.23%) Dynamics CRM Business Analyst
7 1 (3.23%) Java Solutions Architect
7 1 (3.23%) Power BI Consultant
7 1 (3.23%) Senior Architect
7 1 (3.23%) Senior Data Architect
7 1 (3.23%) WebSphere Application Server Administrator
Libraries, Frameworks & Software Standards
1 7 (22.58%) REST
2 6 (19.35%) SOAP
2 6 (19.35%) Spring
2 6 (19.35%) Spring Boot
2 6 (19.35%) Web Services
3 1 (3.23%) IBM Integration Bus
3 1 (3.23%) JSON
3 1 (3.23%) Oracle GoldenGate
3 1 (3.23%) WebSphere MQ
3 1 (3.23%) XML
3 1 (3.23%) XSLT
Miscellaneous
1 6 (19.35%) Analytical Skills
2 5 (16.13%) DataPower
3 2 (6.45%) Management Information System
4 1 (3.23%) Clustering
4 1 (3.23%) Data Structures
4 1 (3.23%) Greenfield Project
4 1 (3.23%) Mobile App
4 1 (3.23%) NHS
4 1 (3.23%) Taxonomies
4 1 (3.23%) User Experience
Operating Systems
1 3 (9.68%) Unix
Processes & Methodologies
1 14 (45.16%) Business Intelligence
2 11 (35.48%) ETL
3 10 (32.26%) Data Integration
3 10 (32.26%) Kimball Methodology
4 9 (29.03%) Inmon Methodology
5 8 (25.81%) Change Data Capture
6 7 (22.58%) SOA
7 6 (19.35%) Continuous Integration
7 6 (19.35%) Microservices
8 5 (16.13%) Agile Software Development
8 5 (16.13%) Digital Transformation Programme
8 5 (16.13%) Problem-Solving
9 4 (12.90%) Data Management
9 4 (12.90%) Visualisation
10 3 (9.68%) Data Governance
10 3 (9.68%) Data Visualisation
10 3 (9.68%) Decision-Making
10 3 (9.68%) Enterprise Architecture
10 3 (9.68%) Reverse Engineering
10 3 (9.68%) Stakeholder Engagement
Programming Languages
1 16 (51.61%) SQL
2 8 (25.81%) PL/SQL
3 7 (22.58%) Java
4 6 (19.35%) Java 8
5 3 (9.68%) Shell Script
6 1 (3.23%) Data Analysis Expressions (DAX)
6 1 (3.23%) Python
6 1 (3.23%) T-SQL
Qualifications
1 1 (3.23%) Degree
1 1 (3.23%) Sun Certification
1 1 (3.23%) TOGAF Certification
Quality Assurance & Compliance
1 5 (16.13%) Data Quality
1 5 (16.13%) QA
System Software
1 5 (16.13%) Docker
Systems Management
1 6 (19.35%) Ansible
1 6 (19.35%) Puppet
2 5 (16.13%) Kubernetes
Vendors
1 12 (38.71%) Oracle
2 4 (12.90%) IBM
3 3 (9.68%) Informatica
3 3 (9.68%) Tableau
4 2 (6.45%) CA
4 2 (6.45%) Microsoft
5 1 (3.23%) Cloudera
5 1 (3.23%) Delphix
5 1 (3.23%) Hortonworks
5 1 (3.23%) Northgate
5 1 (3.23%) SAP
5 1 (3.23%) Talend