Period
to 16 October 2018

The following table provides summary statistics for contract job vacancies advertised in Leeds 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 16 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
6 months to
16 Oct 2018
Same period 2017 Same period 2016
Rank 112 38 85
Rank change year-on-year -74 +47 -26
Contract jobs citing Data Modelling 35 116 71
As % of all contract IT jobs advertised in Leeds 1.45% 5.29% 2.59%
As % of the Processes & Methodologies category 1.63% 6.00% 2.88%
Number of daily rates quoted 21 111 53
Leeds median daily rate £438 £425 £438
Median daily rate % change year-on-year +2.94% -2.86% +2.94%
10th Percentile £313 £325 £338
90th Percentile £500 £615 £575
West Yorkshire median daily rate £425 £425 £420
% change year-on-year - +1.19% -1.18%
Number of hourly rates quoted 0 0 0
Leeds median hourly rate - - -
West Yorkshire median hourly rate - - -

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 Leeds with a requirement for process or methodology skills.

All Process and Methodology Skills
Leeds
Contract vacancies with a requirement for process or methodology skills 2,147 1,933 2,465
As % of all contract IT jobs advertised in Leeds 89.05% 88.22% 90.03%
Number of daily rates quoted 1,503 1,367 1,671
Leeds median daily rate £425 £400 £400
Median daily rate % change year-on-year +6.25% - +6.67%
10th Percentile £313 £275 £293
90th Percentile £569 £550 £553
West Yorkshire median daily rate £415 £400 £400
% change year-on-year +3.75% - +6.67%
Number of hourly rates quoted 39 22 39
Leeds median hourly rate £17.00 £16.50 £13.50
Median hourly rate % change year-on-year +3.03% +22.22% -2.16%
10th Percentile £11.24 £11.75 £10.20
90th Percentile £35.90 £28.97 £31.50
West Yorkshire median hourly rate £17.00 £14.20 £14.50
% change year-on-year +19.72% -2.07% -3.33%

Data Modelling
Job Vacancy Trend in Leeds

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

Job vacancy trend for Data Modelling in Leeds

Data Modelling
Contractor Daily Rate Trend in Leeds

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

Contractor daily rate trend for Data Modelling in Leeds

Data Modelling
Contractor Daily Rate Histogram in Leeds

The daily rate distribution of IT jobs citing Data Modelling in Leeds over the 6 months to 16 October 2018.

Contractor daily rate histogram for Data Modelling in Leeds

Data Modelling
Contractor Hourly Rate Trend in Leeds

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

Contractor hourly rate trend for Data Modelling in Leeds

For the 6 months to 16 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 Leeds region with a requirement for Data Modelling.

1 15 (42.86%) ETL
2 14 (40.00%) Data Warehouse
2 14 (40.00%) Business Intelligence
3 13 (37.14%) Data Integration
4 12 (34.29%) SQL
5 11 (31.43%) SQL Server
5 11 (31.43%) SQL Server Integration Services
6 10 (28.57%) T-SQL
7 8 (22.86%) Hadoop
8 7 (20.00%) Agile Software Development
9 6 (17.14%) Finance
9 6 (17.14%) Microsoft
9 6 (17.14%) SQL Server Reporting Services
9 6 (17.14%) Tableau
9 6 (17.14%) Analytical Skills
10 5 (14.29%) Relational Database
10 5 (14.29%) Git (software)
10 5 (14.29%) Data Visualisation
10 5 (14.29%) Analytics
10 5 (14.29%) Visualisation
10 5 (14.29%) Python
10 5 (14.29%) Java
10 5 (14.29%) Data Management
11 4 (11.43%) IBM
11 4 (11.43%) Project Management
11 4 (11.43%) Unix
11 4 (11.43%) E-Commerce
11 4 (11.43%) DataStage
11 4 (11.43%) Data Mapping
11 4 (11.43%) SQL Server Analysis Services

Data Modelling
Co-occurring IT Skills in Leeds 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 (5.71%) Confluence
1 2 (5.71%) SharePoint
2 1 (2.86%) Anypoint
2 1 (2.86%) Apache Pig
2 1 (2.86%) SAS
Applications
1 3 (8.57%) Microsoft Office
2 2 (5.71%) Microsoft Excel
3 1 (2.86%) Microsoft PowerPoint
3 1 (2.86%) MS Visio
Cloud Services
1 4 (11.43%) Amazon AWS
2 2 (5.71%) Amazon CloudWatch
2 2 (5.71%) Amazon EC2
2 2 (5.71%) Amazon S3
2 2 (5.71%) AWS CloudTrail
2 2 (5.71%) Microsoft Azure
2 2 (5.71%) Virtual Private Cloud
3 1 (2.86%) Amazon Kinesis
3 1 (2.86%) Amazon SageMaker
3 1 (2.86%) PaaS
Database & Business Intelligence
1 14 (40.00%) Data Warehouse
2 11 (31.43%) SQL Server
2 11 (31.43%) SQL Server Integration Services
3 8 (22.86%) Hadoop
4 6 (17.14%) SQL Server Reporting Services
5 5 (14.29%) Relational Database
6 4 (11.43%) DataStage
6 4 (11.43%) SQL Server Analysis Services
7 3 (8.57%) Data Lake
7 3 (8.57%) NoSQL
7 3 (8.57%) RDBMS
8 2 (5.71%) Amazon RDS
8 2 (5.71%) Amazon Redshift
8 2 (5.71%) Big Data
8 2 (5.71%) Pentaho
8 2 (5.71%) SQL Server 2012
8 2 (5.71%) SQL Server 2016
9 1 (2.86%) Data Mart
9 1 (2.86%) PowerPivot
9 1 (2.86%) QlikView
Development Applications
1 5 (14.29%) Git (software)
2 3 (8.57%) JIRA
3 2 (5.71%) Jenkins
General
1 6 (17.14%) Finance
2 3 (8.57%) Banking
3 2 (5.71%) Legal
4 1 (2.86%) Publishing
Job Titles
1 18 (51.43%) Developer
2 8 (22.86%) Analyst
2 8 (22.86%) Business Intelligence Developer
3 6 (17.14%) ETL Developer
4 5 (14.29%) Architect
4 5 (14.29%) SSIS Developer
5 4 (11.43%) Data Engineer
5 4 (11.43%) SQL Developer
6 3 (8.57%) Business Analyst
6 3 (8.57%) Data Analyst
6 3 (8.57%) Senior Data Engineer
6 3 (8.57%) Senior Developer
6 3 (8.57%) SQL BI Developer
6 3 (8.57%) SQL Server BI Developer
6 3 (8.57%) SQL Server Developer
7 2 (5.71%) Applications Architect
7 2 (5.71%) Business Developer
7 2 (5.71%) T-SQL Developer
8 1 (2.86%) Banking Analyst
8 1 (2.86%) Security Architect
Libraries, Frameworks & Software Standards
1 2 (5.71%) .NET
1 2 (5.71%) Node.js
1 2 (5.71%) Web Services
Miscellaneous
1 6 (17.14%) Analytical Skills
2 2 (5.71%) Data Structures
2 2 (5.71%) Reference Data
3 1 (2.86%) BBC
3 1 (2.86%) Computer Science
3 1 (2.86%) Mainframe
3 1 (2.86%) Management Information System
3 1 (2.86%) NHS
3 1 (2.86%) Taxonomies
Operating Systems
1 4 (11.43%) Unix
2 2 (5.71%) Android
2 2 (5.71%) Apple iOS
3 1 (2.86%) Linux
Processes & Methodologies
1 15 (42.86%) ETL
2 14 (40.00%) Business Intelligence
3 13 (37.14%) Data Integration
4 7 (20.00%) Agile Software Development
5 5 (14.29%) Analytics
5 5 (14.29%) Data Management
5 5 (14.29%) Data Visualisation
5 5 (14.29%) Visualisation
6 4 (11.43%) Data Mapping
6 4 (11.43%) Data Science
6 4 (11.43%) E-Commerce
6 4 (11.43%) Project Management
7 3 (8.57%) Change Management
7 3 (8.57%) Data Architecture
7 3 (8.57%) Data Encryption
7 3 (8.57%) DevOps
7 3 (8.57%) Kimball Methodology
7 3 (8.57%) Mentoring
7 3 (8.57%) Microservices
7 3 (8.57%) Validation
Programming Languages
1 12 (34.29%) SQL
2 10 (28.57%) T-SQL
3 5 (14.29%) Java
3 5 (14.29%) Python
4 3 (8.57%) C#
4 3 (8.57%) Scala
5 2 (5.71%) COBOL
5 2 (5.71%) JavaScript
5 2 (5.71%) PHP
5 2 (5.71%) Ruby
5 2 (5.71%) VBA
6 1 (2.86%) MATLAB
6 1 (2.86%) PL/SQL
6 1 (2.86%) VB
Qualifications
1 4 (11.43%) Degree
2 2 (5.71%) SC Cleared
2 2 (5.71%) Security Cleared
3 1 (2.86%) AWS Certification
3 1 (2.86%) BPSS Clearance
3 1 (2.86%) Computer Science Degree
3 1 (2.86%) DBS Check
3 1 (2.86%) Numerate Degree
Quality Assurance & Compliance
1 3 (8.57%) Data Quality
2 2 (5.71%) SLA
3 1 (2.86%) GDPR
3 1 (2.86%) HL7
3 1 (2.86%) QA
System Software
1 2 (5.71%) Docker
Systems Management
1 1 (2.86%) Ambari
Vendors
1 6 (17.14%) Microsoft
1 6 (17.14%) Tableau
2 4 (11.43%) IBM
3 3 (8.57%) Hortonworks
4 2 (5.71%) Oracle
4 2 (5.71%) Xamarin
5 1 (2.86%) Alteryx
5 1 (2.86%) Cloudera
5 1 (2.86%) MuleSoft