Period
to 22 July 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 22 July 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
22 Jul 2018
Same period 2017 Same period 2016
Rank 90 66 82
Rank change year-on-year -24 +16 -27
Contract jobs citing Data Modelling 61 71 79
As % of all contract IT jobs advertised in Leeds 2.41% 3.27% 2.65%
As % of the Processes & Methodologies category 2.69% 3.69% 2.97%
Number of daily rates quoted 35 53 59
Leeds median daily rate £450 £425 £470
Median daily rate % change year-on-year +5.88% -9.57% +29.48%
10th Percentile £335 £314 £335
90th Percentile £560 £588 £578
West Yorkshire median daily rate £431 £425 £428
% change year-on-year +1.47% -0.58% +14.00%
Number of hourly rates quoted 0 0 0
Leeds median hourly rate - - -
West Yorkshire median hourly rate - £34.24 -

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 2,271 1,925 2,662
As % of all contract IT jobs advertised in Leeds 89.87% 88.75% 89.21%
Number of daily rates quoted 1,585 1,337 1,869
Leeds median daily rate £413 £400 £410
Median daily rate % change year-on-year +3.13% -2.54% +17.27%
10th Percentile £308 £300 £300
90th Percentile £538 £550 £575
West Yorkshire median daily rate £410 £400 £400
% change year-on-year +2.50% - +12.36%
Number of hourly rates quoted 45 13 35
Leeds median hourly rate £21.50 £15.25 £12.50
Median hourly rate % change year-on-year +40.98% +22.00% -18.03%
10th Percentile £11.71 £11.78 £10.20
90th Percentile £42.20 £37.43 £19.59
West Yorkshire median hourly rate £17.50 £13.43 £13.50
% change year-on-year +30.31% -0.52% -19.26%

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 22 July 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 22 July 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 20 (32.79%) SQL
1 20 (32.79%) ETL
2 16 (26.23%) Data Warehouse
3 15 (24.59%) Java
3 15 (24.59%) Agile Software Development
3 15 (24.59%) Hadoop
4 14 (22.95%) DevOps
4 14 (22.95%) Business Intelligence
5 13 (21.31%) Security Cleared
6 12 (19.67%) SQL Server
6 12 (19.67%) Big Data
7 11 (18.03%) SC Cleared
8 10 (16.39%) Apache Hive
8 10 (16.39%) Analytical Skills
9 9 (14.75%) Relational Database
10 8 (13.11%) Microservices
10 8 (13.11%) NoSQL
10 8 (13.11%) Scala
10 8 (13.11%) HBase
10 8 (13.11%) Informatica
10 8 (13.11%) Finance
10 8 (13.11%) Stakeholder Management
10 8 (13.11%) Python
10 8 (13.11%) Continuous Integration
11 7 (11.48%) Reverse Engineering
11 7 (11.48%) Shell Script
11 7 (11.48%) Talend
11 7 (11.48%) GitHub
11 7 (11.48%) Kafka
11 7 (11.48%) Apache Flume

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 7 (11.48%) Apache Spark
2 2 (3.28%) Anypoint
2 2 (3.28%) Confluence
3 1 (1.64%) Apache Pig
3 1 (1.64%) SAS
3 1 (1.64%) SharePoint
Applications
1 4 (6.56%) Microsoft Office
2 2 (3.28%) Microsoft Excel
2 2 (3.28%) MS Visio
3 1 (1.64%) Microsoft PowerPoint
Cloud Services
1 7 (11.48%) GitHub
2 6 (9.84%) Amazon AWS
2 6 (9.84%) Microsoft Azure
3 2 (3.28%) PaaS
4 1 (1.64%) Office 365
Database & Business Intelligence
1 16 (26.23%) Data Warehouse
2 15 (24.59%) Hadoop
3 12 (19.67%) Big Data
3 12 (19.67%) SQL Server
4 10 (16.39%) Apache Hive
5 9 (14.75%) Relational Database
6 8 (13.11%) HBase
6 8 (13.11%) NoSQL
7 7 (11.48%) Impala
7 7 (11.48%) Sqoop
8 6 (9.84%) SQL Server Integration Services
8 6 (9.84%) SQL Server Reporting Services
9 5 (8.20%) RDBMS
9 5 (8.20%) SQL Server Analysis Services
10 4 (6.56%) IBM InfoSphere
10 4 (6.56%) Triplestore
11 3 (4.92%) Data Mart
11 3 (4.92%) OLAP
12 2 (3.28%) BusinessObjects
12 2 (3.28%) DataStage
Development Applications
1 6 (9.84%) Git (software)
1 6 (9.84%) Jenkins
2 4 (6.56%) ERwin
2 4 (6.56%) PowerDesigner
3 2 (3.28%) JIRA
4 1 (1.64%) Balsamiq Mockups
4 1 (1.64%) Team Foundation Server
General
1 8 (13.11%) Finance
2 6 (9.84%) Banking
3 1 (1.64%) Investment Banking
3 1 (1.64%) Publishing
3 1 (1.64%) Retail
3 1 (1.64%) Retail Banking
Job Titles
1 17 (27.87%) Architect
2 13 (21.31%) Analyst
2 13 (21.31%) Developer
3 10 (16.39%) Business Analyst
3 10 (16.39%) Data Engineer
4 7 (11.48%) Data Architect
5 6 (9.84%) Applications Architect
6 5 (8.20%) Business Intelligence Developer
7 4 (6.56%) Data Modeller
8 3 (4.92%) Data Analyst
8 3 (4.92%) ETL Developer
8 3 (4.92%) Senior Data Engineer
9 2 (3.28%) Agile Business Analyst
9 2 (3.28%) AWS Architect
9 2 (3.28%) Azure Architect
9 2 (3.28%) Consultant
9 2 (3.28%) Integration Developer
9 2 (3.28%) Senior Architect
9 2 (3.28%) Senior Developer
9 2 (3.28%) SQL Developer
Libraries, Frameworks & Software Standards
1 7 (11.48%) Kafka
1 7 (11.48%) Spark Streaming
2 6 (9.84%) .NET
2 6 (9.84%) Node.js
3 1 (1.64%) XML
Miscellaneous
1 10 (16.39%) Analytical Skills
2 4 (6.56%) Data Structures
2 4 (6.56%) Management Information System
2 4 (6.56%) NHS
3 3 (4.92%) Reference Data
4 2 (3.28%) Mainframe
4 2 (3.28%) User Experience
5 1 (1.64%) BBC
5 1 (1.64%) Computer Science
5 1 (1.64%) Enterprise Software
5 1 (1.64%) Taxonomies
Operating Systems
1 6 (9.84%) Android
1 6 (9.84%) Apple iOS
2 2 (3.28%) Unix
Processes & Methodologies
1 20 (32.79%) ETL
2 15 (24.59%) Agile Software Development
3 14 (22.95%) Business Intelligence
3 14 (22.95%) DevOps
4 8 (13.11%) Continuous Integration
4 8 (13.11%) Microservices
4 8 (13.11%) Stakeholder Management
5 7 (11.48%) MapReduce
5 7 (11.48%) Metadata Management
5 7 (11.48%) Reverse Engineering
6 6 (9.84%) Business Analysis
6 6 (9.84%) Data Architecture
6 6 (9.84%) Data Integration
6 6 (9.84%) Logical Data Model
6 6 (9.84%) UML
7 5 (8.20%) Co-Creation
7 5 (8.20%) Data Management
7 5 (8.20%) Digital Transformation Programme
8 4 (6.56%) Data Science
8 4 (6.56%) E-Commerce
Programming Languages
1 20 (32.79%) SQL
2 15 (24.59%) Java
3 8 (13.11%) Python
3 8 (13.11%) Scala
4 7 (11.48%) Shell Script
5 6 (9.84%) PHP
6 3 (4.92%) T-SQL
7 2 (3.28%) C#
7 2 (3.28%) COBOL
8 1 (1.64%) Data Analysis Expressions (DAX)
8 1 (1.64%) MATLAB
8 1 (1.64%) PL/SQL
8 1 (1.64%) VB
Qualifications
1 13 (21.31%) Security Cleared
2 11 (18.03%) SC Cleared
3 3 (4.92%) Degree
4 2 (3.28%) BPSS Clearance
5 1 (1.64%) Computer Science Degree
5 1 (1.64%) DBS Check
5 1 (1.64%) ISEB
Quality Assurance & Compliance
1 5 (8.20%) SLA
2 3 (4.92%) Data Quality
3 2 (3.28%) QA
4 1 (1.64%) GDPR
4 1 (1.64%) HL7
4 1 (1.64%) PMO
System Software
1 7 (11.48%) Apache Flume
Systems Management
1 7 (11.48%) Ansible
2 1 (1.64%) Ambari
Vendors
1 8 (13.11%) Informatica
2 7 (11.48%) Talend
3 6 (9.84%) Microsoft
3 6 (9.84%) Oracle
3 6 (9.84%) Xamarin
4 4 (6.56%) Ab Initio
4 4 (6.56%) Hortonworks
4 4 (6.56%) SAP
5 3 (4.92%) Tableau
6 2 (3.28%) Cloudera
6 2 (3.28%) IBM
6 2 (3.28%) MuleSoft
7 1 (1.64%) Alteryx