Period
to 24 April 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 24 April 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
24 Apr 2018
Same period 2017 Same period 2016
Rank 78 84 71
Rank change year-on-year +6 -13 +1
Contract jobs citing Data Modelling 74 45 77
As % of all contract IT jobs advertised in Leeds 2.97% 2.12% 2.60%
As % of the Processes & Methodologies category 3.38% 2.43% 2.96%
Number of daily rates quoted 57 38 61
Leeds median daily rate £415 £438 £400
Median daily rate % change year-on-year -5.14% +9.38% -11.11%
10th Percentile £325 £301 £288
90th Percentile £550 £566 £575
West Yorkshire median daily rate £415 £430 £400
% change year-on-year -3.49% +7.50% -9.30%
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 2,190 1,849 2,597
As % of all contract IT jobs advertised in Leeds 87.81% 87.26% 87.77%
Number of daily rates quoted 1,500 1,244 1,812
Leeds median daily rate £409 £400 £400
Median daily rate % change year-on-year +2.31% - +8.11%
10th Percentile £300 £275 £288
90th Percentile £538 £556 £576
West Yorkshire median daily rate £400 £400 £400
Number of hourly rates quoted 50 18 44
Leeds median hourly rate £38.75 £13.50 £15.25
Median hourly rate % change year-on-year +187.04% -11.48% -4.69%
10th Percentile £12.95 £11.01 £10.20
90th Percentile £41.00 £32.85 £21.58
West Yorkshire median hourly rate £17.50 £13.50 £15.50
% change year-on-year +29.63% -12.90% -11.43%

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 24 April 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 24 April 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 25 (33.78%) SQL
2 23 (31.08%) Agile Software Development
3 21 (28.38%) ETL
4 18 (24.32%) Business Intelligence
4 18 (24.32%) Java
5 17 (22.97%) DevOps
6 13 (17.57%) Security Cleared
6 13 (17.57%) Finance
6 13 (17.57%) Stakeholder Management
6 13 (17.57%) SQL Server
7 12 (16.22%) Data Warehouse
7 12 (16.22%) Data Integration
7 12 (16.22%) Hadoop
7 12 (16.22%) Analytical Skills
8 11 (14.86%) Microservices
8 11 (14.86%) SC Cleared
8 11 (14.86%) Microsoft Azure
8 11 (14.86%) Big Data
9 10 (13.51%) Jenkins
9 10 (13.51%) Xamarin
9 10 (13.51%) Apple iOS
9 10 (13.51%) Node.js
9 10 (13.51%) Amazon AWS
9 10 (13.51%) Git (software)
9 10 (13.51%) Android
9 10 (13.51%) PHP
9 10 (13.51%) .NET
10 9 (12.16%) SLA
10 9 (12.16%) Apache Hive
10 9 (12.16%) Co-Creation

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 (9.46%) Apache Spark
2 4 (5.41%) Confluence
3 1 (1.35%) Anypoint
3 1 (1.35%) SAS
Applications
1 5 (6.76%) Microsoft Office
2 4 (5.41%) MS Visio
3 1 (1.35%) Microsoft Project
Business Applications
1 1 (1.35%) Dynamics AX
1 1 (1.35%) Dynamics CRM
Cloud Services
1 11 (14.86%) Microsoft Azure
2 10 (13.51%) Amazon AWS
3 7 (9.46%) GitHub
4 4 (5.41%) Office 365
5 1 (1.35%) Dynamics 365
5 1 (1.35%) PaaS
5 1 (1.35%) SuccessFactors
Database & Business Intelligence
1 13 (17.57%) SQL Server
2 12 (16.22%) Data Warehouse
2 12 (16.22%) Hadoop
3 11 (14.86%) Big Data
4 9 (12.16%) Apache Hive
5 8 (10.81%) HBase
5 8 (10.81%) SQL Server Integration Services
6 7 (9.46%) Impala
6 7 (9.46%) NoSQL
6 7 (9.46%) Sqoop
7 6 (8.11%) Power BI
8 5 (6.76%) SQL Server Reporting Services
9 4 (5.41%) BusinessObjects
9 4 (5.41%) DataStage
9 4 (5.41%) IBM InfoSphere
9 4 (5.41%) Microsoft Power View
9 4 (5.41%) PowerPivot
9 4 (5.41%) Relational Database
9 4 (5.41%) Triplestore
10 3 (4.05%) SAP Data Services
Development Applications
1 10 (13.51%) Git (software)
1 10 (13.51%) Jenkins
2 5 (6.76%) JIRA
3 4 (5.41%) ERwin
3 4 (5.41%) PowerDesigner
4 3 (4.05%) Team Foundation Server
5 1 (1.35%) Balsamiq Mockups
5 1 (1.35%) SQL Server Management Studio (SSMS)
General
1 13 (17.57%) Finance
2 8 (10.81%) Banking
3 1 (1.35%) General Ledger
3 1 (1.35%) Investment Banking
3 1 (1.35%) Legal
3 1 (1.35%) Marketing
3 1 (1.35%) Retail
3 1 (1.35%) Retail Banking
Job Titles
1 21 (28.38%) Developer
2 19 (25.68%) Architect
3 17 (22.97%) Analyst
4 12 (16.22%) Business Analyst
5 9 (12.16%) Applications Architect
5 9 (12.16%) Data Engineer
6 7 (9.46%) ETL Developer
6 7 (9.46%) SQL Developer
7 6 (8.11%) Data Architect
8 5 (6.76%) Data Analyst
8 5 (6.76%) SSIS Developer
8 5 (6.76%) T-SQL Developer
9 4 (5.41%) Consultant
9 4 (5.41%) Data Modeller
9 4 (5.41%) Microsoft Developer
9 4 (5.41%) Power BI Developer
10 3 (4.05%) AWS Architect
10 3 (4.05%) Azure Architect
10 3 (4.05%) Data Consultant
10 3 (4.05%) Lead Business Analyst
Libraries, Frameworks & Software Standards
1 10 (13.51%) .NET
1 10 (13.51%) Node.js
2 7 (9.46%) Kafka
2 7 (9.46%) Spark Streaming
3 3 (4.05%) XML
Miscellaneous
1 12 (16.22%) Analytical Skills
2 7 (9.46%) Management Information System
3 5 (6.76%) User Experience
4 3 (4.05%) Data Structures
4 3 (4.05%) NHS
5 2 (2.70%) Mainframe
6 1 (1.35%) Enterprise Software
6 1 (1.35%) Reference Data
Operating Systems
1 10 (13.51%) Android
1 10 (13.51%) Apple iOS
2 4 (5.41%) Unix
Processes & Methodologies
1 23 (31.08%) Agile Software Development
2 21 (28.38%) ETL
3 18 (24.32%) Business Intelligence
4 17 (22.97%) DevOps
5 13 (17.57%) Stakeholder Management
6 12 (16.22%) Data Integration
7 11 (14.86%) Microservices
8 9 (12.16%) Co-Creation
9 8 (10.81%) Business Analysis
9 8 (10.81%) Continuous Integration
10 7 (9.46%) Data Analysis
10 7 (9.46%) MapReduce
10 7 (9.46%) Reverse Engineering
11 6 (8.11%) Metadata Management
11 6 (8.11%) Software Delivery
11 6 (8.11%) UML
11 6 (8.11%) User Stories
11 6 (8.11%) Waterfall
12 5 (6.76%) Data Management
12 5 (6.76%) Migration
Programming Languages
1 25 (33.78%) SQL
2 18 (24.32%) Java
3 10 (13.51%) PHP
4 7 (9.46%) Python
4 7 (9.46%) Scala
4 7 (9.46%) Shell Script
5 6 (8.11%) T-SQL
6 4 (5.41%) Data Analysis Expressions (DAX)
7 2 (2.70%) COBOL
8 1 (1.35%) C#
8 1 (1.35%) X++
Qualifications
1 13 (17.57%) Security Cleared
2 11 (14.86%) SC Cleared
3 2 (2.70%) BPSS Clearance
4 1 (1.35%) Degree
4 1 (1.35%) ISEB
Quality Assurance & Compliance
1 9 (12.16%) SLA
2 7 (9.46%) Data Quality
3 3 (4.05%) GDPR
4 1 (1.35%) GAAP
4 1 (1.35%) IFRS
4 1 (1.35%) PMO
4 1 (1.35%) QA
4 1 (1.35%) Sarbanes-Oxley
System Software
1 7 (9.46%) Apache Flume
Systems Management
1 7 (9.46%) Ansible
Vendors
1 10 (13.51%) Xamarin
2 8 (10.81%) Informatica
2 8 (10.81%) Microsoft
3 7 (9.46%) Tableau
3 7 (9.46%) Talend
4 5 (6.76%) SAP
5 4 (5.41%) Ab Initio
5 4 (5.41%) IBM
5 4 (5.41%) Oracle
6 3 (4.05%) Hortonworks
7 1 (1.35%) Cloudera
7 1 (1.35%) MuleSoft