Period
to 23 January 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 23 January 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
23 Jan 2018
Same period 2017 Same period 2016
Rank 55 76 70
Rank change year-on-year +21 -6 +7
Contract jobs citing Data Modelling 87 63 86
As % of all contract IT jobs advertised in Leeds 3.88% 2.67% 2.85%
As % of the Processes & Methodologies category 4.56% 3.10% 3.28%
Number of daily rates quoted 100 54 99
Leeds median daily rate £425 £445 £438
Median daily rate % change year-on-year -4.49% +1.71% +25.00%
10th Percentile £325 £319 £316
90th Percentile £600 £550 £600
West Yorkshire median daily rate £425 £445 £438
% change year-on-year -4.49% +1.71% +20.69%
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 1,906 2,029 2,625
As % of all contract IT jobs advertised in Leeds 84.90% 86.12% 87.06%
Number of daily rates quoted 1,329 1,338 1,789
Leeds median daily rate £400 £400 £400
10th Percentile £270 £270 £275
90th Percentile £550 £550 £575
West Yorkshire median daily rate £400 £400 £388
% change year-on-year - +3.23% +6.16%
Number of hourly rates quoted 38 38 56
Leeds median hourly rate £26.75 £13.50 £15.13
Median hourly rate % change year-on-year +98.15% -10.74% +4.31%
10th Percentile £15.00 £10.63 £9.99
90th Percentile £40.00 £30.98 £37.04
West Yorkshire median hourly rate £16.00 £14.50 £15.36
% change year-on-year +10.34% -5.57% +5.90%

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 23 January 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 23 January 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 42 (48.28%) SQL
2 40 (45.98%) Data Integration
3 39 (44.83%) Agile Software Development
4 37 (42.53%) Business Intelligence
5 32 (36.78%) SQL Server
6 26 (29.89%) SQL Server Integration Services
6 26 (29.89%) Tableau
7 23 (26.44%) T-SQL
8 18 (20.69%) Data Warehouse
9 17 (19.54%) Data Quality
9 17 (19.54%) Data Architecture
10 15 (17.24%) Finance
11 13 (14.94%) ETL
12 12 (13.79%) Microsoft
12 12 (13.79%) Data Analysis
13 11 (12.64%) Analytical Skills
14 10 (11.49%) Unix
15 9 (10.34%) Project Management
15 9 (10.34%) Change Management
15 9 (10.34%) Stakeholder Management
15 9 (10.34%) Data Management
15 9 (10.34%) Reference Data
16 8 (9.20%) QA
16 8 (9.20%) TOGAF
16 8 (9.20%) Relational Database
16 8 (9.20%) GDPR
16 8 (9.20%) NoSQL
16 8 (9.20%) Data Strategy
17 7 (8.05%) User Stories
17 7 (8.05%) Mentoring

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 4 (4.60%) SAS
2 2 (2.30%) Apache Spark
2 2 (2.30%) CMS
2 2 (2.30%) Confluence
3 1 (1.15%) Apache
3 1 (1.15%) Sitecore CMS
Applications
1 4 (4.60%) MS Visio
2 3 (3.45%) Microsoft Office
3 1 (1.15%) Microsoft Project
Business Applications
1 3 (3.45%) Dynamics CRM
2 1 (1.15%) Dynamics AX
Cloud Services
1 6 (6.90%) Microsoft Azure
2 5 (5.75%) Amazon AWS
3 3 (3.45%) Dynamics 365
3 3 (3.45%) Office 365
4 1 (1.15%) SuccessFactors
Communications & Networking
1 2 (2.30%) SMS
Database & Business Intelligence
1 32 (36.78%) SQL Server
2 26 (29.89%) SQL Server Integration Services
3 18 (20.69%) Data Warehouse
4 8 (9.20%) NoSQL
4 8 (9.20%) Relational Database
5 7 (8.05%) SQL Server Reporting Services
6 6 (6.90%) Big Data
6 6 (6.90%) Power BI
7 5 (5.75%) Apache Hive
8 4 (4.60%) BusinessObjects
8 4 (4.60%) SQL Server Analysis Services
9 3 (3.45%) Data Lake
9 3 (3.45%) Hadoop
9 3 (3.45%) HBase
9 3 (3.45%) Microsoft Power View
9 3 (3.45%) MongoDB
9 3 (3.45%) PostgreSQL
9 3 (3.45%) PowerPivot
9 3 (3.45%) SQL Server 2012
10 2 (2.30%) Enterprise Data Warehouse
Development Applications
1 5 (5.75%) Git (software)
1 5 (5.75%) Jenkins
2 3 (3.45%) JIRA
3 2 (2.30%) ERwin
3 2 (2.30%) Team Foundation Server
4 1 (1.15%) SQL Server Management Studio (SSMS)
General
1 15 (17.24%) Finance
2 2 (2.30%) Banking
2 2 (2.30%) Games
3 1 (1.15%) General Ledger
3 1 (1.15%) iGaming
3 1 (1.15%) Legal
3 1 (1.15%) Marketing
Job Titles
1 31 (35.63%) Developer
2 25 (28.74%) Architect
3 22 (25.29%) SQL Developer
4 20 (22.99%) Analyst
5 18 (20.69%) SSIS Developer
6 17 (19.54%) T-SQL Developer
7 13 (14.94%) Business Analyst
8 10 (11.49%) Data Architect
9 7 (8.05%) Data Engineer
10 6 (6.90%) Data Analyst
10 6 (6.90%) Senior Data Engineer
11 5 (5.75%) Consultant
11 5 (5.75%) Technical Architect
12 4 (4.60%) Applications Architect
12 4 (4.60%) Business Intelligence Architect
12 4 (4.60%) Data Warehouse Analyst
12 4 (4.60%) Data Warehouse Architect
12 4 (4.60%) ETL Developer
12 4 (4.60%) SQL Server Developer
13 3 (3.45%) Power BI Developer
Libraries, Frameworks & Software Standards
1 5 (5.75%) .NET
1 5 (5.75%) Node.js
2 2 (2.30%) Middleware
2 2 (2.30%) XML
3 1 (1.15%) JSON
3 1 (1.15%) Kafka
Miscellaneous
1 11 (12.64%) Analytical Skills
2 9 (10.34%) Reference Data
3 6 (6.90%) Management Information System
4 4 (4.60%) User Experience
5 3 (3.45%) NHS
6 2 (2.30%) Data Structures
6 2 (2.30%) Enterprise Software
6 2 (2.30%) Robotics
7 1 (1.15%) Greenfield Project
7 1 (1.15%) Video\Live Streaming
Operating Systems
1 10 (11.49%) Unix
2 5 (5.75%) Android
2 5 (5.75%) Apple iOS
Processes & Methodologies
1 40 (45.98%) Data Integration
2 39 (44.83%) Agile Software Development
3 37 (42.53%) Business Intelligence
4 17 (19.54%) Data Architecture
5 13 (14.94%) ETL
6 12 (13.79%) Data Analysis
7 9 (10.34%) Change Management
7 9 (10.34%) Data Management
7 9 (10.34%) Project Management
7 9 (10.34%) Stakeholder Management
8 8 (9.20%) Data Strategy
8 8 (9.20%) TOGAF
9 7 (8.05%) Business Analysis
9 7 (8.05%) Enterprise Architecture
9 7 (8.05%) Mentoring
9 7 (8.05%) Migration
9 7 (8.05%) User Stories
10 6 (6.90%) Data Engineering
10 6 (6.90%) Logical Data Model
10 6 (6.90%) SFIA
Programming Languages
1 42 (48.28%) SQL
2 23 (26.44%) T-SQL
3 7 (8.05%) Java
3 7 (8.05%) Shell Script
4 5 (5.75%) PHP
4 5 (5.75%) PL/SQL
5 3 (3.45%) Data Analysis Expressions (DAX)
6 2 (2.30%) Python
7 1 (1.15%) R
7 1 (1.15%) Scala
7 1 (1.15%) X++
Qualifications
1 4 (4.60%) Security Cleared
2 3 (3.45%) BPSS Clearance
2 3 (3.45%) Degree
3 2 (2.30%) SC Cleared
Quality Assurance & Compliance
1 17 (19.54%) Data Quality
2 8 (9.20%) GDPR
2 8 (9.20%) QA
3 5 (5.75%) SLA
4 2 (2.30%) HL7
5 1 (1.15%) Disclosure Scotland
5 1 (1.15%) GAAP
5 1 (1.15%) IFRS
5 1 (1.15%) Sarbanes-Oxley
System Software
1 1 (1.15%) Apache Flume
Vendors
1 26 (29.89%) Tableau
2 12 (13.79%) Microsoft
3 7 (8.05%) Informatica
4 6 (6.90%) Oracle
5 5 (5.75%) Xamarin
6 2 (2.30%) CA
6 2 (2.30%) IBM
6 2 (2.30%) SAP
7 1 (1.15%) MicroStrategy
7 1 (1.15%) MuleSoft
7 1 (1.15%) Nuxeo
7 1 (1.15%) Salesforce.com
7 1 (1.15%) Sitecore