Period
to 25 May 2019

The following table provides summary statistics for contract job vacancies advertised in 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 25 May 2019 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
England > Yorkshire
6 months to
25 May 2019
Same period 2018 Same period 2017
Rank 122 97 85
Rank change year-on-year -25 -12 -25
Contract jobs citing Data Modelling 69 113 103
As % of all contract IT jobs advertised in Yorkshire 1.53% 2.31% 2.44%
As % of the Processes & Methodologies category 1.78% 2.65% 2.86%
Number of daily rates quoted 45 78 66
Yorkshire median daily rate £425 £439 £425
Median daily rate % change year-on-year -3.13% +3.24% -10.53%
10th Percentile £316 £313 £258
90th Percentile £575 £558 £544
England median daily rate £500 £500 £475
% change year-on-year - +5.26% +5.56%
Number of hourly rates quoted 0 4 4
Yorkshire median hourly rate - £18.77 £22.00
Median hourly rate % change year-on-year - -14.68% -
England median hourly rate £35.00 £18.17 £34.00
% change year-on-year +92.65% -46.57% -27.47%

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 Yorkshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Yorkshire
Contract vacancies with a requirement for process or methodology skills 3,867 4,258 3,598
As % of all contract IT jobs advertised in Yorkshire 85.67% 87.00% 85.20%
Number of daily rates quoted 2,571 2,823 2,312
Yorkshire median daily rate £425 £400 £400
Median daily rate % change year-on-year +6.25% - -
10th Percentile £263 £268 £263
90th Percentile £575 £538 £550
England median daily rate £475 £463 £450
% change year-on-year +2.70% +2.78% +5.88%
Number of hourly rates quoted 125 121 82
Yorkshire median hourly rate £17.25 £20.66 £13.25
Median hourly rate % change year-on-year -16.49% +55.89% -15.87%
10th Percentile £11.21 £10.75 £8.88
90th Percentile £40.96 £44.50 £34.07
England median hourly rate £24.58 £22.00 £25.06
% change year-on-year +11.70% -12.21% +8.96%

Data Modelling
Job Vacancy Trend in Yorkshire

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

Job vacancy trend for Data Modelling in Yorkshire

Data Modelling
Contractor Daily Rate Trend in Yorkshire

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

Contractor daily rate trend for Data Modelling in Yorkshire

Data Modelling
Contractor Daily Rate Histogram in Yorkshire

The daily rate distribution of IT jobs citing Data Modelling in Yorkshire over the 6 months to 25 May 2019.

Contractor daily rate histogram for Data Modelling in Yorkshire

Data Modelling
Contractor Hourly Rate Trend in Yorkshire

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

Contractor hourly rate trend for Data Modelling in Yorkshire

Data Modelling
Contract Job Locations in 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 Yorkshire region over the 6 months to 25 May 2019. 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
West Yorkshire -4 61 £425 -2.86% 12
South Yorkshire -29 5 £475 +4.40% 2
North Yorkshire +6 2 £380 +68.89% 2
Data Modelling
England

For the 6 months to 25 May 2019, 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 Yorkshire region with a requirement for Data Modelling.

1 37 (53.62%) SQL
2 24 (34.78%) Migration
3 23 (33.33%) SQL Server
4 19 (27.54%) Agile Software Development
4 19 (27.54%) SQL Server Integration Services
5 18 (26.09%) Data Analysis
5 18 (26.09%) ETL
6 17 (24.64%) Data Migration
6 17 (24.64%) Data Architecture
6 17 (24.64%) Data Quality
7 15 (21.74%) Data Warehouse
7 15 (21.74%) Business Intelligence
8 12 (17.39%) Stakeholder Management
8 12 (17.39%) Visualisation
9 11 (15.94%) Analytical Skills
9 11 (15.94%) Business Analysis
9 11 (15.94%) Finance
9 11 (15.94%) Data Management
9 11 (15.94%) Oracle
10 10 (14.49%) SAP
10 10 (14.49%) Microsoft
10 10 (14.49%) SQL Server Reporting Services
11 9 (13.04%) Oracle Database
11 9 (13.04%) Problem-Solving
12 8 (11.59%) Logical Data Model
12 8 (11.59%) JIRA
12 8 (11.59%) Microsoft Excel
12 8 (11.59%) PL/SQL
13 7 (10.14%) TOGAF
13 7 (10.14%) Data Mapping

Data Modelling
Co-occurring IT Skills in 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 3 (4.35%) Confluence
1 3 (4.35%) OpenEdge
2 2 (2.90%) WebSphere
3 1 (1.45%) Apache
3 1 (1.45%) Apache Spark
3 1 (1.45%) FileNet
3 1 (1.45%) Tomcat
Applications
1 8 (11.59%) Microsoft Excel
2 4 (5.80%) Microsoft Office
2 4 (5.80%) MS Visio
3 3 (4.35%) Microsoft PowerPoint
4 1 (1.45%) Spreadsheet
Business Applications
1 2 (2.90%) JDE World
1 2 (2.90%) Oracle HRMS
Cloud Services
1 6 (8.70%) Power Platform
2 3 (4.35%) Amazon AWS
2 3 (4.35%) Microsoft Azure
3 2 (2.90%) Amazon S3
4 1 (1.45%) GitHub
4 1 (1.45%) Google Cloud Platform
4 1 (1.45%) Virtual Private Cloud
Communications & Networking
1 2 (2.90%) SSL
2 1 (1.45%) DNS
2 1 (1.45%) VPN
Database & Business Intelligence
1 23 (33.33%) SQL Server
2 19 (27.54%) SQL Server Integration Services
3 15 (21.74%) Data Warehouse
4 10 (14.49%) SQL Server Reporting Services
5 9 (13.04%) Oracle Database
6 6 (8.70%) Power BI
7 5 (7.25%) SQL Server Analysis Services
8 4 (5.80%) Relational Database
8 4 (5.80%) SQL Server 2014
9 3 (4.35%) Oracle Reports
9 3 (4.35%) PowerPivot
10 2 (2.90%) Big Data
10 2 (2.90%) Data Mining
10 2 (2.90%) Oracle Database 10g
10 2 (2.90%) Oracle Database 11g
10 2 (2.90%) QlikView
10 2 (2.90%) RDBMS
10 2 (2.90%) Snowflake Schema
10 2 (2.90%) Star Schema
11 1 (1.45%) IBM InfoSphere
Development Applications
1 8 (11.59%) JIRA
2 4 (5.80%) Git (software)
3 2 (2.90%) Oracle Forms
4 1 (1.45%) Ant
4 1 (1.45%) ERwin
4 1 (1.45%) Gerrit
4 1 (1.45%) Jenkins
4 1 (1.45%) Maven
4 1 (1.45%) Sonatype Nexus
4 1 (1.45%) Subversion
4 1 (1.45%) TortoiseSVN
General
1 11 (15.94%) Finance
2 4 (5.80%) Retail
3 1 (1.45%) Banking
3 1 (1.45%) Financial Institution
3 1 (1.45%) Manufacturing
3 1 (1.45%) Pharmaceutical
Job Titles
1 22 (31.88%) Developer
2 21 (30.43%) Analyst
3 12 (17.39%) Data Analyst
4 11 (15.94%) Architect
5 8 (11.59%) Business Analyst
6 7 (10.14%) Data Architect
7 6 (8.70%) SQL Developer
8 5 (7.25%) Business Intelligence Developer
9 4 (5.80%) Consultant
9 4 (5.80%) Digital Analyst
10 3 (4.35%) Data Consultant
10 3 (4.35%) Digital Business Analyst
10 3 (4.35%) Enterprise Architect
10 3 (4.35%) Enterprise Data Architect
10 3 (4.35%) Solutions Architect
10 3 (4.35%) SQL BI Developer
10 3 (4.35%) SSIS Developer
10 3 (4.35%) T-SQL Developer
11 2 (2.90%) QlikView Developer
11 2 (2.90%) Talend Developer
Libraries, Frameworks & Software Standards
1 6 (8.70%) .NET
1 6 (8.70%) Web Services
2 5 (7.25%) Middleware
3 4 (5.80%) REST
3 4 (5.80%) Spring
4 3 (4.35%) XML
5 2 (2.90%) IBM Integration Bus
5 2 (2.90%) J2EE
5 2 (2.90%) JDBC
5 2 (2.90%) LDAP
5 2 (2.90%) ODBC
5 2 (2.90%) SAML
5 2 (2.90%) WebSphere MQ
5 2 (2.90%) XSLT
6 1 (1.45%) Ajax
6 1 (1.45%) HTML5
6 1 (1.45%) jQuery
6 1 (1.45%) JSON
6 1 (1.45%) Regular Expression
6 1 (1.45%) Spring MVC
Miscellaneous
1 11 (15.94%) Analytical Skills
2 4 (5.80%) Self-Motivation
3 3 (4.35%) CMDB
4 2 (2.90%) NHS
4 2 (2.90%) Reference Data
5 1 (1.45%) Algorithms
5 1 (1.45%) Greenfield Project
5 1 (1.45%) Linux Command Line
5 1 (1.45%) Management Information System
5 1 (1.45%) Virtual Team
Operating Systems
1 4 (5.80%) Windows
2 3 (4.35%) Unix
3 2 (2.90%) Linux
4 1 (1.45%) AIX
Processes & Methodologies
1 24 (34.78%) Migration
2 19 (27.54%) Agile Software Development
3 18 (26.09%) Data Analysis
3 18 (26.09%) ETL
4 17 (24.64%) Data Architecture
4 17 (24.64%) Data Migration
5 15 (21.74%) Business Intelligence
6 12 (17.39%) Stakeholder Management
6 12 (17.39%) Visualisation
7 11 (15.94%) Business Analysis
7 11 (15.94%) Data Management
8 9 (13.04%) Problem-Solving
9 8 (11.59%) Logical Data Model
10 7 (10.14%) Data Mapping
10 7 (10.14%) Data Visualisation
10 7 (10.14%) TOGAF
11 6 (8.70%) Data Cleansing
11 6 (8.70%) Data Integration
11 6 (8.70%) Release Management
11 6 (8.70%) Root Cause Analysis
Programming Languages
1 37 (53.62%) SQL
2 8 (11.59%) PL/SQL
3 6 (8.70%) T-SQL
4 5 (7.25%) JavaScript
5 4 (5.80%) C#
5 4 (5.80%) R
5 4 (5.80%) VBA
6 3 (4.35%) PowerShell
6 3 (4.35%) Python
7 2 (2.90%) Java
7 2 (2.90%) RPG
7 2 (2.90%) Shell Script
8 1 (1.45%) Bash Shell
8 1 (1.45%) Data Analysis Expressions (DAX)
8 1 (1.45%) Groovy
8 1 (1.45%) Java 8
8 1 (1.45%) VBScript
Qualifications
1 1 (1.45%) Security Cleared
Quality Assurance & Compliance
1 17 (24.64%) Data Quality
2 2 (2.90%) ISO/IEC 20000
2 2 (2.90%) QA
3 1 (1.45%) GDPR
System Software
1 1 (1.45%) Docker
Systems Management
1 2 (2.90%) Single Sign-On
2 1 (1.45%) Ansible
2 1 (1.45%) Puppet
Vendors
1 11 (15.94%) Oracle
2 10 (14.49%) Microsoft
2 10 (14.49%) SAP
3 6 (8.70%) Tableau
4 4 (5.80%) IBM
5 3 (4.35%) IDERA
5 3 (4.35%) JD Edwards
6 2 (2.90%) Alteryx
6 2 (2.90%) ServiceNow
6 2 (2.90%) Talend
7 1 (1.45%) Databricks
7 1 (1.45%) Google
7 1 (1.45%) hybris
7 1 (1.45%) Netezza
7 1 (1.45%) Veracode