Period
to 25 February 2020

The following table provides summary statistics for contract job vacancies advertised in Glasgow 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 February 2020 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
Scotland > Glasgow
6 months to
25 Feb 2020
Same period 2019 Same period 2018
Rank 66 68 57
Rank change year-on-year +2 -11 0
Contract jobs citing Data Modelling 26 45 33
As % of all contract IT jobs advertised in Glasgow 2.10% 3.06% 2.82%
As % of the Processes & Methodologies category 2.45% 3.46% 3.24%
Number of daily rates quoted 19 29 22
Glasgow median daily rate £475 £388 £375
Median daily rate % change year-on-year +22.58% +3.33% -
10th Percentile £299 £313 £283
90th Percentile £538 £610 £563
Scotland median daily rate £450 £425 £400
% change year-on-year +5.88% +6.25% +6.67%
Number of hourly rates quoted 0 0 2
Glasgow median hourly rate - - £24.00
Scotland median hourly rate £50.70 - £24.00

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 Glasgow with a requirement for process or methodology skills.

All Process and Methodology Skills
Glasgow
Contract vacancies with a requirement for process or methodology skills 1,060 1,302 1,020
As % of all contract IT jobs advertised in Glasgow 85.48% 88.45% 87.18%
Number of daily rates quoted 649 808 604
Glasgow median daily rate £425 £400 £375
Median daily rate % change year-on-year +6.25% +6.67% +7.14%
10th Percentile £273 £263 £260
90th Percentile £588 £551 £488
Scotland median daily rate £425 £413 £400
% change year-on-year +3.03% +3.13% +6.67%
Number of hourly rates quoted 43 35 28
Glasgow median hourly rate £20.00 £22.75 £24.00
Median hourly rate % change year-on-year -12.09% -5.21% +14.29%
10th Percentile £11.17 £12.25 £10.00
90th Percentile £35.00 £42.35 £36.50
Scotland median hourly rate £22.50 £24.25 £21.50
% change year-on-year -7.22% +12.79% +2.38%

Data Modelling
Job Vacancy Trend in Glasgow

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

Job vacancy trend for Data Modelling in Glasgow

Data Modelling
Contractor Daily Rate Trend in Glasgow

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

Contractor daily rate trend for Data Modelling in Glasgow

Data Modelling
Contractor Daily Rate Histogram in Glasgow

The daily rate distribution of IT jobs citing Data Modelling in Glasgow over the 6 months to 25 February 2020.

Contractor daily rate histogram for Data Modelling in Glasgow

Data Modelling
Contractor Hourly Rate Trend in Glasgow

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

Contractor hourly rate trend for Data Modelling in Glasgow

For the 6 months to 25 February 2020, 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 Glasgow region with a requirement for Data Modelling.

1 13 (50.00%) Business Intelligence
2 12 (46.15%) Agile Software Development
2 12 (46.15%) Data Management
3 11 (42.31%) Data Analysis
4 8 (30.77%) Migration
4 8 (30.77%) Data Warehouse
5 7 (26.92%) SQL
5 7 (26.92%) Analytics
5 7 (26.92%) Data Lineage
5 7 (26.92%) Problem-Solving
6 6 (23.08%) Decision-Making
6 6 (23.08%) Data Ingestion
6 6 (23.08%) Data Quality
6 6 (23.08%) Time Management
6 6 (23.08%) Data Architecture
6 6 (23.08%) Java
6 6 (23.08%) Oracle
7 5 (19.23%) Python
7 5 (19.23%) ETL
7 5 (19.23%) IBM
7 5 (19.23%) QlikView
7 5 (19.23%) Data Governance
7 5 (19.23%) Enterprise Software
7 5 (19.23%) Architectural Design
8 4 (15.38%) User Experience
8 4 (15.38%) Tableau
8 4 (15.38%) Information Architecture
8 4 (15.38%) Computer Science
8 4 (15.38%) Data Migration
8 4 (15.38%) BusinessObjects

Data Modelling
Co-occurring IT Skills in Glasgow 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:

Applications
1 2 (7.69%) MS Visio
Cloud Services
1 3 (11.54%) AWS
1 3 (11.54%) Power Platform
2 1 (3.85%) Azure
Database & Business Intelligence
1 8 (30.77%) Data Warehouse
2 5 (19.23%) QlikView
3 4 (15.38%) BusinessObjects
3 4 (15.38%) Crystal Reports
3 4 (15.38%) SQL Server
4 3 (11.54%) Oracle Database
4 3 (11.54%) Power BI
5 2 (7.69%) Data Mining
5 2 (7.69%) DataStage
5 2 (7.69%) GIS
5 2 (7.69%) NoSQL
5 2 (7.69%) RDBMS
5 2 (7.69%) Relational Database
5 2 (7.69%) SQL Server Analysis Services
5 2 (7.69%) SQL Server Integration Services
6 1 (3.85%) Apache Cassandra
6 1 (3.85%) Enterprise Data Warehouse
6 1 (3.85%) Oracle Database 11g
6 1 (3.85%) Qlik Sense
6 1 (3.85%) VLDB
Development Applications
1 2 (7.69%) ERwin
1 2 (7.69%) Toad
General
1 3 (11.54%) Finance
1 3 (11.54%) Public Sector
2 2 (7.69%) Banking
2 2 (7.69%) Investment Banking
Job Titles
1 9 (34.62%) Architect
1 9 (34.62%) Data Architect
2 7 (26.92%) Analyst
2 7 (26.92%) Data Analyst
3 6 (23.08%) Developer
4 5 (19.23%) Data Engineer
5 2 (7.69%) Business Intelligence Architect
5 2 (7.69%) Data Modeller
5 2 (7.69%) Data Scientist
5 2 (7.69%) Enterprise Architect
5 2 (7.69%) Enterprise Data Architect
5 2 (7.69%) Pega Developer
5 2 (7.69%) Qualitative Analyst
5 2 (7.69%) Quantitative Analyst
6 1 (3.85%) Business Data Analyst
6 1 (3.85%) Java Developer
6 1 (3.85%) Java Programmer
6 1 (3.85%) Python Programmer
6 1 (3.85%) Senior Java Developer
6 1 (3.85%) Senior Quantitative Analyst
Libraries, Frameworks & Software Standards
1 4 (15.38%) Web Services
1 4 (15.38%) XML
2 2 (7.69%) JMS
2 2 (7.69%) JNDI
2 2 (7.69%) JSP
2 2 (7.69%) RESTful
2 2 (7.69%) SOAP
3 1 (3.85%) Angular 2
3 1 (3.85%) AngularJS
3 1 (3.85%) Drools
3 1 (3.85%) Kafka
3 1 (3.85%) REST
3 1 (3.85%) Spring
3 1 (3.85%) Spring Boot
Miscellaneous
1 5 (19.23%) Enterprise Software
2 4 (15.38%) User Experience
3 3 (11.54%) Management Information System
4 2 (7.69%) Analytical Skills
4 2 (7.69%) Public Cloud
5 1 (3.85%) Cloud Native
5 1 (3.85%) CMDB
5 1 (3.85%) Reference Data
Operating Systems
1 3 (11.54%) Linux
2 2 (7.69%) Solaris
2 2 (7.69%) Unix
2 2 (7.69%) Windows
3 1 (3.85%) HPUX
Processes & Methodologies
1 13 (50.00%) Business Intelligence
2 12 (46.15%) Agile Software Development
2 12 (46.15%) Data Management
3 11 (42.31%) Data Analysis
4 8 (30.77%) Migration
5 7 (26.92%) Analytics
5 7 (26.92%) Data Lineage
5 7 (26.92%) Problem-Solving
6 6 (23.08%) Data Architecture
6 6 (23.08%) Data Ingestion
6 6 (23.08%) Decision-Making
6 6 (23.08%) Time Management
7 5 (19.23%) Architectural Design
7 5 (19.23%) Data Governance
7 5 (19.23%) ETL
8 4 (15.38%) Computer Science
8 4 (15.38%) Data Migration
8 4 (15.38%) Information Architecture
8 4 (15.38%) ITSM
8 4 (15.38%) Service Management
Programming Languages
1 7 (26.92%) SQL
2 6 (23.08%) Java
3 5 (19.23%) Python
4 4 (15.38%) PL/SQL
5 3 (11.54%) Scala
6 2 (7.69%) MATLAB
6 2 (7.69%) R
6 2 (7.69%) T-SQL
7 1 (3.85%) Java 8
7 1 (3.85%) JavaScript
7 1 (3.85%) Korn
7 1 (3.85%) Perl
Qualifications
1 2 (7.69%) Computer Science Degree
1 2 (7.69%) Degree
1 2 (7.69%) PhD
2 1 (3.85%) DV Cleared
2 1 (3.85%) OCP
2 1 (3.85%) Oracle Certification
2 1 (3.85%) SC Cleared
2 1 (3.85%) Security Cleared
2 1 (3.85%) TOGAF Certification
Quality Assurance & Compliance
1 6 (23.08%) Data Quality
2 2 (7.69%) GDPR
System Software
1 1 (3.85%) Oracle RAC
Systems Management
1 2 (7.69%) Oracle RMAN
2 1 (3.85%) Data Guard
2 1 (3.85%) Enterprise Manager Cloud Control
Vendors
1 6 (23.08%) Oracle
2 5 (19.23%) IBM
3 4 (15.38%) Tableau
4 2 (7.69%) Microsoft
4 2 (7.69%) Pega
5 1 (3.85%) OneTrust