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 3 months to 28 June 2017 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
3 months to
28 Jun 2017
Same period 2016 Same period 2015
Rank 56 47 27
Rank change year-on-year -9 -20  
Contract jobs citing Data Modelling 12 21 48
As % of all contract IT jobs advertised in Glasgow 1.79% 2.96% 5.46%
As % of the Processes & Methodologies category 2.14% 3.66% 6.53%
Number of daily rates quoted 6 10 32
Median daily rate £406 £375 £365
Median daily rate % change year-on-year +8.33% +2.73%  
90% offered a daily rate of more than £388 £299 £290
10% offered a daily rate of more than £523 £455 £446
UK excluding London median daily rate £425 £425 £420
% change year-on-year - +1.19%  
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK excluding London median hourly rate £40.70 - £33.50

Data Modelling is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in Glasgow with a requirement for process and methodology skills.

Contract Process & Methodology Skills
Glasgow
Contract job vacancies with a requirement for process and methodology skills 562 574 735
As % of all contract IT job vacancies advertised in Glasgow 83.63% 80.85% 83.62%
Number of daily rates quoted 297 343 376
Median daily rate £388 £362 £350
Median daily rate % change year-on-year +7.04% +3.42%  
90% offered a daily rate of more than £300 £247 £250
10% offered a daily rate of more than £475 £475 £450
UK excluding London median daily rate £415 £400 £385
% change year-on-year +3.75% +3.89%  
Number of hourly rates quoted 7 1 27
Median hourly rate £25.00 £43.00 £36.00
Median hourly rate % change year-on-year -41.86% +19.44%  
90% offered a hourly rate of more than £13.75 £43.00 £12.73
10% offered a hourly rate of more than £40.00 £43.00 £46.80
UK excluding London median hourly rate £34.75 £28.50 £30.00
% change year-on-year +21.92% -5.00%  

Data Modelling
Job Vacancy Trend in Glasgow

The job posting trend of jobs advertised in Glasgow citing Data Modelling as a proportion of all contract or permanent IT jobs with a match in the Processes & Methodologies category.

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 3 months to 28 June 2017.

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 28 June 2017, IT contractor jobs citing Data Modelling also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all contract ads across the Glasgow region with a requirement for Data Modelling.

1 10 (52.63%) Finance
2 8 (42.11%) Stakeholder Management
3 7 (36.84%) SQL
3 7 (36.84%) Data Analysis
4 6 (31.58%) ETL
5 5 (26.32%) Change Management
5 5 (26.32%) Business Analysis
5 5 (26.32%) Logical Data Model
6 4 (21.05%) SDLC
6 4 (21.05%) Portfolio Management
6 4 (21.05%) Enterprise Architecture
6 4 (21.05%) Degree
6 4 (21.05%) MiFID
6 4 (21.05%) Release Management
6 4 (21.05%) Legal
6 4 (21.05%) GAP Analysis
6 4 (21.05%) TDD
6 4 (21.05%) Project Management
6 4 (21.05%) Process Management
6 4 (21.05%) Java
6 4 (21.05%) Data Warehouse
6 4 (21.05%) Business Intelligence
7 3 (15.79%) SOA
7 3 (15.79%) Data Security
7 3 (15.79%) User Acceptance Testing
7 3 (15.79%) Data Management
7 3 (15.79%) Test Scripting
7 3 (15.79%) Data Integration
7 3 (15.79%) Agile Software Development
7 3 (15.79%) Data Governance

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:

Application Platforms
1 2 (10.53%) Apache Spark
2 1 (5.26%) SAS
Business Applications
1 2 (10.53%) Cognos Business Intelligence
1 2 (10.53%) OpenText Process Suite
Cloud Services
1 2 (10.53%) Cloud Computing
Communications & Networking
1 2 (10.53%) DNS
1 2 (10.53%) Firewall
Database & Business Intelligence
1 4 (21.05%) Data Warehouse
2 2 (10.53%) Big Data
2 2 (10.53%) Cognos Framework Manager
2 2 (10.53%) Parquet
2 2 (10.53%) Snowflake Schema
2 2 (10.53%) SQL Server
3 1 (5.26%) BusinessObjects
3 1 (5.26%) BusinessObjects Web Intelligence
3 1 (5.26%) Enterprise Data Warehouse
3 1 (5.26%) MS Access
3 1 (5.26%) Oracle Reports
3 1 (5.26%) Relational Database
3 1 (5.26%) SAP BW
Development Applications
1 2 (10.53%) Git (software)
1 2 (10.53%) JIRA
2 1 (5.26%) Oracle APEX
2 1 (5.26%) Toad
General
1 10 (52.63%) Finance
2 4 (21.05%) Legal
3 1 (5.26%) Banking
3 1 (5.26%) Manufacturing
3 1 (5.26%) Telecoms
Job Titles
1 10 (52.63%) Analyst
2 5 (26.32%) Business Analyst
3 4 (21.05%) MiFID Business Analyst
4 3 (15.79%) Data Analyst
5 2 (10.53%) Architect
5 2 (10.53%) Data Architect
5 2 (10.53%) Developer
5 2 (10.53%) Java Developer
5 2 (10.53%) Security Engineer
5 2 (10.53%) Splunk Engineer
6 1 (5.26%) Business Systems Analyst
6 1 (5.26%) Data Modeller
6 1 (5.26%) Designer
6 1 (5.26%) Development Analyst
6 1 (5.26%) Salesforce Support
6 1 (5.26%) SAP Analyst
6 1 (5.26%) SAP BW Analyst
6 1 (5.26%) Solutions Designer
6 1 (5.26%) Systems Analyst
6 1 (5.26%) Test Analyst
Libraries, Frameworks & Software Standards
1 2 (10.53%) Ajax
1 2 (10.53%) DHTML
1 2 (10.53%) Grok
1 2 (10.53%) HTML
1 2 (10.53%) Kafka
1 2 (10.53%) Regular Expression
1 2 (10.53%) Web Services
1 2 (10.53%) XML
Miscellaneous
1 2 (10.53%) N-Tier
1 2 (10.53%) W3C
2 1 (5.26%) Analytical Skills
2 1 (5.26%) Enterprise Software
2 1 (5.26%) FMCG
2 1 (5.26%) Management Information System
Operating Systems
1 2 (10.53%) Linux
1 2 (10.53%) Unix
Processes & Methodologies
1 8 (42.11%) Stakeholder Management
2 7 (36.84%) Data Analysis
3 6 (31.58%) ETL
4 5 (26.32%) Business Analysis
4 5 (26.32%) Change Management
4 5 (26.32%) Logical Data Model
5 4 (21.05%) Business Intelligence
5 4 (21.05%) Enterprise Architecture
5 4 (21.05%) GAP Analysis
5 4 (21.05%) Portfolio Management
5 4 (21.05%) Process Management
5 4 (21.05%) Project Management
5 4 (21.05%) Release Management
5 4 (21.05%) SDLC
5 4 (21.05%) TDD
6 3 (15.79%) Agile Software Development
6 3 (15.79%) Data Governance
6 3 (15.79%) Data Management
6 3 (15.79%) Data Security
6 3 (15.79%) Master Data Management
Programming Languages
1 7 (36.84%) SQL
2 4 (21.05%) Java
3 2 (10.53%) Bash Shell
3 2 (10.53%) JavaScript
3 2 (10.53%) Perl
3 2 (10.53%) Python
4 1 (5.26%) ABAP
4 1 (5.26%) PL/SQL
4 1 (5.26%) VB
Qualifications
1 4 (21.05%) Degree
2 2 (10.53%) CEH
2 2 (10.53%) CISSP
2 2 (10.53%) SANS
3 1 (5.26%) Security Cleared
Quality Assurance & Compliance
1 4 (21.05%) MiFID
2 2 (10.53%) QA
3 1 (5.26%) Data Quality
3 1 (5.26%) Sarbanes-Oxley
Systems Management
1 1 (5.26%) Computer Emergency Response Teams
Vendors
1 2 (10.53%) Cognos
1 2 (10.53%) Microsoft
1 2 (10.53%) OpenText
1 2 (10.53%) Splunk
2 1 (5.26%) Oracle
2 1 (5.26%) Salesforce.com
2 1 (5.26%) SAP