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 26 March 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.

3 months to
26 Mar 2017
Same period 2016 Same period 2015
Data Modelling
Scotland / Glasgow
Rank 47 35 28
Rank change year-on-year -12 -7  
Contract jobs citing Data Modelling 7 19 42
As % of all contract IT jobs advertised in Glasgow 1.36% 3.30% 5.09%
As % of the Processes & Methodologies category 1.59% 3.90% 6.01%
Number of daily rates quoted 3 5 22
Median daily rate £300 £338 £425
Median daily rate % change year-on-year -11.11% -20.58%  
90% offered a daily rate of more than £280 £325 £314
10% offered a daily rate of more than £320 £406 £463
UK excluding London median daily rate £438 £450 £425
% change year-on-year -2.77% +5.88%  
Number of hourly rates quoted 0 0 2
Median hourly rate - - £20.69
UK excluding London median hourly rate £38.37 £49.82 £40.00
% change year-on-year -22.98% +24.55%  

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 439 487 699
As % of all contract IT job vacancies advertised in Glasgow 85.41% 84.70% 84.73%
Number of daily rates quoted 238 269 412
Median daily rate £360 £325 £400
Median daily rate % change year-on-year +10.76% -18.75%  
90% offered a daily rate of more than £249 £200 £274
10% offered a daily rate of more than £475 £450 £525
UK excluding London median daily rate £410 £400 £398
% change year-on-year +2.50% +0.62%  
Number of hourly rates quoted 3 6 18
Median hourly rate £37.50 £30.00 £27.50
Median hourly rate % change year-on-year +25.00% +9.09%  
UK excluding London median hourly rate £36.00 £38.75 £30.00
% change year-on-year -7.09% +29.16%  

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 Hourly Rate Trend in Glasgow

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

Contractor hourly rate trend for Data Modelling in Glasgow

Data Modelling
Top 30 Related IT Skills in Glasgow

For the 6 months to 26 March 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 16 (69.57%) ETL
2 11 (47.83%) Data Warehouse
3 10 (43.48%) SQL
4 9 (39.13%) Data Management
4 9 (39.13%) Logical Data Model
5 8 (34.78%) Physical Data Model
5 8 (34.78%) Data Analysis
5 8 (34.78%) Finance
5 8 (34.78%) Business Intelligence
6 7 (30.43%) SQL Server
7 5 (21.74%) T-SQL
7 5 (21.74%) Agile Software Development
7 5 (21.74%) SQL Server Integration Services
7 5 (21.74%) SQL Server 2012
7 5 (21.74%) Visualisation
7 5 (21.74%) Data Visualisation
8 4 (17.39%) Banking
8 4 (17.39%) Data Governance
8 4 (17.39%) Relational Database
8 4 (17.39%) Master Data Management
8 4 (17.39%) ETL Development
8 4 (17.39%) QlikView
8 4 (17.39%) Business Analysis
9 3 (13.04%) Use Case
9 3 (13.04%) User Acceptance Testing
9 3 (13.04%) Requirements Analysis
9 3 (13.04%) GAP Analysis
9 3 (13.04%) Data Security
9 3 (13.04%) Management Information System
9 3 (13.04%) MS Excel

Data Modelling
Top Related 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 (8.70%) Apache Spark
2 1 (4.35%) SAS
Applications
1 3 (13.04%) MS Excel
2 1 (4.35%) MS PowerPoint
2 1 (4.35%) MS Project
2 1 (4.35%) MS Visio
Cloud Services
1 3 (13.04%) Microsoft Azure
Database & Business Intelligence
1 11 (47.83%) Data Warehouse
2 7 (30.43%) SQL Server
3 5 (21.74%) SQL Server 2012
3 5 (21.74%) SQL Server Integration Services
4 4 (17.39%) QlikView
4 4 (17.39%) Relational Database
5 3 (13.04%) Azure SQL Database
5 3 (13.04%) BusinessObjects
5 3 (13.04%) Enterprise Data Warehouse
5 3 (13.04%) Power BI
6 2 (8.70%) Apache Cassandra
6 2 (8.70%) MongoDB
6 2 (8.70%) NoSQL
6 2 (8.70%) Pentaho
6 2 (8.70%) SQL Server Analysis Services
6 2 (8.70%) SQL Server Reporting Services
7 1 (4.35%) Big Data
7 1 (4.35%) Oracle Database
7 1 (4.35%) RDBMS
Development Applications
1 2 (8.70%) Talend Open Studio
General
1 8 (34.78%) Finance
2 4 (17.39%) Banking
3 2 (8.70%) Investment Banking
3 2 (8.70%) Manufacturing
4 1 (4.35%) Law
4 1 (4.35%) Legal
4 1 (4.35%) Telecoms
Job Titles
1 6 (26.09%) Analyst
2 5 (21.74%) Architect
3 4 (17.39%) Designer
4 3 (13.04%) Business Analyst
4 3 (13.04%) Business Intelligence Architect
4 3 (13.04%) Data Analyst
4 3 (13.04%) Data Modeller
4 3 (13.04%) Developer
4 3 (13.04%) Solutions Designer
4 3 (13.04%) SQL BI Architect
5 2 (8.70%) Business Intelligence Consultant
5 2 (8.70%) Consultant
5 2 (8.70%) Data Architect
5 2 (8.70%) Data Model Consultant
5 2 (8.70%) ETL Developer
5 2 (8.70%) MI Specialist
5 2 (8.70%) Power BI Consultant
5 2 (8.70%) Technical Specialist
6 1 (4.35%) Data Business Analyst
6 1 (4.35%) Data Engineer
Libraries, Frameworks & Software Standards
1 1 (4.35%) Middleware
Miscellaneous
1 3 (13.04%) Enterprise Software
1 3 (13.04%) Management Information System
2 2 (8.70%) Analytical Skills
3 1 (4.35%) FMCG
Operating Systems
1 1 (4.35%) Unix
Processes & Methodologies
1 16 (69.57%) ETL
2 9 (39.13%) Data Management
2 9 (39.13%) Logical Data Model
3 8 (34.78%) Business Intelligence
3 8 (34.78%) Data Analysis
3 8 (34.78%) Physical Data Model
4 5 (21.74%) Agile Software Development
4 5 (21.74%) Data Visualisation
4 5 (21.74%) Visualisation
5 4 (17.39%) Business Analysis
5 4 (17.39%) Data Governance
5 4 (17.39%) ETL Development
5 4 (17.39%) Master Data Management
6 3 (13.04%) Data Extraction
6 3 (13.04%) Data Security
6 3 (13.04%) GAP Analysis
6 3 (13.04%) Requirements Analysis
6 3 (13.04%) SOA
6 3 (13.04%) Test Scripting
6 3 (13.04%) Use Case
Programming Languages
1 10 (43.48%) SQL
2 5 (21.74%) T-SQL
3 1 (4.35%) Java
3 1 (4.35%) PL/SQL
Quality Assurance & Compliance
1 2 (8.70%) Data Quality
2 1 (4.35%) Disclosure Scotland
2 1 (4.35%) MiFID
Vendors
1 3 (13.04%) Cognos
2 2 (8.70%) Talend
3 1 (4.35%) MicroStrategy
3 1 (4.35%) Oracle
3 1 (4.35%) Tableau
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