Period
to 20 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Glasgow with a requirement for Data Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Modelling over the 6 months to 20 November 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
Scotland > Glasgow
6 months to
20 Nov 2017
Same period 2016 Same period 2015
Rank 67 82 93
Rank change year-on-year +15 +11 -46
Permanent jobs citing Data Modelling 83 54 66
As % of all permanent IT jobs advertised in Glasgow 3.61% 2.53% 2.55%
As % of the Processes & Methodologies category 3.92% 2.72% 2.80%
Number of salaries quoted 49 36 45
Glasgow median annual salary £45,000 £45,000 £47,500
Median salary % change year-on-year - -5.26% +3.26%
10th Percentile £31,150 £36,250 £33,000
90th Percentile £73,000 £55,500 £52,500
Scotland median annual salary £45,000 £50,000 £47,500
% change year-on-year -10.00% +5.26% +1.06%

Data Modelling is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Glasgow with a requirement for process or methodology skills.

All Process and Methodology Skills
Glasgow
Permanent vacancies with a requirement for process or methodology skills 2115 1982 2357
As % of all permanent IT jobs advertised in Glasgow 91.88% 92.70% 91.14%
Number of salaries quoted 1362 1074 1505
Glasgow median annual salary £47,500 £42,500 £42,500
Median salary % change year-on-year +11.76% - +6.25%
10th Percentile £31,500 £28,750 £28,750
90th Percentile £67,500 £60,000 £60,500
Scotland median annual salary £45,000 £44,500 £42,500
% change year-on-year +1.12% +4.71% +2.41%

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
Salary Trend in Glasgow

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Modelling in Glasgow.

Salary trend for Data Modelling in Glasgow

Data Modelling
Salary Histogram in Glasgow

The salary distribution of IT jobs citing Data Modelling in Glasgow over the 6 months to 20 November 2017.

Salary histogram for Data Modelling in Glasgow

For the 6 months to 20 November 2017, IT 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 job ads across the Glasgow region with a requirement for Data Modelling.

1 59 (71.08%) SQL
2 46 (55.42%) Agile Software Development
3 31 (37.35%) Microsoft
4 27 (32.53%) Stakeholder Management
4 27 (32.53%) Relational Database
5 25 (30.12%) SQL Server
6 24 (28.92%) C#
7 23 (27.71%) OO
8 21 (25.30%) GAP Analysis
8 21 (25.30%) TDD
8 21 (25.30%) Business Process Modelling
9 19 (22.89%) Degree
10 18 (21.69%) NUnit
10 18 (21.69%) MVC
10 18 (21.69%) OOD
10 18 (21.69%) .NET
10 18 (21.69%) Continuous Integration
10 18 (21.69%) Git (software)
10 18 (21.69%) Team Foundation Server
10 18 (21.69%) Requirements Engineering
10 18 (21.69%) Moq
11 17 (20.48%) ASP.NET MVC
11 17 (20.48%) ASP.NET
12 16 (19.28%) Analytical Skills
13 15 (18.07%) User Stories
13 15 (18.07%) Data Warehouse
13 15 (18.07%) Microsoft Certification
14 14 (16.87%) Business Intelligence
14 14 (16.87%) Finance
14 14 (16.87%) Security Cleared

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 (2.41%) Jupyter
2 1 (1.20%) Apache Spark
Applications
1 4 (4.82%) Microsoft Office
1 4 (4.82%) MS Visio
2 1 (1.20%) Microsoft Excel
2 1 (1.20%) Microsoft PowerPoint
Business Applications
1 2 (2.41%) Dynamics CRM
1 2 (2.41%) Oracle EBS
2 1 (1.20%) IntelliMatch
Cloud Services
1 3 (3.61%) Amazon AWS
2 2 (2.41%) Dynamics 365
2 2 (2.41%) IBM Blueworks
Database & Business Intelligence
1 27 (32.53%) Relational Database
2 25 (30.12%) SQL Server
3 15 (18.07%) Data Warehouse
4 6 (7.23%) Big Data
5 5 (6.02%) Data Mining
5 5 (6.02%) SQL Server Reporting Services
5 5 (6.02%) Star Schema
6 3 (3.61%) BusinessObjects
6 3 (3.61%) RDBMS
6 3 (3.61%) SQL Server Integration Services
7 2 (2.41%) GIS
7 2 (2.41%) Power BI
7 2 (2.41%) Snowflake Schema
7 2 (2.41%) SQL Server Analysis Services
8 1 (1.20%) Apache Hive
8 1 (1.20%) Hadoop
8 1 (1.20%) MySQL
Development Applications
1 18 (21.69%) Git (software)
1 18 (21.69%) Moq
1 18 (21.69%) NUnit
1 18 (21.69%) Team Foundation Server
2 6 (7.23%) ERwin
3 3 (3.61%) MagicDraw
4 2 (2.41%) JUnit
4 2 (2.41%) SQL Server Management Studio (SSMS)
General
1 14 (16.87%) Finance
2 4 (4.82%) Advertising
2 4 (4.82%) Banking
3 3 (3.61%) Games
3 3 (3.61%) Retail Banking
4 2 (2.41%) Investment Banking
4 2 (2.41%) Law
4 2 (2.41%) Publishing
4 2 (2.41%) Retail
5 1 (1.20%) Back Office
5 1 (1.20%) Legal
5 1 (1.20%) Marketing
Job Titles
1 35 (42.17%) Analyst
2 26 (31.33%) Business Analyst
2 26 (31.33%) Developer
3 16 (19.28%) .NET Developer
4 12 (14.46%) Software Developer
5 11 (13.25%) .NET Software Developer
5 11 (13.25%) C# .NET Developer
5 11 (13.25%) C# Developer
5 11 (13.25%) C# Software Developer
6 10 (12.05%) Senior Analyst
6 10 (12.05%) Senior Developer
7 9 (10.84%) Architect
7 9 (10.84%) ASP.NET MVC Developer
7 9 (10.84%) Senior .NET Developer
7 9 (10.84%) Senior Business Analyst
8 7 (8.43%) Microsoft Developer
8 7 (8.43%) SQL Analyst
8 7 (8.43%) SQL Developer
9 6 (7.23%) Data Analyst
9 6 (7.23%) Data Architect
Libraries, Frameworks & Software Standards
1 18 (21.69%) .NET
2 17 (20.48%) ASP.NET
2 17 (20.48%) ASP.NET MVC
3 10 (12.05%) XML
4 9 (10.84%) .NET Framework
4 9 (10.84%) Entity Framework
4 9 (10.84%) Unity DI Container
5 3 (3.61%) XML Schema
6 2 (2.41%) Ajax
6 2 (2.41%) FIX Protocol
6 2 (2.41%) Hibernate
6 2 (2.41%) J2EE
6 2 (2.41%) JPA
6 2 (2.41%) jQuery
6 2 (2.41%) JSON
6 2 (2.41%) Spring
6 2 (2.41%) XSLT
7 1 (1.20%) Bokeh
7 1 (1.20%) Pandas
7 1 (1.20%) SparkR
Miscellaneous
1 16 (19.28%) Analytical Skills
2 4 (4.82%) Computer Science
3 3 (3.61%) Taxonomies
4 2 (2.41%) Data Structures
4 2 (2.41%) Equities
4 2 (2.41%) Fintech
4 2 (2.41%) Fixed Income
4 2 (2.41%) FMCG
4 2 (2.41%) Management Information System
4 2 (2.41%) Reference Data
5 1 (1.20%) Renewable Energy
Operating Systems
1 6 (7.23%) Linux
1 6 (7.23%) Unix
Processes & Methodologies
1 46 (55.42%) Agile Software Development
2 27 (32.53%) Stakeholder Management
3 23 (27.71%) OO
4 21 (25.30%) Business Process Modelling
4 21 (25.30%) GAP Analysis
4 21 (25.30%) TDD
5 18 (21.69%) Continuous Integration
5 18 (21.69%) MVC
5 18 (21.69%) OOD
5 18 (21.69%) Requirements Engineering
6 15 (18.07%) User Stories
7 14 (16.87%) Business Intelligence
8 12 (14.46%) Collaborative Working
9 10 (12.05%) Data Architecture
9 10 (12.05%) SDLC
10 9 (10.84%) Dependency Injection
10 9 (10.84%) ETL
11 8 (9.64%) Infrastructure Transformation
12 7 (8.43%) Data Migration
12 7 (8.43%) Line Management
Programming Languages
1 59 (71.08%) SQL
2 24 (28.92%) C#
3 9 (10.84%) Java
4 5 (6.02%) Python
5 4 (4.82%) PL/SQL
5 4 (4.82%) PowerShell
6 3 (3.61%) C++
6 3 (3.61%) Korn
6 3 (3.61%) Perl
6 3 (3.61%) Smalltalk
7 2 (2.41%) JavaScript
7 2 (2.41%) R
8 1 (1.20%) HiveQL
8 1 (1.20%) MATLAB
8 1 (1.20%) Scala
Qualifications
1 19 (22.89%) Degree
2 15 (18.07%) Microsoft Certification
3 14 (16.87%) Security Cleared
4 13 (15.66%) MCAD
4 13 (15.66%) MCSD
4 13 (15.66%) MCTS
5 2 (2.41%) MCSA
Quality Assurance & Compliance
1 9 (10.84%) QA
2 5 (6.02%) Data Quality
3 2 (2.41%) ISO 20022
4 1 (1.20%) GDPR
Vendors
1 31 (37.35%) Microsoft
2 7 (8.43%) Oracle
3 3 (3.61%) Informatica
3 3 (3.61%) SAP
4 2 (2.41%) IBM
4 2 (2.41%) Perforce
5 1 (1.20%) MicroStrategy
5 1 (1.20%) SunGard