Period
to 19 August 2018

The following table provides summary statistics for permanent job vacancies advertised in Glasgow with a requirement for Data Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Analytics over the 6 months to 19 August 2018 with a comparison to the same period in the previous 2 years.

Data Analytics
Scotland > Glasgow
6 months to
19 Aug 2018
Same period 2017 Same period 2016
Rank 140 128 141
Rank change year-on-year -12 +13 -29
Permanent jobs citing Data Analytics 23 16 18
As % of all permanent IT jobs advertised in Glasgow 1.01% 0.70% 0.73%
As % of the Processes & Methodologies category 1.06% 0.75% 0.78%
Number of salaries quoted 15 4 14
Glasgow median annual salary £47,500 £46,250 £50,000
Median salary % change year-on-year +2.70% -7.50% +11.11%
10th Percentile £34,000 £33,250 £34,350
90th Percentile £70,000 £57,125 £72,500
Scotland median annual salary £52,500 £42,500 £55,000
% change year-on-year +23.53% -22.73% +15.79%

Data Analytics 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 2,161 2,129 2,306
As % of all permanent IT jobs advertised in Glasgow 94.53% 93.05% 93.97%
Number of salaries quoted 1,612 1,298 1,246
Glasgow median annual salary £47,500 £45,000 £42,500
Median salary % change year-on-year +5.56% +5.88% -2.30%
10th Percentile £31,250 £30,000 £27,500
90th Percentile £67,500 £68,750 £61,250
Scotland median annual salary £45,000 £44,000 £45,000
% change year-on-year +2.27% -2.22% +5.88%

Data Analytics
Job Vacancy Trend in Glasgow

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

Job vacancy trend for Data Analytics in Glasgow

Data Analytics
Salary Trend in Glasgow

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

Salary trend for Data Analytics in Glasgow

Data Analytics
Salary Histogram in Glasgow

The salary distribution of IT jobs citing Data Analytics in Glasgow over the 6 months to 19 August 2018.

Salary histogram for Data Analytics in Glasgow

For the 6 months to 19 August 2018, IT jobs citing Data Analytics also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Glasgow region with a requirement for Data Analytics.

1 23 (100.00%) Analytics
2 13 (56.52%) SQL
3 11 (47.83%) Agile Software Development
4 10 (43.48%) Business Intelligence
5 8 (34.78%) Microsoft
5 8 (34.78%) Apache Cassandra
6 6 (26.09%) Microsoft Azure
6 6 (26.09%) Amazon AWS
6 6 (26.09%) SOA
6 6 (26.09%) Java
6 6 (26.09%) Machine Learning
7 5 (21.74%) Analytical Skills
7 5 (21.74%) Microservices
7 5 (21.74%) Algorithms
7 5 (21.74%) .NET
7 5 (21.74%) SQL Server
7 5 (21.74%) Python
7 5 (21.74%) NoSQL
7 5 (21.74%) Data Analysis
7 5 (21.74%) Artificial Intelligence
7 5 (21.74%) .NET Framework
8 4 (17.39%) SQL Server Integration Services
8 4 (17.39%) Software Engineering
8 4 (17.39%) Statistical Modelling
8 4 (17.39%) SQL Server Analysis Services
8 4 (17.39%) Test Automation
8 4 (17.39%) Data Mining
8 4 (17.39%) Oracle
8 4 (17.39%) Scrum
8 4 (17.39%) DevOps

Data Analytics
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 3 (13.04%) Apache Spark
2 2 (8.70%) SAS
3 1 (4.35%) SharePoint
Applications
1 3 (13.04%) Microsoft Excel
2 2 (8.70%) Microsoft Office
3 1 (4.35%) Microsoft PowerPoint
3 1 (4.35%) MS Visio
Business Applications
1 1 (4.35%) Dynamics CRM
Cloud Services
1 6 (26.09%) Amazon AWS
1 6 (26.09%) Microsoft Azure
2 3 (13.04%) Amazon SQS
2 3 (13.04%) Azure Data Factory
2 3 (13.04%) Google Cloud Platform
3 2 (8.70%) PaaS
4 1 (4.35%) Amazon Kinesis
4 1 (4.35%) AWS CloudFormation
4 1 (4.35%) AWS Lambda
4 1 (4.35%) Serverless
Communications & Networking
1 3 (13.04%) HTTP
Database & Business Intelligence
1 8 (34.78%) Apache Cassandra
2 5 (21.74%) NoSQL
2 5 (21.74%) SQL Server
3 4 (17.39%) Data Mining
3 4 (17.39%) SQL Server Analysis Services
3 4 (17.39%) SQL Server Integration Services
4 3 (13.04%) Azure SQL Data Warehouse
4 3 (13.04%) Azure SQL Database
4 3 (13.04%) Big Data
4 3 (13.04%) Cosmos DB
4 3 (13.04%) CouchDB
4 3 (13.04%) Data Lake
4 3 (13.04%) Power BI
4 3 (13.04%) Relational Database
4 3 (13.04%) SQL Server 2014
4 3 (13.04%) SQL Server Reporting Services
5 2 (8.70%) Data Warehouse
5 2 (8.70%) MongoDB
5 2 (8.70%) QlikView
6 1 (4.35%) RDBMS
Development Applications
1 3 (13.04%) Git (software)
General
1 3 (13.04%) Advertising
1 3 (13.04%) Banking
1 3 (13.04%) Investment Banking
1 3 (13.04%) Law
2 2 (8.70%) Marketing
3 1 (4.35%) Back Office
3 1 (4.35%) Finance
3 1 (4.35%) Local Government
Job Titles
1 4 (17.39%) Data Engineer
1 4 (17.39%) Technical Leader
2 3 (13.04%) Analyst
2 3 (13.04%) Consultant
2 3 (13.04%) Development Manager
2 3 (13.04%) Technical Development Manager
2 3 (13.04%) Technical Manager
3 2 (8.70%) Architect
3 2 (8.70%) Business Analyst
3 2 (8.70%) Data Manager
3 2 (8.70%) Designer
3 2 (8.70%) SAS Consultant
3 2 (8.70%) Software Team Leader
3 2 (8.70%) Solutions Designer
3 2 (8.70%) Team Leader
4 1 (4.35%) Agile Business Analyst
4 1 (4.35%) Data Analytics Manager
4 1 (4.35%) Data Scientist
4 1 (4.35%) Report Manager
4 1 (4.35%) UI Engineer
Libraries, Frameworks & Software Standards
1 5 (21.74%) .NET
1 5 (21.74%) .NET Framework
2 3 (13.04%) Akka.NET
2 3 (13.04%) ASP.NET
2 3 (13.04%) ASP.NET Web API
2 3 (13.04%) Entity Framework
2 3 (13.04%) RabbitMQ
2 3 (13.04%) REST
2 3 (13.04%) WCF
2 3 (13.04%) Web Services
3 2 (8.70%) J2EE
3 2 (8.70%) NumPy
3 2 (8.70%) Pandas
3 2 (8.70%) scikit-learn
3 2 (8.70%) SciPy
4 1 (4.35%) CGI
4 1 (4.35%) Middleware
4 1 (4.35%) Natural Language Processing
Miscellaneous
1 5 (21.74%) Algorithms
1 5 (21.74%) Analytical Skills
2 1 (4.35%) Computer Science
2 1 (4.35%) Driving Licence
2 1 (4.35%) Fintech
2 1 (4.35%) Management Information System
Operating Systems
1 1 (4.35%) Unix
Processes & Methodologies
1 23 (100.00%) Analytics
2 11 (47.83%) Agile Software Development
3 10 (43.48%) Business Intelligence
4 6 (26.09%) Machine Learning
4 6 (26.09%) SOA
5 5 (21.74%) Artificial Intelligence
5 5 (21.74%) Data Analysis
5 5 (21.74%) Microservices
6 4 (17.39%) DevOps
6 4 (17.39%) Scrum
6 4 (17.39%) Software Engineering
6 4 (17.39%) Statistical Modelling
6 4 (17.39%) Test Automation
7 3 (13.04%) Concurrent Programming
7 3 (13.04%) Data Engineering
7 3 (13.04%) Decision-Making
7 3 (13.04%) Mentoring
7 3 (13.04%) SOLID
7 3 (13.04%) Waterfall
7 3 (13.04%) Wealth Management
Programming Languages
1 13 (56.52%) SQL
2 6 (26.09%) Java
3 5 (21.74%) Python
4 3 (13.04%) C#
5 2 (8.70%) T-SQL
6 1 (4.35%) Clojure
6 1 (4.35%) Lisp
6 1 (4.35%) R
Qualifications
1 3 (13.04%) Degree
2 1 (4.35%) ACCA
2 1 (4.35%) MCP
2 1 (4.35%) Microsoft Certification
2 1 (4.35%) PhD
Quality Assurance & Compliance
1 1 (4.35%) QA
System Software
1 1 (4.35%) HDFS
Vendors
1 8 (34.78%) Microsoft
2 4 (17.39%) Oracle
3 3 (13.04%) Google