Period
to 27 May 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 27 May 2018 with a comparison to the same period in the previous 2 years.

Data Analytics
Scotland > Glasgow
6 months to
27 May 2018
Same period 2017 Same period 2016
Rank 131 115 144
Rank change year-on-year -16 +29 -24
Permanent jobs citing Data Analytics 28 20 17
As % of all permanent IT jobs advertised in Glasgow 1.14% 1.00% 0.64%
As % of the Processes & Methodologies category 1.20% 1.08% 0.69%
Number of salaries quoted 18 14 11
Glasgow median annual salary £47,500 £52,500 £57,500
Median salary % change year-on-year -9.52% -8.70% +20.10%
10th Percentile £35,625 £34,000 £52,500
90th Percentile £65,150 £60,000 £72,500
Scotland median annual salary £42,500 £45,000 £67,500
% change year-on-year -5.56% -33.33% +35.00%

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 2,326 1,858 2,467
As % of all permanent IT jobs advertised in Glasgow 94.90% 93.13% 93.55%
Number of salaries quoted 1,692 1,153 1,422
Glasgow median annual salary £47,500 £45,000 £43,500
Median salary % change year-on-year +5.56% +3.45% +2.35%
10th Percentile £31,250 £29,500 £27,525
90th Percentile £70,000 £67,500 £62,500
Scotland median annual salary £45,000 £45,000 £45,000

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 27 May 2018.

Salary histogram for Data Analytics in Glasgow

For the 6 months to 27 May 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 28 (100.00%) Analytics
2 21 (75.00%) SQL
3 17 (60.71%) Business Intelligence
4 14 (50.00%) Microsoft Azure
5 10 (35.71%) Microsoft
5 10 (35.71%) Agile Software Development
6 9 (32.14%) Amazon AWS
6 9 (32.14%) Artificial Intelligence
6 9 (32.14%) Machine Learning
7 8 (28.57%) ASP.NET Web API
7 8 (28.57%) Microservices
7 8 (28.57%) Algorithms
7 8 (28.57%) Cosmos DB
7 8 (28.57%) Akka.NET
7 8 (28.57%) .NET Framework
7 8 (28.57%) WCF
7 8 (28.57%) Multithreading
7 8 (28.57%) CouchDB
7 8 (28.57%) Apache Cassandra
7 8 (28.57%) NoSQL
7 8 (28.57%) RabbitMQ
7 8 (28.57%) Amazon SQS
7 8 (28.57%) REST
7 8 (28.57%) Entity Framework
7 8 (28.57%) SOA
7 8 (28.57%) C#
7 8 (28.57%) .NET
7 8 (28.57%) ASP.NET
7 8 (28.57%) Web Services
8 7 (25.00%) HTTP

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 1 (3.57%) Apache Spark
1 1 (3.57%) SAS
1 1 (3.57%) SharePoint
Applications
1 2 (7.14%) Microsoft Excel
2 1 (3.57%) Microsoft Office
2 1 (3.57%) Microsoft PowerPoint
Business Applications
1 1 (3.57%) Dynamics CRM
Cloud Services
1 14 (50.00%) Microsoft Azure
2 9 (32.14%) Amazon AWS
3 8 (28.57%) Amazon SQS
4 7 (25.00%) Google Cloud Platform
5 5 (17.86%) Azure Data Factory
6 1 (3.57%) Amazon Kinesis
6 1 (3.57%) AWS CloudFormation
6 1 (3.57%) AWS Lambda
6 1 (3.57%) Cloud Computing
6 1 (3.57%) Serverless
Communications & Networking
1 7 (25.00%) HTTP
2 2 (7.14%) Internet
3 1 (3.57%) Ethernet
Database & Business Intelligence
1 8 (28.57%) Apache Cassandra
1 8 (28.57%) Cosmos DB
1 8 (28.57%) CouchDB
1 8 (28.57%) NoSQL
2 5 (17.86%) Big Data
2 5 (17.86%) Data Lake
2 5 (17.86%) Power BI
2 5 (17.86%) SQL Server
2 5 (17.86%) SQL Server Analysis Services
2 5 (17.86%) SQL Server Integration Services
3 4 (14.29%) Azure SQL Data Warehouse
3 4 (14.29%) Azure SQL Database
3 4 (14.29%) Data Warehouse
3 4 (14.29%) SQL Server 2014
3 4 (14.29%) SQL Server Reporting Services
4 3 (10.71%) Data Mining
4 3 (10.71%) Hadoop
4 3 (10.71%) Relational Database
5 2 (7.14%) HDInsight
5 2 (7.14%) QlikView
Development Applications
1 7 (25.00%) Git (software)
General
1 4 (14.29%) Advertising
2 3 (10.71%) Banking
2 3 (10.71%) Finance
3 1 (3.57%) Financial Institution
3 1 (3.57%) Investment Banking
3 1 (3.57%) Law
3 1 (3.57%) Marketing
3 1 (3.57%) Retail
Job Titles
1 8 (28.57%) Developer
2 7 (25.00%) Data Engineer
3 4 (14.29%) .NET Developer
4 3 (10.71%) Consultant
4 3 (10.71%) Software Developer
4 3 (10.71%) Software Team Leader
4 3 (10.71%) Team Leader
5 2 (7.14%) .NET Software Developer
5 2 (7.14%) Data Consultant
5 2 (7.14%) Data Manager
5 2 (7.14%) Lead Developer
5 2 (7.14%) Senior .NET Developer
5 2 (7.14%) Senior .NET Software Developer
5 2 (7.14%) Senior Developer
5 2 (7.14%) Senior Software Developer
6 1 (3.57%) Business Intelligence Lead
6 1 (3.57%) Data Analytics Manager
6 1 (3.57%) Data Scientist
6 1 (3.57%) Digital Transformation
6 1 (3.57%) Report Manager
Libraries, Frameworks & Software Standards
1 8 (28.57%) .NET
1 8 (28.57%) .NET Framework
1 8 (28.57%) Akka.NET
1 8 (28.57%) ASP.NET
1 8 (28.57%) ASP.NET Web API
1 8 (28.57%) Entity Framework
1 8 (28.57%) RabbitMQ
1 8 (28.57%) REST
1 8 (28.57%) WCF
1 8 (28.57%) Web Services
2 2 (7.14%) NumPy
2 2 (7.14%) Pandas
2 2 (7.14%) scikit-learn
2 2 (7.14%) SciPy
3 1 (3.57%) ASP.NET MVC
3 1 (3.57%) Natural Language Processing
Miscellaneous
1 8 (28.57%) Algorithms
2 5 (17.86%) Analytical Skills
3 2 (7.14%) Driving Licence
3 2 (7.14%) Internet of Things
4 1 (3.57%) Computer Science
4 1 (3.57%) Greenfield Project
4 1 (3.57%) Renewable Energy
4 1 (3.57%) Self-Motivation
4 1 (3.57%) Smartphone
4 1 (3.57%) User Experience
Operating Systems
1 1 (3.57%) Unix
Processes & Methodologies
1 28 (100.00%) Analytics
2 17 (60.71%) Business Intelligence
3 10 (35.71%) Agile Software Development
4 9 (32.14%) Artificial Intelligence
4 9 (32.14%) Machine Learning
5 8 (28.57%) Microservices
5 8 (28.57%) Multithreading
5 8 (28.57%) SOA
6 7 (25.00%) Concurrent Programming
6 7 (25.00%) Continuous Integration
6 7 (25.00%) DevOps
6 7 (25.00%) Information Security
6 7 (25.00%) SOLID
6 7 (25.00%) Workflow
7 6 (21.43%) Data Analysis
7 6 (21.43%) Data Engineering
7 6 (21.43%) ETL
7 6 (21.43%) Scrum
8 3 (10.71%) Data Modelling
8 3 (10.71%) Statistics
Programming Languages
1 21 (75.00%) SQL
2 8 (28.57%) C#
3 3 (10.71%) Python
3 3 (10.71%) T-SQL
4 2 (7.14%) Java
5 1 (3.57%) Clojure
5 1 (3.57%) HiveQL
5 1 (3.57%) Lisp
5 1 (3.57%) MATLAB
5 1 (3.57%) R
Qualifications
1 2 (7.14%) Degree
2 1 (3.57%) ACCA
2 1 (3.57%) MCP
2 1 (3.57%) Microsoft Certification
2 1 (3.57%) PhD
Quality Assurance & Compliance
1 2 (7.14%) Data Quality
System Software
1 2 (7.14%) HDFS
Vendors
1 10 (35.71%) Microsoft
2 7 (25.00%) Google
3 3 (10.71%) Oracle
4 1 (3.57%) Tableau