Period
to 8 December 2021

The following table provides summary statistics for permanent job vacancies advertised in Glasgow with a requirement for Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytics over the 6 months to 8 December 2021 with a comparison to the same period in the previous 2 years.

Analytics
Scotland > Glasgow
6 months to
8 Dec 2021
Same period 2020 Same period 2019
Rank 25 43 52
Rank change year-on-year +18 +9 -17
Permanent jobs citing Analytics 118 46 91
As % of all permanent jobs advertised in Glasgow 7.76% 5.56% 5.21%
As % of the Processes & Methodologies category 8.45% 5.87% 5.49%
Number of salaries quoted 63 32 64
10th Percentile £21,400 £32,750 £26,775
25th Percentile £42,750 £40,313 £34,313
Median annual salary (50th Percentile) £52,500 £47,500 £50,000
Median % change year-on-year +10.53% -5.00% +5.26%
75th Percentile £60,000 £57,500 £56,525
90th Percentile £67,250 £67,625 £71,750
Scotland median annual salary £50,000 £50,000 £50,000

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 1,396 783 1,657
As % of all permanent IT jobs advertised in Glasgow 91.78% 94.68% 94.85%
Number of salaries quoted 922 570 1,158
10th Percentile £33,000 £32,500 £31,250
25th Percentile £40,000 £37,750 £35,000
Median annual salary (50th Percentile) £50,000 £47,675 £45,000
Median % change year-on-year +4.88% +5.94% -3.23%
75th Percentile £65,000 £60,000 £55,438
90th Percentile £80,000 £68,750 £65,000
Scotland median annual salary £50,000 £47,500 £45,000
% change year-on-year +5.26% +5.56% -

Analytics
Job Vacancy Trend in Glasgow

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

Job vacancy trend for Analytics in Glasgow

Analytics
Salary Trend in Glasgow

3-month moving average salary quoted in jobs citing Analytics in Glasgow.

Salary trend for Analytics in Glasgow

Analytics
Salary Histogram in Glasgow

Salary distribution for jobs citing Analytics in Glasgow over the 6 months to 8 December 2021.

Salary histogram for Analytics in Glasgow

For the 6 months to 8 December 2021, IT jobs citing 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 Analytics.

1 41 (34.75%) Social Skills
2 34 (28.81%) Agile Software Development
3 30 (25.42%) SQL
4 29 (24.58%) Data Warehouse
5 28 (23.73%) Business Intelligence
6 27 (22.88%) Finance
6 27 (22.88%) Azure
6 27 (22.88%) Data Analytics
7 26 (22.03%) Problem-Solving
8 25 (21.19%) ETL
9 24 (20.34%) Microsoft
9 24 (20.34%) Oracle
10 23 (19.49%) SQL Server
10 23 (19.49%) Project Delivery
11 21 (17.80%) DevOps
11 21 (17.80%) Analytical Skills
12 20 (16.95%) Cybersecurity
12 20 (16.95%) Data Modelling
12 20 (16.95%) Visualisation
13 19 (16.10%) Data Governance
14 17 (14.41%) Data Integration
15 16 (13.56%) Data Quality
15 16 (13.56%) Data Visualisation
16 15 (12.71%) Big Data
17 14 (11.86%) Data Analysis
18 13 (11.02%) Google
18 13 (11.02%) Data Architecture
18 13 (11.02%) Data Engineering
19 12 (10.17%) Talend
19 12 (10.17%) Web Development

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 5 (4.24%) CMS
1 5 (4.24%) WordPress
2 3 (2.54%) Apache Airflow
2 3 (2.54%) SAS
3 2 (1.69%) Apache
3 2 (1.69%) Apache Spark
3 2 (1.69%) SharePoint
4 1 (0.85%) Confluence
4 1 (0.85%) JBoss
4 1 (0.85%) Oracle SOA Suite
4 1 (0.85%) SharePoint 2013
4 1 (0.85%) Tomcat
Applications
1 8 (6.78%) Microsoft Office
2 4 (3.39%) InVision
2 4 (3.39%) Microsoft Excel
2 4 (3.39%) Sketch
2 4 (3.39%) UserZoom
3 3 (2.54%) Microsoft PowerPoint
4 1 (0.85%) InfoPath
Business Applications
1 8 (6.78%) Oracle EBS
2 5 (4.24%) NetSuite
3 1 (0.85%) Oracle Receivables
Cloud Services
1 27 (22.88%) Azure
2 12 (10.17%) Google Analytics
3 11 (9.32%) Power Platform
4 10 (8.47%) Serverless
5 4 (3.39%) Adobe Creative Cloud
5 4 (3.39%) Azure Synapse Analytics
5 4 (3.39%) Miro
6 3 (2.54%) GCP
7 2 (1.69%) Amazon EMR
7 2 (1.69%) AWS
7 2 (1.69%) Azure Data Factory
7 2 (1.69%) IaaS
7 2 (1.69%) SaaS
7 2 (1.69%) Snowflake
8 1 (0.85%) AWS CloudFormation
8 1 (0.85%) Firebase
8 1 (0.85%) GitHub
8 1 (0.85%) Google Data Studio
8 1 (0.85%) Microsoft 365
8 1 (0.85%) PaaS
Communications & Networking
1 4 (3.39%) Intranet
2 2 (1.69%) Network Security
3 1 (0.85%) DHCP
3 1 (0.85%) DMZ
3 1 (0.85%) DNS
3 1 (0.85%) VPN
Database & Business Intelligence
1 29 (24.58%) Data Warehouse
2 23 (19.49%) SQL Server
3 15 (12.71%) Big Data
4 11 (9.32%) Metadata
5 10 (8.47%) Data Lake
5 10 (8.47%) Power BI
5 10 (8.47%) Relational Database
6 8 (6.78%) NoSQL
6 8 (6.78%) Oracle BI EE
6 8 (6.78%) Oracle BI Publisher
6 8 (6.78%) Oracle ODI
6 8 (6.78%) SQL Server Integration Services
7 7 (5.93%) Essbase
7 7 (5.93%) RDBMS
7 7 (5.93%) Tableau
8 6 (5.08%) Apache Cassandra
8 6 (5.08%) Oracle Reports
9 5 (4.24%) Qlik Sense
10 3 (2.54%) Looker
10 3 (2.54%) MongoDB
Development Applications
1 11 (9.32%) Git (software)
2 7 (5.93%) JIRA
3 5 (4.24%) Bitbucket
4 3 (2.54%) Jenkins
5 2 (1.69%) Oracle Forms
6 1 (0.85%) Dreamweaver
6 1 (0.85%) git-flow
6 1 (0.85%) Maven
6 1 (0.85%) PhpStorm
6 1 (0.85%) SonarQube
6 1 (0.85%) Spinnaker
6 1 (0.85%) tSQLt
6 1 (0.85%) Visual Studio
General
1 41 (34.75%) Social Skills
2 27 (22.88%) Finance
3 21 (17.80%) Analytical Skills
4 9 (7.63%) Marketing
5 7 (5.93%) Retail
6 5 (4.24%) Public Sector
7 4 (3.39%) Inclusion and Diversity
8 3 (2.54%) Banking
8 3 (2.54%) Organisational Skills
9 2 (1.69%) Legal
10 1 (0.85%) Manufacturing
10 1 (0.85%) Publishing
Job Titles
1 30 (25.42%) Developer
2 29 (24.58%) Architect
3 19 (16.10%) Analyst
4 14 (11.86%) Data Architect
5 12 (10.17%) Solutions Architect
6 11 (9.32%) Business Intelligence Developer
6 11 (9.32%) Front End Developer (Client-Side Developer)
7 10 (8.47%) Azure Architect
8 8 (6.78%) Web Developer
9 7 (5.93%) Analyst Developer
9 7 (5.93%) Business Intelligence Analyst
9 7 (5.93%) Data Engineer
9 7 (5.93%) Designer
9 7 (5.93%) Front End Web Developer (Client-Side Developer)
10 5 (4.24%) Administrator
10 5 (4.24%) Java Engineer
10 5 (4.24%) Java Software Engineer
10 5 (4.24%) Software Engineer
11 4 (3.39%) Report Analyst
11 4 (3.39%) Website Manager
Libraries, Frameworks & Software Standards
1 9 (7.63%) AngularJS
2 8 (6.78%) Kafka
3 7 (5.93%) MDX
3 7 (5.93%) Spring
3 7 (5.93%) XML
4 6 (5.08%) CSS
4 6 (5.08%) HTML
4 6 (5.08%) Spring Boot
5 5 (4.24%) Vue.js
6 4 (3.39%) React
7 2 (1.69%) .NET
7 2 (1.69%) jQuery
7 2 (1.69%) Middleware
8 1 (0.85%) Android SDK
8 1 (0.85%) HTML5
8 1 (0.85%) Node.js
8 1 (0.85%) Oracle Fusion
8 1 (0.85%) Oracle GoldenGate
8 1 (0.85%) REST
8 1 (0.85%) Web Services
Miscellaneous
1 12 (10.17%) Management Information System
2 11 (9.32%) Public Cloud
3 6 (5.08%) Smart City
3 6 (5.08%) User Experience
3 6 (5.08%) Virtual Team
4 5 (4.24%) Analytical Mindset
4 5 (4.24%) Self-Motivation
5 3 (2.54%) Data Protection Act
5 3 (2.54%) Data Structures
5 3 (2.54%) Taxonomies
6 2 (1.69%) Distributed Denial-of-Service
6 2 (1.69%) Photography
7 1 (0.85%) Data Centre
7 1 (0.85%) Enterprise Cloud
7 1 (0.85%) FMCG
7 1 (0.85%) Legacy Systems
7 1 (0.85%) Mobile App
7 1 (0.85%) PKI
7 1 (0.85%) Reference Data
Operating Systems
1 12 (10.17%) Windows
2 9 (7.63%) Linux
3 5 (4.24%) Android
3 5 (4.24%) Apple iOS
4 2 (1.69%) Unix
5 1 (0.85%) Red Hat Enterprise Linux
5 1 (0.85%) Windows Server
Processes & Methodologies
1 34 (28.81%) Agile Software Development
2 28 (23.73%) Business Intelligence
3 27 (22.88%) Data Analytics
4 26 (22.03%) Problem-Solving
5 25 (21.19%) ETL
6 23 (19.49%) Project Delivery
7 21 (17.80%) DevOps
8 20 (16.95%) Cybersecurity
8 20 (16.95%) Data Modelling
8 20 (16.95%) Visualisation
9 19 (16.10%) Data Governance
10 17 (14.41%) Data Integration
11 16 (13.56%) Data Visualisation
12 14 (11.86%) Data Analysis
13 13 (11.02%) Data Architecture
13 13 (11.02%) Data Engineering
14 12 (10.17%) Data Management
14 12 (10.17%) Project Management
14 12 (10.17%) Web Development
15 11 (9.32%) Software Engineering
Programming Languages
1 30 (25.42%) SQL
2 11 (9.32%) Java
3 8 (6.78%) JavaScript
3 8 (6.78%) PL/SQL
3 8 (6.78%) Python
4 5 (4.24%) R
5 4 (3.39%) T-SQL
6 2 (1.69%) Go
6 2 (1.69%) TypeScript
7 1 (0.85%) Apple Swift
7 1 (0.85%) C
7 1 (0.85%) Data Analysis Expressions (DAX)
7 1 (0.85%) Java 8
7 1 (0.85%) Kotlin
7 1 (0.85%) PHP
7 1 (0.85%) PowerShell
7 1 (0.85%) Scala
Qualifications
1 11 (9.32%) Microsoft Certification
2 10 (8.47%) Degree
3 5 (4.24%) AWS Certification
4 1 (0.85%) MCAD
4 1 (0.85%) MCPD
4 1 (0.85%) MCSD
4 1 (0.85%) MCTS
4 1 (0.85%) SC Cleared
4 1 (0.85%) Security Cleared
Quality Assurance & Compliance
1 16 (13.56%) Data Quality
2 6 (5.08%) QA
3 4 (3.39%) GDPR
4 3 (2.54%) Accessibility
5 2 (1.69%) ISO/IEC 27001
6 1 (0.85%) PMO
System Software
1 10 (8.47%) Active Directory
1 10 (8.47%) VMware Infrastructure
2 8 (6.78%) Docker
Systems Management
1 1 (0.85%) Ansible
1 1 (0.85%) Kubernetes
1 1 (0.85%) Terraform
Vendors
1 24 (20.34%) Microsoft
1 24 (20.34%) Oracle
2 13 (11.02%) Google
3 12 (10.17%) Talend
4 11 (9.32%) VMware
5 10 (8.47%) Citrix
5 10 (8.47%) Netezza
6 5 (4.24%) Adobe
6 5 (4.24%) Atlassian
6 5 (4.24%) Virgin Media
7 4 (3.39%) Informatica
8 3 (2.54%) Cognos
8 3 (2.54%) IBM
8 3 (2.54%) MicroStrategy
8 3 (2.54%) RedGate
9 2 (1.69%) Serena
10 1 (0.85%) Databricks
10 1 (0.85%) Hortonworks
10 1 (0.85%) Hyperion
10 1 (0.85%) Juniper