Period
to

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 2 July 2022 with a comparison to the same period in the previous 2 years.

Analytics
Scotland > Glasgow
6 months to
2 Jul 2022
Same period 2021 Same period 2020
Rank 16 33 34
Rank change year-on-year +17 +1 0
Permanent jobs citing Analytics 224 91 67
As % of all permanent jobs advertised in Glasgow 12.75% 6.37% 6.58%
As % of the Processes & Methodologies category 13.57% 6.94% 6.95%
Number of salaries quoted 86 58 45
10th Percentile £26,500 £35,000 £30,850
25th Percentile £31,569 £38,000 £37,500
Median annual salary (50th Percentile) £52,500 £52,000 £42,500
Median % change year-on-year +0.96% +22.35% -18.16%
75th Percentile £63,000 £67,500 £55,000
90th Percentile £80,000 £85,750 £57,500
Scotland median annual salary £54,000 £54,000 £50,000
% change year-on-year - +8.00% +10.86%

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 1,651 1,312 964
As % of all permanent IT jobs advertised in Glasgow 93.97% 91.81% 94.60%
Number of salaries quoted 815 878 668
10th Percentile £31,000 £32,500 £31,250
25th Percentile £38,318 £37,500 £37,500
Median annual salary (50th Percentile) £50,000 £47,500 £45,000
Median % change year-on-year +5.26% +5.56% -
75th Percentile £65,000 £60,000 £55,000
90th Percentile £77,500 £72,500 £62,500
Scotland median annual salary £55,000 £48,000 £47,500
% change year-on-year +14.58% +1.05% +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 2 July 2022.

Salary histogram for Analytics in Glasgow

For the 6 months to 2 July 2022, 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.

1 127 (56.70%) Agile
2 115 (51.34%) Data Analytics
3 95 (42.41%) Azure
4 93 (41.52%) Microsoft
5 91 (40.63%) Python
6 86 (38.39%) AWS
7 76 (33.93%) Social Skills
8 70 (31.25%) DevOps
9 69 (30.80%) Power Platform
10 68 (30.36%) Big Data
11 62 (27.68%) Data Architecture
12 61 (27.23%) SQL
13 59 (26.34%) Data Science
14 58 (25.89%) Problem-Solving
14 58 (25.89%) Finance
15 52 (23.21%) GCP
16 50 (22.32%) Java
17 48 (21.43%) QA
17 48 (21.43%) Analytical Skills
18 46 (20.54%) Mentoring
19 45 (20.09%) Business Intelligence
20 44 (19.64%) Power BI
21 43 (19.20%) Cybersecurity
21 43 (19.20%) Machine Learning
21 43 (19.20%) Visualisation
22 42 (18.75%) Data Engineering
23 41 (18.30%) Spring
24 39 (17.41%) Algorithms
25 37 (16.52%) Threat Analysis
25 37 (16.52%) SFIA

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 31 (13.84%) Apache Spark
2 26 (11.61%) SharePoint
3 23 (10.27%) SharePoint 2013
4 16 (7.14%) Apache Airflow
4 16 (7.14%) Luigi
5 11 (4.91%) Apache Pig
6 7 (3.13%) SAS
7 4 (1.79%) CMS
8 3 (1.34%) Adobe Experience Manager
9 1 (0.45%) Drupal
9 1 (0.45%) Umbraco
Applications
1 13 (5.80%) Microsoft Excel
2 9 (4.02%) Microsoft Office
3 5 (2.23%) InVision
3 5 (2.23%) Microsoft PowerPoint
3 5 (2.23%) MS Visio
3 5 (2.23%) Sketch
3 5 (2.23%) UserZoom
4 1 (0.45%) Chatbot
4 1 (0.45%) Photoshop
Business Applications
1 1 (0.45%) Dynamics CRM
Cloud Services
1 95 (42.41%) Azure
2 86 (38.39%) AWS
3 69 (30.80%) Power Platform
4 52 (23.21%) GCP
5 26 (11.61%) Microsoft 365
6 23 (10.27%) OneDrive
6 23 (10.27%) Yammer
7 17 (7.59%) Google Analytics
8 16 (7.14%) Amazon Kinesis
8 16 (7.14%) Snowflake
9 15 (6.70%) Azure DevOps
10 5 (2.23%) Adobe Analytics
10 5 (2.23%) Adobe Creative Cloud
10 5 (2.23%) dbt
10 5 (2.23%) Miro
11 4 (1.79%) Azure Data Factory
11 4 (1.79%) SaaS
12 3 (1.34%) Azure Synapse Analytics
12 3 (1.34%) Cloud Computing
13 2 (0.89%) Salesforce Einstein
Communications & Networking
1 8 (3.57%) Peer-to-Peer Networking
2 4 (1.79%) Internet
3 1 (0.45%) Cisco ASA
3 1 (0.45%) DHCP
3 1 (0.45%) DNS
3 1 (0.45%) Firewall
3 1 (0.45%) Intranet
3 1 (0.45%) LAN
3 1 (0.45%) SAN
3 1 (0.45%) VPN
3 1 (0.45%) WAN
Database & Business Intelligence
1 68 (30.36%) Big Data
2 44 (19.64%) Power BI
3 28 (12.50%) SQL Server
4 25 (11.16%) Data Warehouse
5 21 (9.38%) Relational Database
6 19 (8.48%) Tableau
7 15 (6.70%) Data Lake
8 13 (5.80%) Hadoop
9 11 (4.91%) SQL Server Integration Services
9 11 (4.91%) SQL Server Reporting Services
10 10 (4.46%) PostgreSQL
11 9 (4.02%) BusinessObjects
12 5 (2.23%) Azure SQL Database
12 5 (2.23%) Data Mining
13 4 (1.79%) QlikView
14 3 (1.34%) Microsoft Analysis Services
14 3 (1.34%) Qlik Sense
14 3 (1.34%) RDBMS
14 3 (1.34%) SQL Server Analysis Services
15 2 (0.89%) Oracle Database
Development Applications
1 14 (6.25%) JIRA
2 11 (4.91%) ER Studio
2 11 (4.91%) ERwin
3 7 (3.13%) Jenkins
4 1 (0.45%) Bitbucket
4 1 (0.45%) Git (software)
4 1 (0.45%) git-flow
4 1 (0.45%) tSQLt
General
1 76 (33.93%) Social Skills
2 58 (25.89%) Finance
3 48 (21.43%) Analytical Skills
4 37 (16.52%) Games
5 24 (10.71%) Marketing
6 21 (9.38%) Advertising
7 20 (8.93%) Presentation Skills
8 17 (7.59%) Banking
9 15 (6.70%) Retail
10 11 (4.91%) Organisational Skills
11 9 (4.02%) Inclusion and Diversity
12 7 (3.13%) Local Government
13 4 (1.79%) Legal
13 4 (1.79%) Public Sector
14 2 (0.89%) Police
15 1 (0.45%) Back Office
15 1 (0.45%) Law
15 1 (0.45%) Publishing
Job Titles
1 47 (20.98%) Developer
2 37 (16.52%) Trainee
3 30 (13.39%) Analyst
3 30 (13.39%) Senior Developer
4 23 (10.27%) Data Engineer
4 23 (10.27%) Senior SharePoint Developer
4 23 (10.27%) SharePoint Developer
5 16 (7.14%) Business Analyst
6 14 (6.25%) Senior Data Engineer
7 13 (5.80%) Consultant
7 13 (5.80%) Graduate
8 12 (5.36%) Analytics Consultant
8 12 (5.36%) Data Consultant
9 11 (4.91%) Business Intelligence Consultant
9 11 (4.91%) Data Analytics Consultant
9 11 (4.91%) Lead Business Analyst
10 9 (4.02%) Python Developer
11 8 (3.57%) Data Analyst
11 8 (3.57%) Senior Analyst
12 6 (2.68%) Designer
Libraries, Frameworks & Software Standards
1 41 (18.30%) Spring
2 27 (12.05%) React
3 16 (7.14%) Kafka
3 16 (7.14%) OLE
4 11 (4.91%) COM
5 9 (4.02%) Django
6 8 (3.57%) RabbitMQ
7 5 (2.23%) Vue.js
8 4 (1.79%) AngularJS
8 4 (1.79%) HTML
9 3 (1.34%) CSS
9 3 (1.34%) J2EE
9 3 (1.34%) Spring Boot
10 2 (0.89%) Express
10 2 (0.89%) Pandas
10 2 (0.89%) Velocity
11 1 (0.45%) Flask
11 1 (0.45%) Node.js
11 1 (0.45%) REST
11 1 (0.45%) Web Services
Miscellaneous
1 39 (17.41%) Algorithms
2 16 (7.14%) IoT
3 14 (6.25%) Management Information System
4 9 (4.02%) Data Structures
5 8 (3.57%) Driving Licence
5 8 (3.57%) Self-Motivation
6 5 (2.23%) e-Learning
6 5 (2.23%) Graphic Design
6 5 (2.23%) Podcast
7 3 (1.34%) Mobile App
8 2 (0.89%) Data Centre
8 2 (0.89%) Enterprise Software
8 2 (0.89%) Fixed Income
8 2 (0.89%) Virtual Team
9 1 (0.45%) Clustering
9 1 (0.45%) Hybrid Cloud
9 1 (0.45%) Linux Command Line
9 1 (0.45%) NHS
9 1 (0.45%) PMI
9 1 (0.45%) Renewable Energy
Operating Systems
1 6 (2.68%) Android
1 6 (2.68%) Apple iOS
2 3 (1.34%) Linux
3 2 (0.89%) Windows
4 1 (0.45%) HPUX
4 1 (0.45%) Unix
4 1 (0.45%) Windows Server 2012
Processes & Methodologies
1 127 (56.70%) Agile
2 115 (51.34%) Data Analytics
3 70 (31.25%) DevOps
4 62 (27.68%) Data Architecture
5 59 (26.34%) Data Science
6 58 (25.89%) Problem-Solving
7 46 (20.54%) Mentoring
8 45 (20.09%) Business Intelligence
9 43 (19.20%) Cybersecurity
9 43 (19.20%) Machine Learning
9 43 (19.20%) Visualisation
10 42 (18.75%) Data Engineering
11 37 (16.52%) ETL
11 37 (16.52%) Information Security
11 37 (16.52%) Security Management
11 37 (16.52%) SFIA
11 37 (16.52%) Threat Analysis
12 32 (14.29%) Data Pipeline
13 29 (12.95%) Data Management
14 27 (12.05%) Content Management
Programming Languages
1 91 (40.63%) Python
2 61 (27.23%) SQL
3 50 (22.32%) Java
4 35 (15.63%) R
5 25 (11.16%) PowerShell
6 23 (10.27%) TypeScript
7 13 (5.80%) JavaScript
8 4 (1.79%) MATLAB
9 3 (1.34%) Scala
10 2 (0.89%) T-SQL
11 1 (0.45%) Bash
11 1 (0.45%) Bicep
11 1 (0.45%) C#
11 1 (0.45%) C++
11 1 (0.45%) Perl
11 1 (0.45%) PL/SQL
Qualifications
1 30 (13.39%) Degree
1 30 (13.39%) Security Cleared
2 23 (10.27%) SC Cleared
3 6 (2.68%) CIPD
4 4 (1.79%) BPSS Clearance
4 4 (1.79%) Six Sigma Green Belt
4 4 (1.79%) Six Sigma Yellow Belt
5 2 (0.89%) Cisco Certification
5 2 (0.89%) Computer Science Degree
5 2 (0.89%) Master's Degree
6 1 (0.45%) (ISC)2 CCSP
6 1 (0.45%) CISA
6 1 (0.45%) CISM
6 1 (0.45%) CISSP
6 1 (0.45%) ITIL Certification
6 1 (0.45%) PMI Certification
6 1 (0.45%) TOGAF Certification
Quality Assurance & Compliance
1 48 (21.43%) QA
2 8 (3.57%) Data Quality
2 8 (3.57%) ISO 14001
2 8 (3.57%) ISO 9001
3 3 (1.34%) ISO/IEC 27001
4 2 (0.89%) NIST
5 1 (0.45%) Accessibility
5 1 (0.45%) GDPR
5 1 (0.45%) NIST 800
System Software
1 6 (2.68%) Docker
2 2 (0.89%) Active Directory
3 1 (0.45%) Hyper-V
3 1 (0.45%) Virtual Desktop
Systems Management
1 14 (6.25%) Kubernetes
2 1 (0.45%) Active Directory Federation Services
2 1 (0.45%) SCCM
2 1 (0.45%) SCOM
2 1 (0.45%) SCOrch
Vendors
1 93 (41.52%) Microsoft
2 26 (11.61%) Google
3 20 (8.93%) Databricks
4 16 (7.14%) Oracle
5 14 (6.25%) Teradata
6 12 (5.36%) Adobe
7 2 (0.89%) Cisco
7 2 (0.89%) Informatica
7 2 (0.89%) MuleSoft
7 2 (0.89%) Salesforce.com
8 1 (0.45%) 3PAR
8 1 (0.45%) Apple
8 1 (0.45%) Hotjar
8 1 (0.45%) Nimble Storage
8 1 (0.45%) SAP
8 1 (0.45%) Splunk