Job Vacancy Trend Salary Trend Salary Histogram Skill Sets
Period
to

The following table provides summary statistics for permanent job vacancies advertised in Glasgow with a requirement for Python skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Python over the 6 months to 25 May 2022 with a comparison to the same period in the previous 2 years.

Python
Scotland > Glasgow
6 months to
25 May 2022		 Same period 2021 Same period 2020
Rank 16 16 25
Rank change year-on-year 0 +9 -4
Permanent jobs citing Python 178 158 104
As % of all permanent jobs advertised in Glasgow 11.10% 12.23% 8.91%
As % of the Programming Languages category 23.45% 22.51% 14.02%
Number of salaries quoted 100 104 68
10th Percentile £33,624 £37,500 £31,250
25th Percentile £47,500 £42,375 £35,938
Median annual salary (50th Percentile) £60,000 £47,500 £45,000
Median % change year-on-year +26.32% +5.56% -10.00%
75th Percentile £68,750 £62,813 £60,313
90th Percentile £78,750 £73,200 £72,500
Scotland median annual salary £60,000 £52,500 £49,750
% change year-on-year +14.29% +5.53% +10.56%

Python is in the Programming Languages 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 coding skills.

All Programming Languages
Glasgow
Permanent vacancies with a requirement for coding skills 759 702 742
As % of all permanent IT jobs advertised in Glasgow 47.32% 54.33% 63.58%
Number of salaries quoted 390 517 525
10th Percentile £33,175 £32,800 £32,550
25th Percentile £38,750 £37,500 £37,500
Median annual salary (50th Percentile) £50,238 £47,500 £45,000
Median % change year-on-year +5.76% +5.56% -
75th Percentile £65,000 £58,750 £55,000
90th Percentile £75,000 £65,500 £62,500
Scotland median annual salary £55,000 £47,500 £45,000
% change year-on-year +15.79% +5.56% -

Python
Job Vacancy Trend in Glasgow

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

Job vacancy trend for Python in Glasgow

Python
Salary Trend in Glasgow

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

Salary trend for Python in Glasgow

Python
Salary Histogram in Glasgow

Salary distribution for jobs citing Python in Glasgow over the 6 months to 25 May 2022.

Salary histogram for Python in Glasgow

For the 6 months to 25 May 2022, IT jobs citing Python 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 Python.

1 82 (46.07%) Agile
2 63 (35.39%) SQL
3 56 (31.46%) Java
3 56 (31.46%) Social Skills
4 50 (28.09%) DevOps
5 48 (26.97%) Software Engineering
6 46 (25.84%) Azure
7 44 (24.72%) AWS
7 44 (24.72%) CI/CD
8 41 (23.03%) JavaScript
9 40 (22.47%) Problem-Solving
10 39 (21.91%) Docker
11 36 (20.22%) Kubernetes
12 35 (19.66%) Analytics
13 34 (19.10%) Jenkins
13 34 (19.10%) R
14 33 (18.54%) ETL
15 32 (17.98%) React
16 30 (16.85%) Business Intelligence
17 29 (16.29%) Apache Spark
18 28 (15.73%) Relational Database
18 28 (15.73%) Continuous Integration
19 27 (15.17%) Django
20 26 (14.61%) Data Pipeline
21 25 (14.04%) Linux
22 24 (13.48%) Data Analytics
23 23 (12.92%) Full Stack Development
24 22 (12.36%) Microsoft
25 21 (11.80%) HTML
25 21 (11.80%) Advertising

Python
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 29 (16.29%) Apache Spark
2 15 (8.43%) CMS
3 12 (6.74%) Apache Airflow
4 11 (6.18%) SharePoint
5 10 (5.62%) Apache Pig
5 10 (5.62%) Luigi
6 9 (5.06%) Elasticsearch
7 6 (3.37%) Sitecore CMS
8 5 (2.81%) Confluence
9 4 (2.25%) Apache
10 3 (1.69%) nginx
11 2 (1.12%) SAS
12 1 (0.56%) Jupyter
12 1 (0.56%) Tomcat
Applications
1 3 (1.69%) Microsoft Excel
2 1 (0.56%) 3ds Max
2 1 (0.56%) Blender
2 1 (0.56%) Chatbot
2 1 (0.56%) Houdini
2 1 (0.56%) Maya
Business Applications
1 1 (0.56%) Dynamics CRM
1 1 (0.56%) Salesforce.com CRM
1 1 (0.56%) Unit4 Business World
Cloud Services
1 46 (25.84%) Azure
2 44 (24.72%) AWS
3 18 (10.11%) GCP
4 17 (9.55%) Power Platform
5 10 (5.62%) Amazon Kinesis
5 10 (5.62%) Snowflake
6 9 (5.06%) npm
7 7 (3.93%) SaaS
8 6 (3.37%) Amazon ECS
8 6 (3.37%) Amazon EKS
9 5 (2.81%) Amazon CloudWatch
9 5 (2.81%) AWS CloudFormation
9 5 (2.81%) AWS CloudTrail
9 5 (2.81%) AWS CodeBuild
9 5 (2.81%) AWS CodeDeploy
9 5 (2.81%) Azure Data Factory
9 5 (2.81%) dbt
9 5 (2.81%) Route 53
9 5 (2.81%) Virtual Private Cloud
10 3 (1.69%) OpenShift
Communications & Networking
1 8 (4.49%) Internet
2 3 (1.69%) Ethernet
3 2 (1.12%) LAN
3 2 (1.12%) SD-WAN
3 2 (1.12%) WAN
3 2 (1.12%) Wireless
3 2 (1.12%) Wireless Security
3 2 (1.12%) WLAN
4 1 (0.56%) Fibre Channel
4 1 (0.56%) Firewall
4 1 (0.56%) iSCSI
4 1 (0.56%) Modbus
4 1 (0.56%) RS-485
4 1 (0.56%) SAN
4 1 (0.56%) TCP/IP
Database & Business Intelligence
1 28 (15.73%) Relational Database
2 21 (11.80%) Big Data
3 18 (10.11%) SQL Server
4 17 (9.55%) Power BI
5 14 (7.87%) Hadoop
6 13 (7.30%) Data Lake
7 10 (5.62%) PostgreSQL
8 9 (5.06%) Data Warehouse
9 8 (4.49%) DB2
10 6 (3.37%) SQL Server Integration Services
10 6 (3.37%) Tableau
11 5 (2.81%) Data Mining
11 5 (2.81%) MongoDB
11 5 (2.81%) MySQL
11 5 (2.81%) RDBMS
12 4 (2.25%) Azure SQL Database
12 4 (2.25%) NoSQL
12 4 (2.25%) Redis
13 3 (1.69%) Microsoft Analysis Services
13 3 (1.69%) Qlik Sense
Development Applications
1 34 (19.10%) Jenkins
2 20 (11.24%) Git (software)
3 17 (9.55%) JIRA
4 10 (5.62%) Bitbucket
5 9 (5.06%) webpack
6 8 (4.49%) ER Studio
6 8 (4.49%) ERwin
7 7 (3.93%) Maven
8 5 (2.81%) Artifactory
8 5 (2.81%) Subversion
8 5 (2.81%) Team Foundation Server
8 5 (2.81%) TeamCity
9 3 (1.69%) JUnit
9 3 (1.69%) Selenium
10 2 (1.12%) Ant
10 2 (1.12%) git-flow
10 2 (1.12%) GitLab
10 2 (1.12%) JMeter
10 2 (1.12%) SonarQube
10 2 (1.12%) Visual Studio
General
1 56 (31.46%) Social Skills
2 21 (11.80%) Advertising
3 20 (11.24%) Finance
4 11 (6.18%) Analytical Skills
5 10 (5.62%) Retail
6 9 (5.06%) Publishing
7 8 (4.49%) Presentation Skills
8 5 (2.81%) Public Sector
9 4 (2.25%) Banking
9 4 (2.25%) Legal
10 3 (1.69%) Law
11 2 (1.12%) Front Office
11 2 (1.12%) Investment Banking
12 1 (0.56%) Electronics
12 1 (0.56%) Financial Institution
12 1 (0.56%) Games
12 1 (0.56%) Inclusion and Diversity
12 1 (0.56%) Manufacturing
12 1 (0.56%) Marketing
12 1 (0.56%) Telecoms
Job Titles
1 63 (35.39%) Developer
2 28 (15.73%) Data Engineer
3 21 (11.80%) Python Developer
4 16 (8.99%) Software Developer
5 15 (8.43%) DevOps Engineer
5 15 (8.43%) Software Engineer
6 12 (6.74%) Senior Developer
7 10 (5.62%) Consultant
8 9 (5.06%) Backend Developer
8 9 (5.06%) Data Consultant
8 9 (5.06%) Junior
9 8 (4.49%) Analytics Consultant
9 8 (4.49%) Business Intelligence Consultant
9 8 (4.49%) Data Analytics Consultant
9 8 (4.49%) Full Stack Developer
9 8 (4.49%) Senior Data Engineer
9 8 (4.49%) Senior Full Stack Developer
10 7 (3.93%) Analyst
10 7 (3.93%) Architect
10 7 (3.93%) Graduate
Libraries, Frameworks & Software Standards
1 32 (17.98%) React
2 27 (15.17%) Django
3 21 (11.80%) HTML
4 20 (11.24%) CSS
4 20 (11.24%) OLE
5 18 (10.11%) AngularJS
6 17 (9.55%) Flask
6 17 (9.55%) Node.js
7 14 (7.87%) Vue.js
8 13 (7.30%) .NET
9 12 (6.74%) GraphQL
9 12 (6.74%) REST
10 11 (6.18%) Kafka
10 11 (6.18%) RESTful
11 9 (5.06%) SAML
11 9 (5.06%) Sass
11 9 (5.06%) Spring
12 8 (4.49%) Backbone.js
13 7 (3.93%) Redux
13 7 (3.93%) Spring Boot
Miscellaneous
1 16 (8.99%) Hybrid Cloud
2 11 (6.18%) Mobile App
3 9 (5.06%) IoT
4 6 (3.37%) Algorithms
4 6 (3.37%) Cloud Native
5 5 (2.81%) Tandem
6 4 (2.25%) Equity Derivative
6 4 (2.25%) Management Information System
6 4 (2.25%) User Experience
7 3 (1.69%) Credit Risk
7 3 (1.69%) Embedded Systems
7 3 (1.69%) Linux Command Line
8 2 (1.12%) Data Structures
8 2 (1.12%) Greenfield Project
8 2 (1.12%) Hedge funds
8 2 (1.12%) Legacy Systems
8 2 (1.12%) Public Cloud
8 2 (1.12%) Virtual Team
9 1 (0.56%) Educational Technology
9 1 (0.56%) NVMe
Operating Systems
1 25 (14.04%) Linux
2 12 (6.74%) Unix
3 11 (6.18%) Windows
4 5 (2.81%) Android
4 5 (2.81%) Apple iOS
5 2 (1.12%) Embedded Linux
5 2 (1.12%) Red Hat Enterprise Linux
6 1 (0.56%) Data ONTAP
6 1 (0.56%) FreeRTOS
6 1 (0.56%) VMS
6 1 (0.56%) Windows Server
Processes & Methodologies
1 82 (46.07%) Agile
2 50 (28.09%) DevOps
3 48 (26.97%) Software Engineering
4 44 (24.72%) CI/CD
5 40 (22.47%) Problem-Solving
6 35 (19.66%) Analytics
7 33 (18.54%) ETL
8 30 (16.85%) Business Intelligence
9 28 (15.73%) Continuous Integration
10 26 (14.61%) Data Pipeline
11 24 (13.48%) Data Analytics
12 23 (12.92%) Full Stack Development
13 20 (11.24%) Front End Development
14 19 (10.67%) Data Science
15 17 (9.55%) SDLC
16 16 (8.99%) Data Management
17 15 (8.43%) Content Management
17 15 (8.43%) Enterprise Content Management
17 15 (8.43%) Mentoring
17 15 (8.43%) Migration
Programming Languages
1 63 (35.39%) SQL
2 56 (31.46%) Java
3 41 (23.03%) JavaScript
4 34 (19.10%) R
5 18 (10.11%) C++
6 15 (8.43%) Bash
7 14 (7.87%) C#
7 14 (7.87%) Go
8 11 (6.18%) PowerShell
8 11 (6.18%) Scala
9 10 (5.62%) ES6
9 10 (5.62%) Perl
9 10 (5.62%) Shell Script
10 8 (4.49%) C
11 6 (3.37%) T-SQL
11 6 (3.37%) TypeScript
12 4 (2.25%) PHP
13 3 (1.69%) Groovy
13 3 (1.69%) Ruby
14 2 (1.12%) PL/SQL
Qualifications
1 21 (11.80%) Degree
2 9 (5.06%) Computer Science Degree
3 4 (2.25%) AWS Certification
4 3 (1.69%) Master's Degree
4 3 (1.69%) Security Cleared
5 2 (1.12%) CIW
5 2 (1.12%) OCA
5 2 (1.12%) OCP
5 2 (1.12%) Oracle Certification
5 2 (1.12%) SC Cleared
Quality Assurance & Compliance
1 16 (8.99%) QA
2 6 (3.37%) Data Quality
3 1 (0.56%) GDPR
3 1 (0.56%) JTAG
System Software
1 39 (21.91%) Docker
2 5 (2.81%) Hyper-V
2 5 (2.81%) VMware ESXi
3 3 (1.69%) KVM
4 2 (1.12%) Firmware
5 1 (0.56%) HDFS
5 1 (0.56%) NFS
5 1 (0.56%) Snort
Systems Management
1 36 (20.22%) Kubernetes
2 18 (10.11%) Ansible
3 16 (8.99%) Terraform
4 5 (2.81%) Opscode Chef
4 5 (2.81%) Puppet
5 3 (1.69%) OpenNebula
6 2 (1.12%) Kibana
7 1 (0.56%) Hadoop YARN
7 1 (0.56%) SCCM
7 1 (0.56%) Veritas Storage Foundation
Vendors
1 22 (12.36%) Microsoft
2 15 (8.43%) Oracle
3 13 (7.30%) Databricks
4 11 (6.18%) Google
5 6 (3.37%) Sitecore
5 6 (3.37%) Splunk
5 6 (3.37%) Sybase
6 5 (2.81%) Atlassian
6 5 (2.81%) Verint
7 4 (2.25%) Okta
8 3 (1.69%) IBM
8 3 (1.69%) Salesforce.com
9 2 (1.12%) Adobe
9 2 (1.12%) Cisco
9 2 (1.12%) Curam
9 2 (1.12%) Meraki
9 2 (1.12%) Red Hat
10 1 (0.56%) Brocade
10 1 (0.56%) Pega
10 1 (0.56%) ServiceNow