Period
to 17 July 2018

The following table provides summary statistics for permanent job vacancies advertised in Scotland with a requirement for Functional Programming skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Functional Programming over the 6 months to 17 July 2018 with a comparison to the same period in the previous 2 years.

Functional Programming
UK > Scotland
6 months to
17 Jul 2018
Same period 2017 Same period 2016
Rank 214 202 244
Rank change year-on-year -12 +42 -3
Permanent jobs citing Functional Programming 25 6 1
As % of all permanent IT jobs advertised in Scotland 0.43% 0.12% 0.017%
As % of the Processes & Methodologies category 0.47% 0.12% 0.018%
Number of salaries quoted 22 2 0
Scotland median annual salary £52,500 £39,250 -
Median salary % change year-on-year +33.76% - -
UK median annual salary £62,500 £70,000 £65,000
% change year-on-year -10.71% +7.69% +4.00%

Functional Programming 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 Scotland with a requirement for process or methodology skills.

All Process and Methodology Skills
Scotland
Permanent vacancies with a requirement for process or methodology skills 5,369 4,803 5,418
As % of all permanent IT jobs advertised in Scotland 92.97% 92.26% 92.08%
Number of salaries quoted 3,568 3,037 3,221
Scotland median annual salary £45,000 £45,000 £45,000
10th Percentile £29,250 £28,250 £27,500
90th Percentile £70,000 £70,000 £65,000
UK median annual salary £50,000 £49,000 £47,500
% change year-on-year +2.04% +3.16% -

Functional Programming
Job Vacancy Trend in Scotland

Job postings citing Functional Programming as a percentage of all IT jobs advertised in Scotland.

Job vacancy trend for Functional Programming in Scotland

Functional Programming
Salary Trend in Scotland

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Functional Programming in Scotland.

Salary trend for Functional Programming in Scotland

Functional Programming
Salary Histogram in Scotland

The salary distribution of IT jobs citing Functional Programming in Scotland over the 6 months to 17 July 2018.

Salary histogram for Functional Programming in Scotland

Functional Programming
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Functional Programming within the Scotland region over the 6 months to 17 July 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Glasgow -12 14 £52,500 +33.76%
Edinburgh -2 11 £52,500 - 1
Functional Programming
UK

For the 6 months to 17 July 2018, IT jobs citing Functional Programming 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 Scotland region with a requirement for Functional Programming.

1 24 (96.00%) JavaScript
1 24 (96.00%) Agile Software Development
2 22 (88.00%) Software Engineering
3 21 (84.00%) Node.js
4 20 (80.00%) Dependency Injection
4 20 (80.00%) React Native
5 18 (72.00%) Web Development
6 4 (16.00%) Java
6 4 (16.00%) OO
7 3 (12.00%) HTML
7 3 (12.00%) TDD
7 3 (12.00%) React
8 2 (8.00%) DevOps
8 2 (8.00%) Microservices
8 2 (8.00%) Data Structures
8 2 (8.00%) AngularJS
8 2 (8.00%) REST
8 2 (8.00%) Clojure
8 2 (8.00%) MongoDB
8 2 (8.00%) Pair Programming
8 2 (8.00%) Finance
8 2 (8.00%) Hibernate
8 2 (8.00%) CSS
8 2 (8.00%) Linux
8 2 (8.00%) Python
8 2 (8.00%) Spring
8 2 (8.00%) Git (software)
8 2 (8.00%) Test Automation
9 1 (4.00%) nginx
9 1 (4.00%) Domain-Driven Design

Functional Programming
Co-occurring IT Skills in Scotland 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 (4.00%) Cloud Foundry
1 1 (4.00%) Elasticsearch
1 1 (4.00%) JBoss
1 1 (4.00%) Jetty
1 1 (4.00%) nginx
1 1 (4.00%) OpenStack
1 1 (4.00%) Tomcat
1 1 (4.00%) Tornado
1 1 (4.00%) WebLogic
1 1 (4.00%) WebSphere
Cloud Services
1 1 (4.00%) Amazon AWS
1 1 (4.00%) Cloud Computing
1 1 (4.00%) Microsoft Azure
Communications & Networking
1 1 (4.00%) AMQP
Database & Business Intelligence
1 2 (8.00%) MongoDB
2 1 (4.00%) Couchbase
2 1 (4.00%) Hadoop
2 1 (4.00%) NoSQL
2 1 (4.00%) Redis
2 1 (4.00%) Relational Database
2 1 (4.00%) Riak
Development Applications
1 2 (8.00%) Git (software)
2 1 (4.00%) Cucumber
2 1 (4.00%) FitNesse
2 1 (4.00%) Gatling
2 1 (4.00%) JMeter
2 1 (4.00%) Mercurial
2 1 (4.00%) Selenium
2 1 (4.00%) Subversion
2 1 (4.00%) The Grinder
2 1 (4.00%) Vagrant
General
1 2 (8.00%) Finance
2 1 (4.00%) Publishing
Job Titles
1 22 (88.00%) Developer
2 18 (72.00%) React Developer
2 18 (72.00%) Web Developer
3 2 (8.00%) Java Developer
3 2 (8.00%) Software Engineer
4 1 (4.00%) Cloud Engineer
4 1 (4.00%) Java Engineer
4 1 (4.00%) Python Developer
4 1 (4.00%) Senior Cloud Engineer
4 1 (4.00%) Senior Developer
4 1 (4.00%) Senior Java Developer
4 1 (4.00%) Senior Java Engineer
4 1 (4.00%) UI Developer
Libraries, Frameworks & Software Standards
1 21 (84.00%) Node.js
2 20 (80.00%) React Native
3 3 (12.00%) HTML
3 3 (12.00%) React
4 2 (8.00%) AngularJS
4 2 (8.00%) CSS
4 2 (8.00%) Hibernate
4 2 (8.00%) REST
4 2 (8.00%) Spring
5 1 (4.00%) HTML5
5 1 (4.00%) JMS
5 1 (4.00%) JPA
5 1 (4.00%) jQuery
5 1 (4.00%) JSON
5 1 (4.00%) Kafka
5 1 (4.00%) Lambda Expressions
5 1 (4.00%) RabbitMQ
5 1 (4.00%) TIBCO EMS
5 1 (4.00%) WebSockets
5 1 (4.00%) WebSphere MQ
Miscellaneous
1 2 (8.00%) Data Structures
2 1 (4.00%) Algorithms
2 1 (4.00%) Computer Science
2 1 (4.00%) User Experience
Operating Systems
1 2 (8.00%) Linux
2 1 (4.00%) DC/OS
2 1 (4.00%) Mac OS
2 1 (4.00%) Unix
2 1 (4.00%) Windows
Processes & Methodologies
1 24 (96.00%) Agile Software Development
2 22 (88.00%) Software Engineering
3 20 (80.00%) Dependency Injection
4 18 (72.00%) Web Development
5 4 (16.00%) OO
6 3 (12.00%) TDD
7 2 (8.00%) DevOps
7 2 (8.00%) Microservices
7 2 (8.00%) Pair Programming
7 2 (8.00%) Test Automation
8 1 (4.00%) BDD
8 1 (4.00%) Concurrent Programming
8 1 (4.00%) Data Analysis
8 1 (4.00%) Data Science
8 1 (4.00%) Deployment Automation
8 1 (4.00%) Digital Transformation Programme
8 1 (4.00%) Domain-Driven Design
8 1 (4.00%) Machine Learning
8 1 (4.00%) Non-Blocking Code
8 1 (4.00%) User Stories
Programming Languages
1 24 (96.00%) JavaScript
2 4 (16.00%) Java
3 2 (8.00%) Clojure
3 2 (8.00%) Python
4 1 (4.00%) Bash Shell
4 1 (4.00%) Erlang
4 1 (4.00%) F#
4 1 (4.00%) Groovy
4 1 (4.00%) Haskell
4 1 (4.00%) Ruby
4 1 (4.00%) Scala
4 1 (4.00%) SQL
Qualifications
1 1 (4.00%) Degree
System Software
1 1 (4.00%) Apache ZooKeeper
1 1 (4.00%) Docker
1 1 (4.00%) VirtualBox
1 1 (4.00%) VMware Infrastructure
Systems Management
1 1 (4.00%) Ansible
1 1 (4.00%) Cobbler
1 1 (4.00%) HAProxy
1 1 (4.00%) Kubernetes
1 1 (4.00%) logstash
1 1 (4.00%) Marathon
1 1 (4.00%) Mesos
1 1 (4.00%) Opscode Chef
1 1 (4.00%) Puppet
Vendors
1 1 (4.00%) IBM
1 1 (4.00%) Splunk
1 1 (4.00%) TIBCO
1 1 (4.00%) VMware