Period
to 25 September 2018

The following table provides summary statistics for permanent job vacancies advertised in London 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 25 September 2018 with a comparison to the same period in the previous 2 years.

Functional Programming
England > London
6 months to
25 Sep 2018
Same period 2017 Same period 2016
Rank 452 430 389
Rank change year-on-year -22 -41 +105
Permanent jobs citing Functional Programming 389 498 601
As % of all permanent IT jobs advertised in London 0.57% 0.66% 0.77%
As % of the Processes & Methodologies category 0.62% 0.72% 0.84%
Number of salaries quoted 258 355 541
London median annual salary £72,500 £75,000 £70,000
Median salary % change year-on-year -3.33% +7.14% -
10th Percentile £47,125 £52,500 £47,500
90th Percentile £100,000 £105,000 £105,000
England median annual salary £70,000 £70,000 £65,000
% change year-on-year - +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 London with a requirement for process or methodology skills.

All Process and Methodology Skills
London
Permanent vacancies with a requirement for process or methodology skills 63,140 69,491 71,712
As % of all permanent IT jobs advertised in London 91.73% 92.78% 92.16%
Number of salaries quoted 50,561 53,186 62,078
London median annual salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.17% +4.35% +4.55%
10th Percentile £35,000 £35,000 £33,560
90th Percentile £95,000 £90,000 £87,500
England median annual salary £50,500 £50,000 £50,000
% change year-on-year +1.00% - +5.26%

Functional Programming
Job Vacancy Trend in London

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

Job vacancy trend for Functional Programming in London

Functional Programming
Salary Trend in London

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

Salary trend for Functional Programming in London

Functional Programming
Salary Histogram in London

The salary distribution of IT jobs citing Functional Programming in London over the 6 months to 25 September 2018.

Salary histogram for Functional Programming in London

Functional Programming
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Functional Programming within the London region over the 6 months to 25 September 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
Central London -28 68 £75,000 -3.23% 21
South London +23 9 £62,500 +13.64% 2
West London +33 7 £52,500 -30.00% 13
East London -17 7 £60,000 -11.11% 3
North London +5 1 £50,000 -28.57%
Functional Programming
England

For the 6 months to 25 September 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 London region with a requirement for Functional Programming.

1 194 (49.87%) Agile Software Development
2 181 (46.53%) Java
3 166 (42.67%) Scala
4 136 (34.96%) JavaScript
5 132 (33.93%) TDD
6 122 (31.36%) Finance
7 106 (27.25%) Banking
8 100 (25.71%) Python
9 93 (23.91%) Big Data
10 90 (23.14%) Node.js
11 87 (22.37%) React
12 86 (22.11%) Microservices
12 86 (22.11%) Problem-Solving
13 80 (20.57%) Investment Banking
14 75 (19.28%) HTML
15 74 (19.02%) Amazon AWS
15 74 (19.02%) Analytics
16 73 (18.77%) Low Latency
16 73 (18.77%) SQL
16 73 (18.77%) Financial Institution
17 70 (17.99%) NoSQL
18 68 (17.48%) Test Automation
19 67 (17.22%) OO
20 65 (16.71%) Investment Management
20 65 (16.71%) AngularJS
20 65 (16.71%) Cyberthreat
20 65 (16.71%) Strategic Thinking
20 65 (16.71%) Innovative Thinking
21 64 (16.45%) Risk Management
22 61 (15.68%) Linux

Functional Programming
Co-occurring IT Skills in London 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 34 (8.74%) Apache Spark
2 25 (6.43%) Elasticsearch
3 7 (1.80%) Apache Solr
3 7 (1.80%) Ethereum
4 6 (1.54%) Apache Pig
4 6 (1.54%) GemFire
4 6 (1.54%) IIS
5 4 (1.03%) Apache
6 3 (0.77%) CMS
7 1 (0.26%) Amazon Alexa
7 1 (0.26%) Apache Airflow
7 1 (0.26%) Jetty
7 1 (0.26%) Tomcat
7 1 (0.26%) WebLogic
Applications
1 7 (1.80%) Microsoft Excel
2 1 (0.26%) Snapchat
Business Applications
1 1 (0.26%) Distributed Ledger
Cloud Services
1 74 (19.02%) Amazon AWS
2 30 (7.71%) GitHub
2 30 (7.71%) Serverless
3 19 (4.88%) PaaS
4 16 (4.11%) SaaS
5 15 (3.86%) AWS CloudFormation
6 13 (3.34%) Google Cloud Platform
7 11 (2.83%) Amazon S3
7 11 (2.83%) Slack
8 10 (2.57%) IaaS
8 10 (2.57%) Microsoft Azure
9 8 (2.06%) Cloud Computing
10 7 (1.80%) Amazon EC2
10 7 (1.80%) Amazon Kinesis
10 7 (1.80%) AWS Lambda
11 6 (1.54%) Amazon CloudWatch
11 6 (1.54%) Amazon ELB
11 6 (1.54%) AWS Fargate
11 6 (1.54%) CloudFront
12 5 (1.29%) Virtual Private Cloud
Communications & Networking
1 11 (2.83%) HTTP
2 5 (1.29%) DNS
2 5 (1.29%) Internet
2 5 (1.29%) VPN
3 4 (1.03%) Broadband
3 4 (1.03%) DSL
4 1 (0.26%) BitTorrent
4 1 (0.26%) SNMP
Database & Business Intelligence
1 93 (23.91%) Big Data
2 70 (17.99%) NoSQL
3 42 (10.80%) Relational Database
4 36 (9.25%) Blockchain
5 31 (7.97%) MongoDB
6 28 (7.20%) PostgreSQL
6 28 (7.20%) RDBMS
7 23 (5.91%) Hadoop
8 21 (5.40%) MySQL
9 19 (4.88%) SQL Server
10 14 (3.60%) Apache Cassandra
11 13 (3.34%) DB2
11 13 (3.34%) MemSQL
12 9 (2.31%) HBase
13 7 (1.80%) Apache Hive
13 7 (1.80%) CouchDB
13 7 (1.80%) Data Lake
13 7 (1.80%) Impala
14 6 (1.54%) Amazon Redshift
14 6 (1.54%) Datomic
Development Applications
1 32 (8.23%) Git (software)
2 17 (4.37%) Maven
3 11 (2.83%) CircleCI
3 11 (2.83%) Eclipse
3 11 (2.83%) GoCD
3 11 (2.83%) IntelliJ
4 10 (2.57%) Subversion
4 10 (2.57%) webpack
5 9 (2.31%) gulp
5 9 (2.31%) Jenkins
6 8 (2.06%) Grunt
7 5 (1.29%) Atlassian Bamboo
7 5 (1.29%) Cucumber
7 5 (1.29%) GitLab
7 5 (1.29%) jspm
7 5 (1.29%) Selenium
7 5 (1.29%) SoapUI
8 4 (1.03%) JIRA
9 3 (0.77%) Ant
9 3 (0.77%) TeamCity
General
1 122 (31.36%) Finance
2 106 (27.25%) Banking
3 80 (20.57%) Investment Banking
4 73 (18.77%) Financial Institution
5 26 (6.68%) Games
6 15 (3.86%) Law
7 11 (2.83%) Front Office
8 10 (2.57%) Publishing
8 10 (2.57%) Retail
9 4 (1.03%) Automotive
9 4 (1.03%) Pharmaceutical
10 2 (0.51%) Advertising
10 2 (0.51%) Back Office
10 2 (0.51%) Legal
10 2 (0.51%) Marketing
10 2 (0.51%) Telecoms
11 1 (0.26%) Danish Language
11 1 (0.26%) Multimedia
11 1 (0.26%) Retail Banking
Job Titles
1 216 (55.53%) Developer
2 47 (12.08%) Senior Developer
3 40 (10.28%) Java Developer
4 36 (9.25%) Scala Developer
5 34 (8.74%) JavaScript Developer
6 27 (6.94%) Full Stack Developer
6 27 (6.94%) Software Engineer
7 19 (4.88%) Data Engineer
8 17 (4.37%) Java Engineer
9 16 (4.11%) React Developer
10 13 (3.34%) .NET Developer
10 13 (3.34%) Lead Developer
11 12 (3.08%) Front End Developer (Client-Side Developer)
11 12 (3.08%) Programmer
12 11 (2.83%) Agile Developer
12 11 (2.83%) Backend Developer
13 10 (2.57%) Big Data Engineer
13 10 (2.57%) Junior
13 10 (2.57%) Node.js Developer
13 10 (2.57%) Technical Leader
Libraries, Frameworks & Software Standards
1 90 (23.14%) Node.js
2 87 (22.37%) React
3 75 (19.28%) HTML
4 65 (16.71%) AngularJS
5 59 (15.17%) Kafka
6 55 (14.14%) Spring
7 43 (11.05%) CSS
7 43 (11.05%) REST
8 39 (10.03%) HTML5
9 36 (9.25%) .NET
10 35 (9.00%) Redux
11 33 (8.48%) Akka
12 32 (8.23%) RESTful
13 29 (7.46%) Spring Boot
14 21 (5.40%) Hibernate
15 19 (4.88%) CSS3
16 18 (4.63%) Play Framework
17 16 (4.11%) RabbitMQ
17 16 (4.11%) Web Services
18 14 (3.60%) Middleware
Miscellaneous
1 65 (16.71%) Cyberthreat
2 55 (14.14%) Computer Science
3 44 (11.31%) Fintech
4 40 (10.28%) Algorithms
5 37 (9.51%) Greenfield Project
6 33 (8.48%) Analytical Skills
7 30 (7.71%) Data Structures
8 27 (6.94%) Self-Motivation
9 22 (5.66%) Derivative
10 20 (5.14%) Management Information System
11 17 (4.37%) Equities
11 17 (4.37%) Hedge funds
12 13 (3.34%) Fixed Income
13 12 (3.08%) Public Cloud
13 12 (3.08%) User Experience
14 10 (2.57%) Analytical Mindset
14 10 (2.57%) Blog
15 8 (2.06%) Data Centre
16 7 (1.80%) Enterprise Software
16 7 (1.80%) Equity Derivative
Operating Systems
1 61 (15.68%) Linux
2 57 (14.65%) Unix
3 8 (2.06%) Apple iOS
4 6 (1.54%) CentOS
5 5 (1.29%) Debian
5 5 (1.29%) Windows
6 3 (0.77%) Android
7 1 (0.26%) Mac OS X
7 1 (0.26%) Solaris
Processes & Methodologies
1 194 (49.87%) Agile Software Development
2 132 (33.93%) TDD
3 86 (22.11%) Microservices
3 86 (22.11%) Problem-Solving
4 74 (19.02%) Analytics
5 73 (18.77%) Low Latency
6 68 (17.48%) Test Automation
7 67 (17.22%) OO
8 65 (16.71%) Innovative Thinking
8 65 (16.71%) Investment Management
8 65 (16.71%) Strategic Thinking
9 64 (16.45%) Risk Management
10 60 (15.42%) Software Engineering
11 58 (14.91%) Continuous Integration
12 52 (13.37%) DevOps
13 43 (11.05%) Scrum
14 40 (10.28%) Front End Development
14 40 (10.28%) SDLC
15 39 (10.03%) Open Source
16 36 (9.25%) BDD
Programming Languages
1 181 (46.53%) Java
2 166 (42.67%) Scala
3 136 (34.96%) JavaScript
4 100 (25.71%) Python
5 73 (18.77%) SQL
6 55 (14.14%) Haskell
7 51 (13.11%) C++
8 48 (12.34%) C#
9 45 (11.57%) Ruby
10 44 (11.31%) Java 8
11 38 (9.77%) F#
12 34 (8.74%) Erlang
13 30 (7.71%) Clojure
14 29 (7.46%) C
15 26 (6.68%) TypeScript
16 24 (6.17%) Elixir
17 23 (5.91%) Go
18 12 (3.08%) ES6
18 12 (3.08%) Lisp
19 11 (2.83%) ClojureScript
Qualifications
1 61 (15.68%) Degree
2 32 (8.23%) Computer Science Degree
3 18 (4.63%) Master's Degree
4 14 (3.60%) PhD
5 10 (2.57%) AWS Certification
6 2 (0.51%) MPhil
7 1 (0.26%) Numerate Degree
Quality Assurance & Compliance
1 14 (3.60%) QA
2 5 (1.29%) GDPR
2 5 (1.29%) Sarbanes-Oxley
3 2 (0.51%) PSD2
System Software
1 49 (12.60%) Docker
2 6 (1.54%) Apache Flume
2 6 (1.54%) Virtual Machines
3 2 (0.51%) Apache ZooKeeper
4 1 (0.26%) HDFS
Systems Management
1 35 (9.00%) Kubernetes
2 32 (8.23%) Terraform
3 12 (3.08%) Ansible
4 9 (2.31%) Docker Swarm
5 8 (2.06%) Opscode Chef
6 6 (1.54%) Hadoop YARN
6 6 (1.54%) Mesos
6 6 (1.54%) Oozie
7 3 (0.77%) Grafana
7 3 (0.77%) Puppet
8 2 (0.51%) Rancher
9 1 (0.26%) Chronos
9 1 (0.26%) Galera Cluster
9 1 (0.26%) Kibana
9 1 (0.26%) logstash
Vendors
1 33 (8.48%) Google
2 23 (5.91%) Sybase
3 22 (5.66%) Oracle
4 11 (2.83%) Apple
5 8 (2.06%) Cloudera
6 7 (1.80%) Hortonworks
6 7 (1.80%) MapR
7 6 (1.54%) Databricks
8 5 (1.29%) Red Hat
9 4 (1.03%) Splunk
9 4 (1.03%) TIBCO
10 2 (0.51%) Cognizant
10 2 (0.51%) Facebook
10 2 (0.51%) Informatica
11 1 (0.26%) Bloomberg
11 1 (0.26%) Brightcove
11 1 (0.26%) Microsoft
11 1 (0.26%) Reuters