The following table provides summary statistics for permanent job vacancies advertised in Cambridge with a requirement for Scala skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Scala over the 3 months to 26 June 2017 with a comparison to the same period in the previous 2 years.

Scala
Cambridgeshire / Cambridge
3 months to
26 Jun 2017
Same period 2016 Same period 2015
Rank 98 101 103
Rank change year-on-year +3 +2  
Permanent jobs citing Scala 20 5 11
As % of all permanent IT jobs advertised in Cambridge 1.45% 0.43% 0.76%
As % of the Programming Languages category 1.92% 0.61% 1.18%
Number of salaries quoted 6 4 11
Median salary £40,000 £63,750 £50,000
Median salary % change year-on-year -37.25% +27.50%  
UK excluding London median salary £59,500 £54,000 £52,500
% change year-on-year +10.18% +2.85%  

Scala is in the programming language skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Cambridge with a requirement for programming language skills.

Programming Language Skills
Cambridge
Permanent job vacancies with a requirement for programming language skills 1040 826 935
As % of all permanent IT job vacancies advertised in Cambridge 75.58% 70.72% 64.35%
Number of salaries quoted 830 743 829
Median salary £50,000 £42,500 £42,500
Median salary % change year-on-year +17.64% -  
90% offered a salary of more than £30,000 £28,500 £32,500
10% offered a salary of more than £70,000 £55,000 £60,000
UK excluding London median salary £42,500 £41,000 £40,000
% change year-on-year +3.65% +2.50%  

Scala
Job Vacancy Trend in Cambridge

The job posting trend of jobs advertised in Cambridge citing Scala as a proportion of all permanent or contract IT jobs with a match in the Programming Languages category.

Job vacancy trend for Scala in Cambridge

Scala
Salary Trend in Cambridge

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Scala in Cambridge.

Salary trend for Scala in Cambridge

For the 6 months to 26 June 2017, IT jobs citing Scala also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Cambridge region with a requirement for Scala.

1 42 (100.00%) Java
2 32 (76.19%) Python
2 32 (76.19%) Machine Learning
3 24 (57.14%) Software Engineering
4 23 (54.76%) Apache Spark
5 18 (42.86%) Hadoop
6 16 (38.10%) R
7 15 (35.71%) Signal Processing
7 15 (35.71%) Security Cleared
8 14 (33.33%) PhD
9 12 (28.57%) Git (software)
9 12 (28.57%) Microservices
10 11 (26.19%) REST
10 11 (26.19%) Games
11 10 (23.81%) C++
11 10 (23.81%) NoSQL
11 10 (23.81%) Deep Learning
11 10 (23.81%) Computer Vision
12 9 (21.43%) Unity (Game Engine)
12 9 (21.43%) Algorithms
12 9 (21.43%) Linux
13 8 (19.05%) Agile Software Development
13 8 (19.05%) Computer Science
13 8 (19.05%) Big Data
13 8 (19.05%) Reinforcement Learning
14 7 (16.67%) Amazon AWS
14 7 (16.67%) Theano
15 6 (14.29%) Akka
15 6 (14.29%) Apache Cassandra
15 6 (14.29%) OpenCV

Scala
Co-occurring IT Skills in Cambridge 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 23 (54.76%) Apache Spark
2 5 (11.90%) DNN
3 2 (4.76%) OpenStack
4 1 (2.38%) Apache Pig
4 1 (2.38%) JBoss
4 1 (2.38%) WildFly
Cloud Services
1 7 (16.67%) Amazon AWS
Database & Business Intelligence
1 18 (42.86%) Hadoop
2 10 (23.81%) NoSQL
3 8 (19.05%) Big Data
4 6 (14.29%) Apache Cassandra
5 5 (11.90%) RDBMS
5 5 (11.90%) Relational Database
6 3 (7.14%) Apache Hive
6 3 (7.14%) MySQL
7 2 (4.76%) Data Mining
7 2 (4.76%) PostgreSQL
8 1 (2.38%) Data Warehouse
8 1 (2.38%) DB2
8 1 (2.38%) Flink
8 1 (2.38%) HBase
8 1 (2.38%) MongoDB
8 1 (2.38%) Redis
8 1 (2.38%) SQL Server
Development Applications
1 12 (28.57%) Git (software)
2 6 (14.29%) JUnit
3 1 (2.38%) Artifactory
3 1 (2.38%) Cucumber
3 1 (2.38%) Maven
3 1 (2.38%) Mockito
3 1 (2.38%) Selenium
3 1 (2.38%) TestNG
General
1 11 (26.19%) Games
Job Titles
1 20 (47.62%) Data Scientist
2 11 (26.19%) Developer
3 9 (21.43%) Java Developer
3 9 (21.43%) Software Engineer
4 4 (9.52%) Computer Engineer
4 4 (9.52%) Machine Learning Engineer
5 3 (7.14%) Algorithm Engineer
6 2 (4.76%) 3D Software Engineer
6 2 (4.76%) Computer Vision Engineer
6 2 (4.76%) Data Engineer
6 2 (4.76%) Research Engineer
6 2 (4.76%) Senior Data Engineer
6 2 (4.76%) Senior Developer
7 1 (2.38%) Administrator
7 1 (2.38%) C++ Software Engineer
7 1 (2.38%) Graduate
7 1 (2.38%) Java Software Engineer
7 1 (2.38%) Senior Java Developer
7 1 (2.38%) Senior Software Developer
7 1 (2.38%) Software Developer
Libraries, Frameworks & Software Standards
1 11 (26.19%) REST
2 9 (21.43%) Unity (Game Engine)
3 7 (16.67%) Theano
4 6 (14.29%) Akka
4 6 (14.29%) OpenCV
5 5 (11.90%) JSON
6 3 (7.14%) Unreal Engine
7 2 (4.76%) AngularJS
7 2 (4.76%) Hibernate
7 2 (4.76%) JPA
7 2 (4.76%) RESTful
7 2 (4.76%) Spring
8 1 (2.38%) CSS
8 1 (2.38%) EJB
8 1 (2.38%) EJB 3.0
8 1 (2.38%) HTML
8 1 (2.38%) J2EE
8 1 (2.38%) JAX-WS
8 1 (2.38%) JSF
8 1 (2.38%) Velocity
Miscellaneous
1 9 (21.43%) Algorithms
2 8 (19.05%) Computer Science
3 5 (11.90%) Public Cloud
3 5 (11.90%) Smart Energy
4 4 (9.52%) 3D Graphics
5 2 (4.76%) Embedded Systems
6 1 (2.38%) Data Structures
6 1 (2.38%) Enterprise Software
6 1 (2.38%) Greenfield Project
6 1 (2.38%) Online Games
6 1 (2.38%) Private Cloud
Operating Systems
1 9 (21.43%) Linux
2 1 (2.38%) Debian
2 1 (2.38%) Windows
2 1 (2.38%) Windows Server
Processes & Methodologies
1 32 (76.19%) Machine Learning
2 24 (57.14%) Software Engineering
3 15 (35.71%) Signal Processing
4 12 (28.57%) Microservices
5 10 (23.81%) Computer Vision
5 10 (23.81%) Deep Learning
6 8 (19.05%) Agile Software Development
6 8 (19.05%) Reinforcement Learning
7 6 (14.29%) Artificial Intelligence
7 6 (14.29%) Mathematics
7 6 (14.29%) Neural Network
7 6 (14.29%) TDD
8 5 (11.90%) API Design
8 5 (11.90%) BDD
8 5 (11.90%) Complexity Analysis
8 5 (11.90%) Data Extraction
8 5 (11.90%) Mathematical Modelling
8 5 (11.90%) Physics
9 4 (9.52%) Bayesian Methods
9 4 (9.52%) Game Theory
Programming Languages
1 42 (100.00%) Java
2 32 (76.19%) Python
3 16 (38.10%) R
4 10 (23.81%) C++
5 4 (9.52%) Bash Shell
5 4 (9.52%) Fortran
6 3 (7.14%) C#
7 2 (4.76%) JavaScript
8 1 (2.38%) C
8 1 (2.38%) PHP
8 1 (2.38%) SQL
Qualifications
1 15 (35.71%) Security Cleared
2 14 (33.33%) PhD
3 2 (4.76%) Computer Science Degree
3 2 (4.76%) Degree
System Software
1 1 (2.38%) HDFS
Systems Management
1 1 (2.38%) Oozie
Vendors
1 1 (2.38%) IBM
1 1 (2.38%) Oracle
1 1 (2.38%) Vertica
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