Period
to 19 August 2018

The following table provides summary statistics for permanent job vacancies advertised in Manchester with a requirement for Scala skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Scala over the 6 months to 19 August 2018 with a comparison to the same period in the previous 2 years.

Scala
North West > Manchester
6 months to
19 Aug 2018
Same period 2017 Same period 2016
Rank 174 228 193
Rank change year-on-year +54 -35 +51
Permanent jobs citing Scala 104 72 72
As % of all permanent IT jobs advertised in Manchester 1.43% 0.88% 1.02%
As % of the Programming Languages category 2.39% 1.47% 1.84%
Number of salaries quoted 85 51 65
Manchester median annual salary £55,000 £47,500 £62,500
Median salary % change year-on-year +15.79% -24.00% +13.64%
10th Percentile £34,500 £26,250 £37,500
90th Percentile £69,750 £72,500 £85,000
North West median annual salary £55,000 £47,500 £62,500
% change year-on-year +15.79% -24.00% -3.85%

Scala 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 Manchester with a requirement for coding skills.

All Programming Languages
Manchester
Permanent vacancies with a requirement for coding skills 4,356 4,899 3,912
As % of all permanent IT jobs advertised in Manchester 59.86% 59.88% 55.36%
Number of salaries quoted 3,698 4,223 3,424
Manchester median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% -
10th Percentile £27,500 £27,500 £26,250
90th Percentile £65,000 £61,250 £60,000
North West median annual salary £43,000 £40,000 £40,000
% change year-on-year +7.50% - -

Scala
Job Vacancy Trend in Manchester

Job postings citing Scala as a percentage of all IT jobs advertised in Manchester.

Job vacancy trend for Scala in Manchester

Scala
Salary Trend in Manchester

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

Salary trend for Scala in Manchester

Scala
Salary Histogram in Manchester

The salary distribution of IT jobs citing Scala in Manchester over the 6 months to 19 August 2018.

Salary histogram for Scala in Manchester

For the 6 months to 19 August 2018, IT jobs citing Scala 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 Manchester region with a requirement for Scala.

1 75 (72.12%) Java
2 62 (59.62%) Python
3 45 (43.27%) Analytics
3 45 (43.27%) Data Science
4 41 (39.42%) Software Engineering
5 37 (35.58%) Agile Software Development
6 36 (34.62%) Amazon AWS
7 35 (33.65%) Big Data
8 32 (30.77%) Hadoop
9 30 (28.85%) Machine Learning
9 30 (28.85%) Apache Spark
10 27 (25.96%) JavaScript
11 26 (25.00%) SQL
12 25 (24.04%) R
13 24 (23.08%) DevOps
13 24 (23.08%) TDD
14 21 (20.19%) Docker
15 19 (18.27%) Data Analytics
15 19 (18.27%) MongoDB
15 19 (18.27%) Scrum
15 19 (18.27%) Problem-Solving
16 18 (17.31%) Spring
16 18 (17.31%) C#
17 17 (16.35%) Finance
17 17 (16.35%) Git (software)
18 16 (15.38%) Mentoring
18 16 (15.38%) C++
19 15 (14.42%) Retail
19 15 (14.42%) Ruby
19 15 (14.42%) HDFS

Scala
Co-occurring IT Skills in Manchester 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 30 (28.85%) Apache Spark
2 6 (5.77%) Apache
2 6 (5.77%) SAS
3 5 (4.81%) Cloud Foundry
3 5 (4.81%) Elasticsearch
4 2 (1.92%) Apache Pig
5 1 (0.96%) EPiServer
Applications
1 1 (0.96%) S-PLUS
Cloud Services
1 36 (34.62%) Amazon AWS
2 7 (6.73%) Amazon S3
2 7 (6.73%) Google Cloud Platform
2 7 (6.73%) Microsoft Azure
2 7 (6.73%) SaaS
3 6 (5.77%) GitHub
4 5 (4.81%) Cloud Computing
4 5 (4.81%) PaaS
5 2 (1.92%) Amazon EC2
6 1 (0.96%) Amazon EMR
6 1 (0.96%) Amazon SageMaker
6 1 (0.96%) AWS Lambda
6 1 (0.96%) Serverless
Communications & Networking
1 5 (4.81%) HTTP
Database & Business Intelligence
1 35 (33.65%) Big Data
2 32 (30.77%) Hadoop
3 19 (18.27%) MongoDB
4 10 (9.62%) NoSQL
5 8 (7.69%) Redis
6 5 (4.81%) Datomic
7 4 (3.85%) Apache Cassandra
7 4 (3.85%) Text Mining
8 3 (2.88%) Amazon DynamoDB
8 3 (2.88%) MySQL
8 3 (2.88%) Relational Database
9 2 (1.92%) Apache Hive
9 2 (1.92%) CouchDB
9 2 (1.92%) Data Mining
9 2 (1.92%) PostgreSQL
9 2 (1.92%) SQL Server
10 1 (0.96%) Data Warehouse
10 1 (0.96%) HBase
10 1 (0.96%) Neo4j
10 1 (0.96%) Riak
Development Applications
1 17 (16.35%) Git (software)
2 14 (13.46%) Jenkins
3 6 (5.77%) Xcode
4 5 (4.81%) Gradle
4 5 (4.81%) JIRA
5 4 (3.85%) Subversion
6 3 (2.88%) Selenium
6 3 (2.88%) SonarQube
7 2 (1.92%) JMeter
7 2 (1.92%) JUnit
7 2 (1.92%) Maven
7 2 (1.92%) Protractor
General
1 17 (16.35%) Finance
2 15 (14.42%) Retail
3 10 (9.62%) Banking
4 9 (8.65%) Law
5 5 (4.81%) Military
6 4 (3.85%) Investment Banking
7 2 (1.92%) Games
8 1 (0.96%) Marketing
8 1 (0.96%) Thai Language
Job Titles
1 41 (39.42%) Developer
2 22 (21.15%) Data Scientist
3 19 (18.27%) Java Developer
4 12 (11.54%) Big Data Developer
5 10 (9.62%) Scala Developer
6 9 (8.65%) Team Leader
7 7 (6.73%) Data Engineer
7 7 (6.73%) Software Engineer
8 6 (5.77%) C# Developer
8 6 (5.77%) Java Scala Developer
8 6 (5.77%) Senior Developer
9 5 (4.81%) .NET Developer
9 5 (4.81%) Android Developer
9 5 (4.81%) Big Data Engineer
9 5 (4.81%) Junior
9 5 (4.81%) Machine Learning Scientist
9 5 (4.81%) Project Leader
10 4 (3.85%) Java Engineer
10 4 (3.85%) Process Engineer
10 4 (3.85%) Software Team Leader
Libraries, Frameworks & Software Standards
1 18 (17.31%) Spring
2 14 (13.46%) AngularJS
3 13 (12.50%) Hibernate
3 13 (12.50%) HTML
4 12 (11.54%) CSS
4 12 (11.54%) Node.js
4 12 (11.54%) React
5 11 (10.58%) Web Services
6 10 (9.62%) Kafka
7 9 (8.65%) Natural Language Processing
7 9 (8.65%) RESTful
7 9 (8.65%) TensorFlow
8 8 (7.69%) .NET
8 8 (7.69%) RabbitMQ
9 6 (5.77%) Android SDK
9 6 (5.77%) iOS SDK
9 6 (5.77%) Keras
9 6 (5.77%) SOAP
10 5 (4.81%) CoreNLP
11 4 (3.85%) Play Framework
Miscellaneous
1 14 (13.46%) Algorithms
1 14 (13.46%) Analytical Skills
2 13 (12.50%) Data Structures
3 12 (11.54%) Computer Science
4 5 (4.81%) Fintech
4 5 (4.81%) Industrial Internet of Things
4 5 (4.81%) Internet of Things
4 5 (4.81%) Mobile App
4 5 (4.81%) Online Banking
4 5 (4.81%) Social Media
4 5 (4.81%) User Experience
5 4 (3.85%) Greenfield Project
5 4 (3.85%) Mobile Banking
6 2 (1.92%) Virtual Team
7 1 (0.96%) Marketing Technology
7 1 (0.96%) Public Cloud
Operating Systems
1 8 (7.69%) Android
1 8 (7.69%) Apple iOS
2 4 (3.85%) Linux
3 3 (2.88%) Mac OS
3 3 (2.88%) Windows
Processes & Methodologies
1 45 (43.27%) Analytics
1 45 (43.27%) Data Science
2 41 (39.42%) Software Engineering
3 37 (35.58%) Agile Software Development
4 30 (28.85%) Machine Learning
5 24 (23.08%) DevOps
5 24 (23.08%) TDD
6 19 (18.27%) Data Analytics
6 19 (18.27%) Problem-Solving
6 19 (18.27%) Scrum
7 16 (15.38%) Mentoring
8 15 (14.42%) Continuous Integration
9 14 (13.46%) Microservices
9 14 (13.46%) Predictive Modelling
10 13 (12.50%) Critical Thinking
10 13 (12.50%) Data Analysis
11 12 (11.54%) Kanban
12 11 (10.58%) BDD
13 9 (8.65%) Mathematics
13 9 (8.65%) MVC
Programming Languages
1 75 (72.12%) Java
2 62 (59.62%) Python
3 27 (25.96%) JavaScript
4 26 (25.00%) SQL
5 25 (24.04%) R
6 18 (17.31%) C#
7 16 (15.38%) C++
8 15 (14.42%) Ruby
9 13 (12.50%) HiveQL
10 9 (8.65%) Clojure
11 8 (7.69%) Groovy
12 7 (6.73%) Apple Swift
12 7 (6.73%) C
12 7 (6.73%) Objective-C
13 6 (5.77%) Java 8
14 5 (4.81%) Go
14 5 (4.81%) Kotlin
15 1 (0.96%) Rust
Qualifications
1 13 (12.50%) Degree
2 5 (4.81%) ITIL Certification
3 1 (0.96%) AWS Certification
3 1 (0.96%) Computer Science Degree
3 1 (0.96%) PMP
Quality Assurance & Compliance
1 3 (2.88%) GCP
2 1 (0.96%) GDPR
2 1 (0.96%) QA
System Software
1 21 (20.19%) Docker
2 15 (14.42%) HDFS
3 2 (1.92%) Virtual Machines
Systems Management
1 7 (6.73%) Kubernetes
2 3 (2.88%) Kibana
3 2 (1.92%) Ansible
3 2 (1.92%) Puppet
4 1 (0.96%) Oozie
4 1 (0.96%) Opscode Chef
Vendors
1 8 (7.69%) Google
2 5 (4.81%) Siemens
2 5 (4.81%) Tableau
3 3 (2.88%) Oracle
4 1 (0.96%) Atlassian
4 1 (0.96%) Cloudera
4 1 (0.96%) Hortonworks
4 1 (0.96%) hybris
4 1 (0.96%) RapidMiner
4 1 (0.96%) Twitter
4 1 (0.96%) Xamarin