Period
to 15 October 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 15 October 2018 with a comparison to the same period in the previous 2 years.

Scala
North West > Manchester
6 months to
15 Oct 2018
Same period 2017 Same period 2016
Rank 184 214 206
Rank change year-on-year +30 -8 +32
Permanent jobs citing Scala 101 78 73
As % of all permanent IT jobs advertised in Manchester 1.39% 1.01% 1.00%
As % of the Programming Languages category 2.39% 1.71% 1.74%
Number of salaries quoted 80 58 64
Manchester median annual salary £57,250 £50,000 £57,500
Median salary % change year-on-year +14.50% -13.04% +15.00%
10th Percentile £37,500 £26,250 £37,875
90th Percentile £91,250 £73,750 £76,250
North West median annual salary £57,500 £50,000 £52,500
% change year-on-year +15.00% -4.76% +5.00%

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 4,233 4,549 4,185
As % of all permanent IT jobs advertised in Manchester 58.15% 58.73% 57.28%
Number of salaries quoted 3,589 3,891 3,688
Manchester median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% -
10th Percentile £27,950 £27,500 £26,600
90th Percentile £66,250 £61,250 £60,000
North West median annual salary £45,000 £42,000 £40,000
% change year-on-year +7.14% +5.00% -

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 15 October 2018.

Salary histogram for Scala in Manchester

For the 6 months to 15 October 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 85 (84.16%) Java
2 66 (65.35%) Python
3 51 (50.50%) Agile Software Development
4 46 (45.54%) Software Engineering
5 45 (44.55%) Big Data
6 40 (39.60%) Hadoop
7 37 (36.63%) Amazon AWS
7 37 (36.63%) Apache Spark
8 36 (35.64%) TDD
9 34 (33.66%) Analytics
10 33 (32.67%) DevOps
10 33 (32.67%) Data Science
11 28 (27.72%) Kafka
12 27 (26.73%) NoSQL
13 26 (25.74%) MongoDB
14 25 (24.75%) JavaScript
15 23 (22.77%) Degree
16 21 (20.79%) Spring
16 21 (20.79%) Cloud Computing
16 21 (20.79%) Data Engineering
17 20 (19.80%) Git (software)
17 20 (19.80%) SQL
17 20 (19.80%) Data Modelling
18 19 (18.81%) Apache
18 19 (18.81%) Open Source
18 19 (18.81%) Machine Learning
19 18 (17.82%) Computer Science
19 18 (17.82%) Continuous Integration
19 18 (17.82%) Web Services
20 17 (16.83%) C#

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 37 (36.63%) Apache Spark
2 19 (18.81%) Apache
3 7 (6.93%) Elasticsearch
4 5 (4.95%) Cloud Foundry
5 3 (2.97%) WildFly
6 1 (0.99%) Apache Pig
6 1 (0.99%) EPiServer
6 1 (0.99%) SAS
Applications
1 1 (0.99%) S-PLUS
Cloud Services
1 37 (36.63%) Amazon AWS
2 21 (20.79%) Cloud Computing
3 14 (13.86%) Amazon EC2
4 13 (12.87%) Amazon EMR
5 9 (8.91%) Microsoft Azure
6 7 (6.93%) Google Cloud Platform
6 7 (6.93%) SaaS
7 5 (4.95%) PaaS
8 2 (1.98%) Amazon S3
8 2 (1.98%) GitHub
9 1 (0.99%) Amazon SageMaker
9 1 (0.99%) AWS Lambda
9 1 (0.99%) Serverless
Communications & Networking
1 8 (7.92%) Internet
2 7 (6.93%) HTTP
Database & Business Intelligence
1 45 (44.55%) Big Data
2 40 (39.60%) Hadoop
3 27 (26.73%) NoSQL
4 26 (25.74%) MongoDB
5 13 (12.87%) Amazon Athena
5 13 (12.87%) Amazon Redshift
5 13 (12.87%) Flink
6 10 (9.90%) Apache Cassandra
7 9 (8.91%) Redis
8 7 (6.93%) HBase
8 7 (6.93%) Relational Database
9 6 (5.94%) Apache Hive
9 6 (5.94%) SQL Server
10 5 (4.95%) PostgreSQL
11 4 (3.96%) Data Lake
11 4 (3.96%) DB2
11 4 (3.96%) Neo4j
11 4 (3.96%) Text Mining
12 3 (2.97%) Amazon DynamoDB
12 3 (2.97%) MySQL
Development Applications
1 20 (19.80%) Git (software)
2 15 (14.85%) JIRA
3 10 (9.90%) Jenkins
4 6 (5.94%) Xcode
5 5 (4.95%) Gradle
6 3 (2.97%) IntelliJ
6 3 (2.97%) Selenium
7 2 (1.98%) JMeter
7 2 (1.98%) JUnit
7 2 (1.98%) Protractor
7 2 (1.98%) Subversion
8 1 (0.99%) Maven
General
1 17 (16.83%) Finance
2 11 (10.89%) Banking
3 9 (8.91%) Law
4 7 (6.93%) Retail
5 5 (4.95%) Marketing
5 5 (4.95%) Military
6 4 (3.96%) Investment Banking
7 1 (0.99%) Games
7 1 (0.99%) Thai Language
Job Titles
1 38 (37.62%) Developer
2 16 (15.84%) Java Developer
3 14 (13.86%) Data Engineer
4 12 (11.88%) Big Data Developer
5 11 (10.89%) Data Scientist
6 10 (9.90%) Architect
6 10 (9.90%) Data Architect
7 8 (7.92%) Big Data Engineer
7 8 (7.92%) Senior Architect
7 8 (7.92%) Senior Data Architect
8 7 (6.93%) Software Engineer
8 7 (6.93%) Team Leader
9 6 (5.94%) .NET Developer
9 6 (5.94%) C# Developer
9 6 (5.94%) Senior Data Engineer
9 6 (5.94%) Senior Developer
10 5 (4.95%) Android Developer
10 5 (4.95%) Project Leader
11 4 (3.96%) Process Engineer
11 4 (3.96%) Senior .NET Developer
Libraries, Frameworks & Software Standards
1 28 (27.72%) Kafka
2 21 (20.79%) Spring
3 18 (17.82%) Web Services
4 15 (14.85%) HTML
5 14 (13.86%) CSS
6 12 (11.88%) AngularJS
6 12 (11.88%) Node.js
6 12 (11.88%) RESTful
6 12 (11.88%) Spark Streaming
7 9 (8.91%) RabbitMQ
8 8 (7.92%) .NET
8 8 (7.92%) Hibernate
8 8 (7.92%) React
9 7 (6.93%) Natural Language Processing
9 7 (6.93%) TensorFlow
10 6 (5.94%) Android SDK
10 6 (5.94%) iOS SDK
10 6 (5.94%) REST
11 5 (4.95%) .NET Framework
11 5 (4.95%) Apache Wicket
Miscellaneous
1 18 (17.82%) Computer Science
2 13 (12.87%) Internet of Things
3 7 (6.93%) Algorithms
3 7 (6.93%) Analytical Skills
4 6 (5.94%) Data Structures
4 6 (5.94%) Greenfield Project
5 5 (4.95%) Industrial Internet of Things
5 5 (4.95%) Mobile App
5 5 (4.95%) Online Banking
5 5 (4.95%) User Experience
6 4 (3.96%) Mobile Banking
6 4 (3.96%) Social Media
7 3 (2.97%) Fintech
8 1 (0.99%) Enterprise Software
8 1 (0.99%) Marketing Technology
8 1 (0.99%) Public Cloud
Operating Systems
1 8 (7.92%) Android
1 8 (7.92%) Apple iOS
2 6 (5.94%) Linux
3 3 (2.97%) Ubuntu
4 1 (0.99%) Windows
Processes & Methodologies
1 51 (50.50%) Agile Software Development
2 46 (45.54%) Software Engineering
3 36 (35.64%) TDD
4 34 (33.66%) Analytics
5 33 (32.67%) Data Science
5 33 (32.67%) DevOps
6 21 (20.79%) Data Engineering
7 20 (19.80%) Data Modelling
8 19 (18.81%) Machine Learning
8 19 (18.81%) Open Source
9 18 (17.82%) Continuous Integration
10 17 (16.83%) Mentoring
10 17 (16.83%) Scrum
11 16 (15.84%) Data Analytics
11 16 (15.84%) Mathematics
12 13 (12.87%) BDD
13 12 (11.88%) Change Management
13 12 (11.88%) Data Ingestion
13 12 (11.88%) Microservices
14 11 (10.89%) Configuration Management
Programming Languages
1 85 (84.16%) Java
2 66 (65.35%) Python
3 25 (24.75%) JavaScript
4 20 (19.80%) SQL
5 17 (16.83%) C#
6 16 (15.84%) Ruby
7 15 (14.85%) C++
8 12 (11.88%) Groovy
8 12 (11.88%) R
9 7 (6.93%) Apple Swift
9 7 (6.93%) Objective-C
10 6 (5.94%) C
10 6 (5.94%) Clojure
10 6 (5.94%) HiveQL
10 6 (5.94%) Java 8
11 5 (4.95%) Kotlin
12 3 (2.97%) Go
13 1 (0.99%) Rust
Qualifications
1 23 (22.77%) Degree
2 12 (11.88%) Computer Science Degree
2 12 (11.88%) Numerate Degree
3 5 (4.95%) ITIL Certification
4 1 (0.99%) AWS Certification
Quality Assurance & Compliance
1 1 (0.99%) QA
System Software
1 16 (15.84%) Docker
2 10 (9.90%) HDFS
3 2 (1.98%) Virtual Machines
Systems Management
1 7 (6.93%) Kubernetes
2 2 (1.98%) Kibana
3 1 (0.99%) Ansible
3 1 (0.99%) Oozie
3 1 (0.99%) Puppet
3 1 (0.99%) Terraform
Vendors
1 13 (12.87%) CA Agile Central
2 9 (8.91%) Google
3 8 (7.92%) Oracle
4 5 (4.95%) Siemens
4 5 (4.95%) Tableau
5 4 (3.96%) Cloudera
5 4 (3.96%) Hortonworks
5 4 (3.96%) MapR
5 4 (3.96%) Teradata
6 1 (0.99%) Atlassian
6 1 (0.99%) hybris
6 1 (0.99%) IBM
6 1 (0.99%) Informatica
6 1 (0.99%) Talend
6 1 (0.99%) Twitter
6 1 (0.99%) Xamarin