Period
to 16 December 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 16 December 2018 with a comparison to the same period in the previous 2 years.

Scala
North West > Manchester
6 months to
16 Dec 2018
Same period 2017 Same period 2016
Rank 188 205 213
Rank change year-on-year +17 +8 +33
Permanent jobs citing Scala 97 93 75
As % of all permanent IT jobs advertised in Manchester 1.36% 1.20% 1.01%
As % of the Programming Languages category 2.41% 2.07% 1.73%
Number of salaries quoted 83 78 67
Manchester median annual salary £70,000 £57,500 £57,500
Median salary % change year-on-year +21.74% - +15.00%
10th Percentile £52,500 £36,250 £38,750
90th Percentile £91,250 £80,000 £76,000
North West median annual salary £70,000 £57,500 £52,500
% change year-on-year +21.74% +9.52% +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 4,023 4,495 4,344
As % of all permanent IT jobs advertised in Manchester 56.57% 57.78% 58.40%
Number of salaries quoted 3,392 3,825 3,855
Manchester median annual salary £45,000 £42,500 £42,500
Median salary % change year-on-year +5.88% - +6.25%
10th Percentile £29,000 £27,500 £26,750
90th Percentile £70,000 £62,500 £61,250
North West median annual salary £45,000 £42,500 £40,000
% change year-on-year +5.88% +6.25% -

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 16 December 2018.

Salary histogram for Scala in Manchester

For the 6 months to 16 December 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 (87.63%) Java
2 73 (75.26%) Python
3 70 (72.16%) Agile Software Development
4 66 (68.04%) Big Data
5 61 (62.89%) Hadoop
5 61 (62.89%) Apache Spark
6 59 (60.82%) DevOps
7 56 (57.73%) Amazon AWS
7 56 (57.73%) TDD
8 54 (55.67%) NoSQL
9 53 (54.64%) Kafka
10 50 (51.55%) Data Modelling
11 49 (50.52%) Cloud Computing
11 49 (50.52%) Data Engineering
12 48 (49.48%) MongoDB
13 46 (47.42%) Degree
14 44 (45.36%) Apache
14 44 (45.36%) Open Source
15 43 (44.33%) Computer Science
16 42 (43.30%) Web Services
17 41 (42.27%) JIRA
17 41 (42.27%) CA Agile Central
18 40 (41.24%) Mathematics
18 40 (41.24%) Change Management
19 39 (40.21%) Spark Streaming
20 38 (39.18%) Flink
20 38 (39.18%) Amazon Redshift
20 38 (39.18%) Amazon EMR
20 38 (39.18%) Amazon EC2
20 38 (39.18%) Amazon Athena

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 61 (62.89%) Apache Spark
2 44 (45.36%) Apache
3 5 (5.15%) Cloud Foundry
4 3 (3.09%) Elasticsearch
4 3 (3.09%) WildFly
5 1 (1.03%) Apache Airflow
5 1 (1.03%) Apache Pig
5 1 (1.03%) JBoss
Cloud Services
1 56 (57.73%) Amazon AWS
2 49 (50.52%) Cloud Computing
3 38 (39.18%) Amazon EC2
3 38 (39.18%) Amazon EMR
4 12 (12.37%) Microsoft Azure
5 10 (10.31%) Google Cloud Platform
6 5 (5.15%) PaaS
7 4 (4.12%) SaaS
8 2 (2.06%) GitHub
9 1 (1.03%) Amazon S3
9 1 (1.03%) Amazon SageMaker
9 1 (1.03%) AWS Lambda
9 1 (1.03%) Serverless
Communications & Networking
1 17 (17.53%) Internet
2 7 (7.22%) HTTP
Database & Business Intelligence
1 66 (68.04%) Big Data
2 61 (62.89%) Hadoop
3 54 (55.67%) NoSQL
4 48 (49.48%) MongoDB
5 38 (39.18%) Amazon Athena
5 38 (39.18%) Amazon Redshift
5 38 (39.18%) Flink
6 8 (8.25%) Apache Cassandra
6 8 (8.25%) Apache Hive
7 7 (7.22%) HBase
7 7 (7.22%) Relational Database
8 6 (6.19%) SQL Server
9 5 (5.15%) PostgreSQL
9 5 (5.15%) Redis
10 4 (4.12%) Data Lake
10 4 (4.12%) DB2
10 4 (4.12%) MySQL
10 4 (4.12%) Neo4j
11 2 (2.06%) Data Warehouse
11 2 (2.06%) Spark SQL
Development Applications
1 41 (42.27%) JIRA
2 14 (14.43%) Git (software)
3 3 (3.09%) IntelliJ
4 1 (1.03%) Jenkins
4 1 (1.03%) Protractor
4 1 (1.03%) Selenium
4 1 (1.03%) Subversion
General
1 11 (11.34%) Finance
2 5 (5.15%) Banking
2 5 (5.15%) Law
2 5 (5.15%) Military
3 4 (4.12%) Marketing
4 1 (1.03%) Electronics
4 1 (1.03%) Games
4 1 (1.03%) Retail
Job Titles
1 33 (34.02%) Data Engineer
2 24 (24.74%) Big Data Engineer
3 22 (22.68%) Developer
3 22 (22.68%) Senior Data Engineer
4 19 (19.59%) Architect
4 19 (19.59%) Data Architect
5 17 (17.53%) Senior Architect
5 17 (17.53%) Senior Data Architect
6 10 (10.31%) Java Developer
7 7 (7.22%) Software Engineer
8 6 (6.19%) Big Data Developer
8 6 (6.19%) Senior Developer
9 5 (5.15%) .NET Developer
9 5 (5.15%) Cloud Engineer
9 5 (5.15%) Project Leader
9 5 (5.15%) Team Leader
10 4 (4.12%) C# Developer
10 4 (4.12%) Cloud Software Engineer
10 4 (4.12%) Hadoop Engineer
10 4 (4.12%) Senior .NET Developer
Libraries, Frameworks & Software Standards
1 53 (54.64%) Kafka
2 42 (43.30%) Web Services
3 39 (40.21%) Spark Streaming
4 14 (14.43%) Spring
5 10 (10.31%) HTML
6 9 (9.28%) CSS
7 8 (8.25%) AngularJS
8 7 (7.22%) RESTful
9 6 (6.19%) .NET
9 6 (6.19%) Node.js
9 6 (6.19%) Play Framework
9 6 (6.19%) REST
10 5 (5.15%) .NET Framework
10 5 (5.15%) Apache Wicket
10 5 (5.15%) ASP.NET Web API
10 5 (5.15%) RabbitMQ
11 4 (4.12%) Backbone.js
11 4 (4.12%) J2EE
11 4 (4.12%) KnockoutJS
11 4 (4.12%) Razor View Engine
Miscellaneous
1 22 (22.68%) Internet of Things
2 6 (6.19%) Analytical Skills
3 5 (5.15%) Industrial Internet of Things
4 4 (4.12%) Greenfield Project
5 1 (1.03%) Algorithms
5 1 (1.03%) Enterprise Software
5 1 (1.03%) Fintech
5 1 (1.03%) Marketing Technology
5 1 (1.03%) Online Banking
5 1 (1.03%) Public Cloud
5 1 (1.03%) Social Media
5 1 (1.03%) User Experience
Operating Systems
1 10 (10.31%) Linux
2 4 (4.12%) Windows
3 3 (3.09%) Ubuntu
3 3 (3.09%) Unix
4 1 (1.03%) Android
4 1 (1.03%) Apple iOS
Processes & Methodologies
1 70 (72.16%) Agile Software Development
2 59 (60.82%) DevOps
3 56 (57.73%) TDD
4 50 (51.55%) Data Modelling
5 49 (50.52%) Data Engineering
6 44 (45.36%) Open Source
7 43 (44.33%) Computer Science
8 40 (41.24%) Change Management
8 40 (41.24%) Mathematics
9 37 (38.14%) Data Ingestion
10 36 (37.11%) Configuration Management
11 29 (29.90%) Software Engineering
12 23 (23.71%) Data Analysis
13 19 (19.59%) Analytics
14 18 (18.56%) Data Architecture
14 18 (18.56%) Data Science
15 17 (17.53%) Continuous Integration
16 12 (12.37%) Mentoring
17 10 (10.31%) Scrum
18 9 (9.28%) Business Intelligence
Programming Languages
1 85 (87.63%) Java
2 73 (75.26%) Python
3 17 (17.53%) JavaScript
4 14 (14.43%) SQL
5 11 (11.34%) Groovy
6 10 (10.31%) Ruby
7 8 (8.25%) C#
7 8 (8.25%) C++
8 4 (4.12%) Go
9 2 (2.06%) C
9 2 (2.06%) Java 8
9 2 (2.06%) R
10 1 (1.03%) Apple Swift
10 1 (1.03%) Clojure
10 1 (1.03%) Objective-C
10 1 (1.03%) PHP
10 1 (1.03%) Rust
Qualifications
1 46 (47.42%) Degree
2 37 (38.14%) Computer Science Degree
2 37 (38.14%) Numerate Degree
3 5 (5.15%) ITIL Certification
4 1 (1.03%) AWS Certification
System Software
1 10 (10.31%) Docker
2 5 (5.15%) HDFS
3 1 (1.03%) NFS
3 1 (1.03%) Virtual Machines
Systems Management
1 9 (9.28%) Kubernetes
2 4 (4.12%) Ansible
2 4 (4.12%) Terraform
3 3 (3.09%) Oozie
Vendors
1 41 (42.27%) CA Agile Central
2 8 (8.25%) Oracle
3 6 (6.19%) Google
3 6 (6.19%) Hortonworks
4 5 (5.15%) Siemens
4 5 (5.15%) Tableau
5 4 (4.12%) Cloudera
5 4 (4.12%) MapR
5 4 (4.12%) Teradata
6 1 (1.03%) IBM
6 1 (1.03%) Informatica
6 1 (1.03%) Microsoft
6 1 (1.03%) Talend
6 1 (1.03%) Xamarin