Period
to 21 April 2018

The following table provides summary statistics for permanent job vacancies advertised in Glasgow with a requirement for Hadoop skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Hadoop over the 6 months to 21 April 2018 with a comparison to the same period in the previous 2 years.

Apache Hadoop
Scotland > Glasgow
6 months to
21 Apr 2018
Same period 2017 Same period 2016
Rank 78 112 128
Rank change year-on-year +34 +16 -9
Permanent jobs citing Hadoop 99 20 30
As % of all permanent IT jobs advertised in Glasgow 4.02% 1.06% 1.13%
As % of the Database & Business Intelligence category 10.73% 2.31% 3.03%
Number of salaries quoted 70 25 11
Glasgow median annual salary £50,000 £40,000 £45,000
Median salary % change year-on-year +25.00% -11.11% +12.50%
10th Percentile £37,500 £35,000 £35,000
90th Percentile £65,000 £48,750 £56,250
Scotland median annual salary £50,000 £47,500 £45,000
% change year-on-year +5.26% +5.56% +12.50%

Hadoop is in the Databases and Business Intelligence category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Glasgow with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Glasgow
Permanent vacancies with a requirement for database or business intelligence skills 923 866 991
As % of all permanent IT jobs advertised in Glasgow 37.49% 45.77% 37.45%
Number of salaries quoted 662 492 543
Glasgow median annual salary £46,750 £45,000 £42,500
Median salary % change year-on-year +3.89% +5.88% +6.25%
10th Percentile £31,525 £29,275 £28,750
90th Percentile £72,500 £67,500 £63,750
Scotland median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - +6.25%

Hadoop
Job Vacancy Trend in Glasgow

Job postings citing Hadoop as a percentage of all IT jobs advertised in Glasgow.

Job vacancy trend for Hadoop in Glasgow

Hadoop
Salary Trend in Glasgow

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

Salary trend for Hadoop in Glasgow

Hadoop
Salary Histogram in Glasgow

The salary distribution of IT jobs citing Hadoop in Glasgow over the 6 months to 21 April 2018.

Salary histogram for Hadoop in Glasgow

For the 6 months to 21 April 2018, IT jobs citing Hadoop 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 Glasgow region with a requirement for Hadoop.

1 89 (89.90%) Python
2 85 (85.86%) Spring
2 85 (85.86%) NoSQL
3 84 (84.85%) Java
4 82 (82.83%) Agile Software Development
5 75 (75.76%) Ansible
6 74 (74.75%) Docker
6 74 (74.75%) Puppet
6 74 (74.75%) Hibernate
6 74 (74.75%) JavaScript
6 74 (74.75%) HTML
6 74 (74.75%) SQL
7 69 (69.70%) Finance
8 65 (65.66%) MySQL
9 58 (58.59%) Collaborative Working
10 56 (56.57%) AngularJS
11 55 (55.56%) Oracle
11 55 (55.56%) PostgreSQL
12 54 (54.55%) OO
13 53 (53.54%) PHP
13 53 (53.54%) OOP
13 53 (53.54%) Maven
13 53 (53.54%) Enterprise Software
13 53 (53.54%) SDLC
14 33 (33.33%) MongoDB
15 22 (22.22%) Ruby
15 22 (22.22%) TDD
16 21 (21.21%) Selenium
16 21 (21.21%) FitNesse
16 21 (21.21%) Multithreading

Hadoop
Co-occurring IT Skills in Glasgow 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 20 (20.20%) JBoss
1 20 (20.20%) Jetty
1 20 (20.20%) Tomcat
1 20 (20.20%) WebLogic
2 11 (11.11%) Apache Spark
3 9 (9.09%) WebSphere
4 2 (2.02%) Elasticsearch
5 1 (1.01%) nginx
5 1 (1.01%) OpenStack
5 1 (1.01%) SAS
5 1 (1.01%) Tornado
Cloud Services
1 8 (8.08%) Microsoft Azure
2 7 (7.07%) Amazon AWS
3 2 (2.02%) Azure Data Factory
3 2 (2.02%) Cloud Computing
4 1 (1.01%) Amazon EC2
4 1 (1.01%) Amazon EMR
4 1 (1.01%) Amazon S3
4 1 (1.01%) AWS CloudFormation
4 1 (1.01%) AWS Lambda
4 1 (1.01%) Serverless
Communications & Networking
1 9 (9.09%) AMQP
Database & Business Intelligence
1 85 (85.86%) NoSQL
2 65 (65.66%) MySQL
3 55 (55.56%) PostgreSQL
4 33 (33.33%) MongoDB
5 21 (21.21%) Couchbase
5 21 (21.21%) Redis
5 21 (21.21%) Riak
6 16 (16.16%) Big Data
7 10 (10.10%) Blockchain
8 8 (8.08%) SQL Server
9 7 (7.07%) SQL Server Analysis Services
9 7 (7.07%) SQL Server Integration Services
9 7 (7.07%) SQL Server Reporting Services
10 5 (5.05%) Data Warehouse
11 4 (4.04%) Relational Database
12 3 (3.03%) Apache Hive
12 3 (3.03%) Data Mining
13 2 (2.02%) Azure SQL Database
13 2 (2.02%) Pentaho
13 2 (2.02%) RDBMS
Development Applications
1 53 (53.54%) Maven
2 21 (21.21%) Cucumber
2 21 (21.21%) FitNesse
2 21 (21.21%) Selenium
2 21 (21.21%) Vagrant
3 1 (1.01%) Gatling
3 1 (1.01%) Git (software)
3 1 (1.01%) JMeter
3 1 (1.01%) Mercurial
3 1 (1.01%) Subversion
3 1 (1.01%) The Grinder
General
1 69 (69.70%) Finance
2 2 (2.02%) Advertising
2 2 (2.02%) Banking
3 1 (1.01%) Financial Institution
3 1 (1.01%) Games
3 1 (1.01%) Investment Banking
Job Titles
1 77 (77.78%) Developer
2 72 (72.73%) Java Developer
3 9 (9.09%) Technical Leader
4 6 (6.06%) Designer
5 4 (4.04%) Full Stack Developer
6 3 (3.03%) Consultant
7 2 (2.02%) Data Consultant
7 2 (2.02%) Data Engineer
7 2 (2.02%) Data Scientist
8 1 (1.01%) Analytics Developer
8 1 (1.01%) Big Data Developer
8 1 (1.01%) Cloud Engineer
8 1 (1.01%) Cloud Software Engineer
8 1 (1.01%) Data Science Graduate
8 1 (1.01%) DevOps Administrator
8 1 (1.01%) DevOps Engineer
8 1 (1.01%) Linux DevOps Engineer
8 1 (1.01%) Linux Systems Engineer
8 1 (1.01%) Senior Cloud Engineer
8 1 (1.01%) Web Engineer
Libraries, Frameworks & Software Standards
1 85 (85.86%) Spring
2 74 (74.75%) Hibernate
2 74 (74.75%) HTML
3 56 (56.57%) AngularJS
4 21 (21.21%) HTML5
5 11 (11.11%) J2EE
5 11 (11.11%) REST
6 10 (10.10%) Kafka
7 9 (9.09%) JMS
7 9 (9.09%) JPA
7 9 (9.09%) RabbitMQ
7 9 (9.09%) TIBCO EMS
7 9 (9.09%) WebSphere MQ
8 2 (2.02%) Node.js
9 1 (1.01%) Apache Camel
9 1 (1.01%) D3.js
9 1 (1.01%) Flask
9 1 (1.01%) PostGIS
9 1 (1.01%) Protocol Buffers
9 1 (1.01%) Samza
Miscellaneous
1 53 (53.54%) Enterprise Software
2 10 (10.10%) Client/Server
3 2 (2.02%) Algorithms
3 2 (2.02%) Cloud Native
3 2 (2.02%) Data Structures
3 2 (2.02%) Driving Licence
4 1 (1.01%) Analytical Skills
4 1 (1.01%) AS400
4 1 (1.01%) Computer Science
4 1 (1.01%) Cyberthreat
4 1 (1.01%) Data Centre
4 1 (1.01%) Greenfield Project
4 1 (1.01%) User Experience
Operating Systems
1 3 (3.03%) Linux
2 1 (1.01%) CentOS
2 1 (1.01%) Mac OS
2 1 (1.01%) Ubuntu
2 1 (1.01%) Unix
2 1 (1.01%) Windows
Processes & Methodologies
1 82 (82.83%) Agile Software Development
2 58 (58.59%) Collaborative Working
3 54 (54.55%) OO
4 53 (53.54%) OOP
4 53 (53.54%) SDLC
5 22 (22.22%) TDD
6 21 (21.21%) Multithreading
7 19 (19.19%) Concurrent Programming
8 12 (12.12%) MapReduce
9 11 (11.11%) Multithreaded Programming
9 11 (11.11%) Test Automation
10 10 (10.10%) BDD
10 10 (10.10%) High Availability
10 10 (10.10%) Integration Testing
10 10 (10.10%) Scrum
10 10 (10.10%) UML
11 9 (9.09%) DSDM
11 9 (9.09%) RUP
11 9 (9.09%) Software Engineering
11 9 (9.09%) System Testing
Programming Languages
1 89 (89.90%) Python
2 84 (84.85%) Java
3 74 (74.75%) JavaScript
3 74 (74.75%) SQL
4 53 (53.54%) PHP
5 22 (22.22%) Ruby
6 21 (21.21%) Bash Shell
7 3 (3.03%) R
7 3 (3.03%) Scala
8 2 (2.02%) HiveQL
9 1 (1.01%) C#
9 1 (1.01%) Clojure
9 1 (1.01%) Erlang
9 1 (1.01%) F#
9 1 (1.01%) Haskell
9 1 (1.01%) Java 8
9 1 (1.01%) Jython
9 1 (1.01%) MATLAB
Qualifications
1 1 (1.01%) Degree
Quality Assurance & Compliance
1 8 (8.08%) QA
System Software
1 74 (74.75%) Docker
2 3 (3.03%) HDFS
3 1 (1.01%) Apache ZooKeeper
3 1 (1.01%) VirtualBox
3 1 (1.01%) VMware Infrastructure
Systems Management
1 75 (75.76%) Ansible
2 74 (74.75%) Puppet
3 21 (21.21%) Cobbler
3 21 (21.21%) Opscode Chef
4 2 (2.02%) logstash
5 1 (1.01%) HAProxy
5 1 (1.01%) Kibana
5 1 (1.01%) Mesos
Vendors
1 55 (55.56%) Oracle
2 9 (9.09%) IBM
2 9 (9.09%) TIBCO
3 8 (8.08%) Informatica
4 2 (2.02%) Microsoft
4 2 (2.02%) Splunk
5 1 (1.01%) Cloudera
5 1 (1.01%) SAP
5 1 (1.01%) Sybase
5 1 (1.01%) Talend
5 1 (1.01%) VMware