Period
to 20 July 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 20 July 2018 with a comparison to the same period in the previous 2 years.

Apache Hadoop
Scotland > Glasgow
6 months to
20 Jul 2018
Same period 2017 Same period 2016
Rank 72 103 106
Rank change year-on-year +31 +3 +20
Permanent jobs citing Hadoop 103 37 57
As % of all permanent IT jobs advertised in Glasgow 4.21% 1.68% 2.19%
As % of the Database & Business Intelligence category 10.18% 3.67% 5.62%
Number of salaries quoted 90 51 12
Glasgow median annual salary £50,000 £40,000 £48,250
Median salary % change year-on-year +25.00% -17.10% -12.27%
10th Percentile £41,000 £35,000 £34,613
90th Percentile £65,000 £75,000 £56,250
Scotland median annual salary £50,000 £42,500 £55,000
% change year-on-year +17.65% -22.73% +8.37%

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 1,012 1,008 1,014
As % of all permanent IT jobs advertised in Glasgow 41.36% 45.74% 38.99%
Number of salaries quoted 762 580 479
Glasgow median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% -
10th Percentile £32,500 £28,975 £27,500
90th Percentile £71,250 £71,250 £64,750
Scotland median annual salary £45,000 £42,500 £43,500
% change year-on-year +5.88% -2.30% +8.75%

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 20 July 2018.

Salary histogram for Hadoop in Glasgow

For the 6 months to 20 July 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 85 (82.52%) Java
2 82 (79.61%) Spring
3 81 (78.64%) Hibernate
3 81 (78.64%) Python
3 81 (78.64%) Docker
4 80 (77.67%) SQL
5 77 (74.76%) Ansible
6 76 (73.79%) Agile Software Development
6 76 (73.79%) Puppet
6 76 (73.79%) NoSQL
7 75 (72.82%) JavaScript
7 75 (72.82%) HTML
8 68 (66.02%) Collaborative Working
9 67 (65.05%) Enterprise Software
9 67 (65.05%) Maven
10 66 (64.08%) Finance
11 64 (62.14%) PostgreSQL
11 64 (62.14%) AngularJS
12 63 (61.17%) SDLC
12 63 (61.17%) MySQL
12 63 (61.17%) OO
13 62 (60.19%) OOP
13 62 (60.19%) Oracle
13 62 (60.19%) PHP
14 23 (22.33%) Apache Spark
15 19 (18.45%) TDD
16 16 (15.53%) Amazon AWS
16 16 (15.53%) Big Data
17 15 (14.56%) Ruby
18 14 (13.59%) Bash Shell

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 23 (22.33%) Apache Spark
2 12 (11.65%) JBoss
2 12 (11.65%) Jetty
2 12 (11.65%) Tomcat
2 12 (11.65%) WebLogic
3 7 (6.80%) Apache Pig
3 7 (6.80%) SAS
4 4 (3.88%) WebSphere
5 2 (1.94%) Elasticsearch
6 1 (0.97%) Apache Solr
6 1 (0.97%) nginx
6 1 (0.97%) OpenStack
6 1 (0.97%) Tornado
Cloud Services
1 16 (15.53%) Amazon AWS
2 10 (9.71%) Microsoft Azure
3 7 (6.80%) Amazon EMR
4 2 (1.94%) Azure Data Factory
4 2 (1.94%) Cloud Computing
5 1 (0.97%) Amazon EC2
5 1 (0.97%) Amazon S3
5 1 (0.97%) AWS CloudFormation
5 1 (0.97%) AWS Lambda
5 1 (0.97%) GitHub
5 1 (0.97%) Google Analytics
5 1 (0.97%) Google Cloud Platform
5 1 (0.97%) Serverless
Communications & Networking
1 4 (3.88%) AMQP
Database & Business Intelligence
1 76 (73.79%) NoSQL
2 64 (62.14%) PostgreSQL
3 63 (61.17%) MySQL
4 16 (15.53%) Big Data
5 13 (12.62%) Couchbase
5 13 (12.62%) MongoDB
5 13 (12.62%) Redis
6 12 (11.65%) Riak
7 9 (8.74%) SQL Server
8 8 (7.77%) Amazon Redshift
8 8 (7.77%) Apache Hive
8 8 (7.77%) SQL Server Analysis Services
8 8 (7.77%) SQL Server Integration Services
8 8 (7.77%) SQL Server Reporting Services
9 7 (6.80%) Data Warehouse
10 6 (5.83%) Sqoop
11 3 (2.91%) Data Lake
11 3 (2.91%) Data Mining
12 2 (1.94%) Azure SQL Data Warehouse
12 2 (1.94%) HDInsight
Development Applications
1 67 (65.05%) Maven
2 13 (12.62%) Cucumber
2 13 (12.62%) Selenium
3 12 (11.65%) FitNesse
3 12 (11.65%) Vagrant
4 6 (5.83%) Git (software)
5 5 (4.85%) Eclipse
6 2 (1.94%) Jenkins
7 1 (0.97%) Gatling
7 1 (0.97%) JMeter
7 1 (0.97%) JUnit
7 1 (0.97%) Mercurial
7 1 (0.97%) Mockito
7 1 (0.97%) Subversion
7 1 (0.97%) TestNG
7 1 (0.97%) The Grinder
General
1 66 (64.08%) Finance
2 3 (2.91%) Banking
3 2 (1.94%) Advertising
3 2 (1.94%) Financial Institution
4 1 (0.97%) Games
4 1 (0.97%) Investment Banking
Job Titles
1 59 (57.28%) Developer
2 57 (55.34%) Java Developer
3 20 (19.42%) Technical Leader
4 13 (12.62%) Consultant
5 7 (6.80%) Data Consultant
6 6 (5.83%) AWS Consultant
6 6 (5.83%) Designer
7 5 (4.85%) Big Data Consultant
7 5 (4.85%) Java Consultant
8 3 (2.91%) Data Engineer
9 2 (1.94%) Analytics Developer
10 1 (0.97%) Angular Developer
10 1 (0.97%) Big Data Developer
10 1 (0.97%) Cloud Engineer
10 1 (0.97%) Cloud Software Engineer
10 1 (0.97%) Data Scientist
10 1 (0.97%) DevOps Engineer
10 1 (0.97%) Full Stack Developer
10 1 (0.97%) Senior Cloud Engineer
10 1 (0.97%) Senior Software Engineer
Libraries, Frameworks & Software Standards
1 82 (79.61%) Spring
2 81 (78.64%) Hibernate
3 75 (72.82%) HTML
4 64 (62.14%) AngularJS
5 12 (11.65%) HTML5
6 7 (6.80%) REST
7 6 (5.83%) J2EE
7 6 (5.83%) Kafka
7 6 (5.83%) Spring Boot
8 5 (4.85%) Apache Axis
8 5 (4.85%) Drools
8 5 (4.85%) JPA
9 4 (3.88%) JMS
9 4 (3.88%) RabbitMQ
9 4 (3.88%) TIBCO EMS
9 4 (3.88%) WebSphere MQ
10 1 (0.97%) Flask
10 1 (0.97%) Node.js
10 1 (0.97%) PostGIS
10 1 (0.97%) Protocol Buffers
Miscellaneous
1 67 (65.05%) Enterprise Software
2 4 (3.88%) Analytical Skills
2 4 (3.88%) Data Structures
3 2 (1.94%) Algorithms
3 2 (1.94%) Analytical Mindset
3 2 (1.94%) Cloud Native
3 2 (1.94%) Computer Science
3 2 (1.94%) Driving Licence
4 1 (0.97%) AS400
4 1 (0.97%) Cyberthreat
4 1 (0.97%) Data Centre
4 1 (0.97%) Public Cloud
4 1 (0.97%) Self-Motivation
4 1 (0.97%) User Experience
Operating Systems
1 2 (1.94%) Linux
2 1 (0.97%) CentOS
2 1 (0.97%) Mac OS
2 1 (0.97%) Red Hat Enterprise Linux
2 1 (0.97%) Windows
Processes & Methodologies
1 76 (73.79%) Agile Software Development
2 68 (66.02%) Collaborative Working
3 63 (61.17%) OO
3 63 (61.17%) SDLC
4 62 (60.19%) OOP
5 19 (18.45%) TDD
6 14 (13.59%) ETL
7 12 (11.65%) Analytics
7 12 (11.65%) Deployment Automation
7 12 (11.65%) Multithreading
8 11 (10.68%) Stakeholder Management
8 11 (10.68%) UML
9 9 (8.74%) Data Analysis
10 7 (6.80%) Continuous Integration
10 7 (6.80%) Data Modelling
10 7 (6.80%) Data Science
10 7 (6.80%) Multithreaded Programming
11 6 (5.83%) Machine Learning
11 6 (5.83%) Microservices
11 6 (5.83%) Translating Business Requirements
Programming Languages
1 85 (82.52%) Java
2 81 (78.64%) Python
3 80 (77.67%) SQL
4 75 (72.82%) JavaScript
5 62 (60.19%) PHP
6 15 (14.56%) Ruby
7 14 (13.59%) Bash Shell
8 7 (6.80%) R
9 5 (4.85%) Scala
10 1 (0.97%) C#
10 1 (0.97%) Clojure
10 1 (0.97%) Erlang
10 1 (0.97%) F#
10 1 (0.97%) Haskell
10 1 (0.97%) Java 8
10 1 (0.97%) MATLAB
Qualifications
1 1 (0.97%) Degree
Quality Assurance & Compliance
1 3 (2.91%) QA
2 1 (0.97%) GCP
System Software
1 81 (78.64%) Docker
2 10 (9.71%) HDFS
3 1 (0.97%) Apache Flume
3 1 (0.97%) Apache ZooKeeper
3 1 (0.97%) VirtualBox
3 1 (0.97%) VMware Infrastructure
Systems Management
1 77 (74.76%) Ansible
2 76 (73.79%) Puppet
3 14 (13.59%) Opscode Chef
4 12 (11.65%) Cobbler
5 6 (5.83%) Oozie
6 2 (1.94%) logstash
7 1 (0.97%) HAProxy
7 1 (0.97%) Kibana
7 1 (0.97%) Mesos
7 1 (0.97%) Salt
Vendors
1 62 (60.19%) Oracle
2 5 (4.85%) IBM
3 4 (3.88%) Splunk
3 4 (3.88%) TIBCO
4 3 (2.91%) Informatica
5 2 (1.94%) Cloudera
5 2 (1.94%) Microsoft
6 1 (0.97%) Google
6 1 (0.97%) SAP
6 1 (0.97%) Sybase
6 1 (0.97%) Tableau
6 1 (0.97%) VMware