Period
to 22 February 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 22 February 2018 with a comparison to the same period in the previous 2 years.

Apache Hadoop
Scotland > Glasgow
6 months to
22 Feb 2018
Same period 2017 Same period 2016
Rank 78 92 122
Rank change year-on-year +14 +30 -1
Permanent jobs citing Hadoop 82 27 31
As % of all permanent IT jobs advertised in Glasgow 3.60% 1.44% 1.16%
As % of the Database & Business Intelligence category 10.00% 3.53% 3.11%
Number of salaries quoted 48 15 14
Glasgow median annual salary £50,000 £40,000 £46,250
Median salary % change year-on-year +25.00% -13.51% +15.63%
10th Percentile £37,500 £35,000 £35,000
90th Percentile £63,250 £56,500 £65,000
Scotland median annual salary £50,000 £50,000 £45,000
% change year-on-year - +11.11% +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 820 764 998
As % of all permanent IT jobs advertised in Glasgow 35.96% 40.72% 37.27%
Number of salaries quoted 545 448 576
Glasgow median annual salary £47,500 £45,000 £40,000
Median salary % change year-on-year +5.56% +12.50% -
10th Percentile £32,000 £31,250 £28,750
90th Percentile £70,000 £61,250 £60,000
Scotland median annual salary £42,500 £42,500 £41,500
% change year-on-year - +2.41% +3.75%

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 22 February 2018.

Salary histogram for Hadoop in Glasgow

For the 6 months to 22 February 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 71 (86.59%) Python
2 70 (85.37%) Java
3 66 (80.49%) Spring
4 64 (78.05%) NoSQL
5 61 (74.39%) Agile Software Development
6 53 (64.63%) JavaScript
7 52 (63.41%) Finance
7 52 (63.41%) Ansible
8 51 (62.20%) Docker
8 51 (62.20%) Puppet
8 51 (62.20%) Hibernate
8 51 (62.20%) HTML
9 49 (59.76%) SQL
10 44 (53.66%) MySQL
11 37 (45.12%) MongoDB
12 34 (41.46%) AngularJS
13 32 (39.02%) Oracle
14 31 (37.80%) PostgreSQL
14 31 (37.80%) SDLC
15 30 (36.59%) Collaborative Working
15 30 (36.59%) OO
16 29 (35.37%) OOP
16 29 (35.37%) PHP
16 29 (35.37%) Maven
16 29 (35.37%) Enterprise Software
17 25 (30.49%) Big Data
17 25 (30.49%) Concurrent Programming
18 23 (28.05%) TDD
18 23 (28.05%) Ruby
19 22 (26.83%) Selenium

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 21 (25.61%) JBoss
1 21 (25.61%) Jetty
1 21 (25.61%) Tomcat
1 21 (25.61%) WebLogic
2 14 (17.07%) Apache Spark
3 13 (15.85%) WebSphere
4 2 (2.44%) Elasticsearch
5 1 (1.22%) nginx
5 1 (1.22%) OpenStack
5 1 (1.22%) SAS
5 1 (1.22%) Tornado
Cloud Services
1 4 (4.88%) Cloud Computing
2 3 (3.66%) Amazon AWS
2 3 (3.66%) Microsoft Azure
3 1 (1.22%) Amazon EC2
3 1 (1.22%) Amazon EMR
3 1 (1.22%) Amazon S3
3 1 (1.22%) AWS CloudFormation
3 1 (1.22%) AWS Lambda
3 1 (1.22%) Azure Data Factory
3 1 (1.22%) Serverless
Communications & Networking
1 13 (15.85%) AMQP
Database & Business Intelligence
1 64 (78.05%) NoSQL
2 44 (53.66%) MySQL
3 37 (45.12%) MongoDB
4 31 (37.80%) PostgreSQL
5 25 (30.49%) Big Data
6 22 (26.83%) Couchbase
6 22 (26.83%) Redis
6 22 (26.83%) Riak
7 12 (14.63%) Blockchain
8 6 (7.32%) Apache Hive
8 6 (7.32%) Relational Database
9 4 (4.88%) Data Mining
10 3 (3.66%) Data Warehouse
10 3 (3.66%) RDBMS
10 3 (3.66%) SQL Server
11 2 (2.44%) Pentaho
11 2 (2.44%) SQL Server Analysis Services
11 2 (2.44%) SQL Server Integration Services
11 2 (2.44%) SQL Server Reporting Services
12 1 (1.22%) Azure SQL Database
Development Applications
1 29 (35.37%) Maven
2 22 (26.83%) Cucumber
2 22 (26.83%) FitNesse
2 22 (26.83%) Selenium
2 22 (26.83%) Vagrant
3 1 (1.22%) Gatling
3 1 (1.22%) Git (software)
3 1 (1.22%) JMeter
3 1 (1.22%) Mercurial
3 1 (1.22%) Subversion
3 1 (1.22%) The Grinder
General
1 52 (63.41%) Finance
2 2 (2.44%) Banking
3 1 (1.22%) Advertising
3 1 (1.22%) Financial Institution
3 1 (1.22%) Games
3 1 (1.22%) Investment Banking
3 1 (1.22%) Marketing
Job Titles
1 69 (84.15%) Developer
2 63 (76.83%) Java Developer
3 10 (12.20%) Full Stack Developer
4 4 (4.88%) Senior Developer
4 4 (4.88%) Senior Java Developer
5 3 (3.66%) Administrator
5 3 (3.66%) Angular Developer
5 3 (3.66%) Big Data Developer
5 3 (3.66%) Data Scientist
5 3 (3.66%) Designer
6 2 (2.44%) Data Engineer
6 2 (2.44%) DevOps Administrator
6 2 (2.44%) DevOps Engineer
6 2 (2.44%) DevOps Systems Engineer
6 2 (2.44%) Linux DevOps Administrator
6 2 (2.44%) Linux/Unix DevOps
6 2 (2.44%) Senior Full Stack Developer
6 2 (2.44%) Senior JavaScript Developer
6 2 (2.44%) Unix Linux Engineer
6 2 (2.44%) Unix Linux Systems Administrator
Libraries, Frameworks & Software Standards
1 66 (80.49%) Spring
2 51 (62.20%) Hibernate
2 51 (62.20%) HTML
3 34 (41.46%) AngularJS
4 22 (26.83%) HTML5
5 15 (18.29%) Kafka
6 13 (15.85%) J2EE
6 13 (15.85%) JMS
6 13 (15.85%) JPA
6 13 (15.85%) RabbitMQ
6 13 (15.85%) REST
6 13 (15.85%) TIBCO EMS
6 13 (15.85%) WebSphere MQ
7 3 (3.66%) Angular 2
8 2 (2.44%) Bokeh
8 2 (2.44%) Node.js
8 2 (2.44%) PySpark
8 2 (2.44%) React
8 2 (2.44%) SparkR
8 2 (2.44%) Twitter Bootstrap
Miscellaneous
1 29 (35.37%) Enterprise Software
2 12 (14.63%) Client/Server
3 3 (3.66%) Greenfield Project
3 3 (3.66%) User Experience
4 2 (2.44%) Algorithms
4 2 (2.44%) Cloud Native
4 2 (2.44%) Computer Science
4 2 (2.44%) Data Structures
5 1 (1.22%) Analytical Skills
5 1 (1.22%) AS400
5 1 (1.22%) Cyberthreat
5 1 (1.22%) Data Centre
5 1 (1.22%) Driving Licence
5 1 (1.22%) Replication
Operating Systems
1 4 (4.88%) Linux
2 2 (2.44%) Unix
3 1 (1.22%) CentOS
3 1 (1.22%) Mac OS
3 1 (1.22%) Ubuntu
3 1 (1.22%) Windows
Processes & Methodologies
1 61 (74.39%) Agile Software Development
2 31 (37.80%) SDLC
3 30 (36.59%) Collaborative Working
3 30 (36.59%) OO
4 29 (35.37%) OOP
5 25 (30.49%) Concurrent Programming
6 23 (28.05%) TDD
7 22 (26.83%) Multithreading
8 15 (18.29%) MapReduce
8 15 (18.29%) Test Automation
9 14 (17.07%) BDD
9 14 (17.07%) Integration Testing
9 14 (17.07%) Scrum
9 14 (17.07%) UML
10 13 (15.85%) DSDM
10 13 (15.85%) Kanban
10 13 (15.85%) RUP
10 13 (15.85%) Software Engineering
10 13 (15.85%) System Testing
11 12 (14.63%) High Availability
Programming Languages
1 71 (86.59%) Python
2 70 (85.37%) Java
3 53 (64.63%) JavaScript
4 49 (59.76%) SQL
5 29 (35.37%) PHP
6 23 (28.05%) Ruby
7 22 (26.83%) Bash Shell
8 6 (7.32%) Scala
9 5 (6.10%) R
10 3 (3.66%) HiveQL
11 1 (1.22%) C#
11 1 (1.22%) Clojure
11 1 (1.22%) Erlang
11 1 (1.22%) F#
11 1 (1.22%) Haskell
11 1 (1.22%) Jython
11 1 (1.22%) MATLAB
Qualifications
1 1 (1.22%) Degree
1 1 (1.22%) PhD
Quality Assurance & Compliance
1 12 (14.63%) QA
2 2 (2.44%) Data Quality
3 1 (1.22%) SLA
System Software
1 51 (62.20%) Docker
2 3 (3.66%) HDFS
3 1 (1.22%) Apache ZooKeeper
3 1 (1.22%) VirtualBox
3 1 (1.22%) VMware Infrastructure
Systems Management
1 52 (63.41%) Ansible
2 51 (62.20%) Puppet
3 22 (26.83%) Cobbler
3 22 (26.83%) Opscode Chef
4 2 (2.44%) logstash
5 1 (1.22%) HAProxy
5 1 (1.22%) Kibana
5 1 (1.22%) Mesos
5 1 (1.22%) Oozie
Vendors
1 32 (39.02%) Oracle
2 13 (15.85%) IBM
2 13 (15.85%) TIBCO
3 9 (10.98%) Informatica
4 2 (2.44%) Cloudera
4 2 (2.44%) Splunk
5 1 (1.22%) Microsoft
5 1 (1.22%) SAP
5 1 (1.22%) Sybase
5 1 (1.22%) Tableau
5 1 (1.22%) Talend
5 1 (1.22%) VMware