Period
to 19 November 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 19 November 2018 with a comparison to the same period in the previous 2 years.

Apache Hadoop
Scotland > Glasgow
6 months to
19 Nov 2018
Same period 2017 Same period 2016
Rank 74 92 86
Rank change year-on-year +18 -6 +26
Permanent jobs citing Hadoop 76 60 54
As % of all permanent IT jobs advertised in Glasgow 3.60% 2.63% 2.51%
As % of the Database & Business Intelligence category 8.94% 6.86% 6.52%
Number of salaries quoted 65 33 15
Glasgow median annual salary £52,500 £52,500 £40,000
Median salary % change year-on-year - +31.25% -33.33%
10th Percentile £45,000 £35,000 £27,700
90th Percentile £65,000 £75,000 £55,750
Scotland median annual salary £50,000 £55,000 £50,000
% change year-on-year -9.09% +10.00% -9.09%

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 850 874 828
As % of all permanent IT jobs advertised in Glasgow 40.28% 38.30% 38.46%
Number of salaries quoted 631 504 402
Glasgow median annual salary £47,500 £45,000 £42,500
Median salary % change year-on-year +5.56% +5.88% +4.29%
10th Percentile £32,500 £31,500 £29,025
90th Percentile £65,000 £67,500 £61,250
Scotland median annual salary £45,000 £41,750 £42,500
% change year-on-year +7.78% -1.76% +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 19 November 2018.

Salary histogram for Hadoop in Glasgow

For the 6 months to 19 November 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 68 (89.47%) Python
2 62 (81.58%) SQL
3 61 (80.26%) Java
4 57 (75.00%) Agile Software Development
4 57 (75.00%) NoSQL
5 55 (72.37%) Finance
6 54 (71.05%) Hibernate
6 54 (71.05%) Spring
6 54 (71.05%) Docker
7 52 (68.42%) Ansible
7 52 (68.42%) SDLC
7 52 (68.42%) Puppet
7 52 (68.42%) JavaScript
7 52 (68.42%) HTML
8 51 (67.11%) OO
8 51 (67.11%) Maven
9 48 (63.16%) PostgreSQL
9 48 (63.16%) MySQL
9 48 (63.16%) Enterprise Software
10 47 (61.84%) AngularJS
10 47 (61.84%) Collaborative Working
10 47 (61.84%) Oracle
10 47 (61.84%) PHP
10 47 (61.84%) OOP
11 21 (27.63%) Apache Spark
12 18 (23.68%) Big Data
13 14 (18.42%) Apache Hive
14 11 (14.47%) Artificial Intelligence
15 10 (13.16%) TDD
15 10 (13.16%) HBase

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 (27.63%) Apache Spark
2 5 (6.58%) JBoss
2 5 (6.58%) Jetty
2 5 (6.58%) Tomcat
2 5 (6.58%) WebLogic
3 4 (5.26%) Apache Pig
3 4 (5.26%) WebSphere
4 3 (3.95%) SAS
5 1 (1.32%) Apache Solr
Cloud Services
1 7 (9.21%) Amazon AWS
2 5 (6.58%) Microsoft Azure
3 3 (3.95%) Amazon EMR
4 2 (2.63%) GitHub
5 1 (1.32%) Google Analytics
5 1 (1.32%) Google Cloud Platform
Communications & Networking
1 3 (3.95%) AMQP
Database & Business Intelligence
1 57 (75.00%) NoSQL
2 48 (63.16%) MySQL
2 48 (63.16%) PostgreSQL
3 18 (23.68%) Big Data
4 14 (18.42%) Apache Hive
5 10 (13.16%) HBase
6 5 (6.58%) Couchbase
6 5 (6.58%) Data Lake
6 5 (6.58%) MongoDB
6 5 (6.58%) SQL Server
6 5 (6.58%) SQL Server 2012
7 4 (5.26%) Amazon Redshift
7 4 (5.26%) Redis
8 3 (3.95%) RDBMS
8 3 (3.95%) Relational Database
8 3 (3.95%) Riak
8 3 (3.95%) Sqoop
9 2 (2.63%) Data Mining
9 2 (2.63%) Impala
9 2 (2.63%) Sybase ASE
Development Applications
1 51 (67.11%) Maven
2 5 (6.58%) Cucumber
2 5 (6.58%) Selenium
3 4 (5.26%) Eclipse
3 4 (5.26%) Git (software)
3 4 (5.26%) Jenkins
4 3 (3.95%) FitNesse
4 3 (3.95%) JUnit
4 3 (3.95%) Vagrant
5 2 (2.63%) FindBugs
5 2 (2.63%) IntelliJ
5 2 (2.63%) Subversion
6 1 (1.32%) Mockito
6 1 (1.32%) TestNG
General
1 55 (72.37%) Finance
2 4 (5.26%) Banking
3 3 (3.95%) Financial Institution
4 2 (2.63%) Manufacturing
5 1 (1.32%) Front Office
5 1 (1.32%) Investment Banking
5 1 (1.32%) Law
Job Titles
1 43 (56.58%) Developer
2 30 (39.47%) Java Developer
3 23 (30.26%) Technical Leader
4 8 (10.53%) Big Data Developer
5 4 (5.26%) Consultant
5 4 (5.26%) Hadoop Developer
6 3 (3.95%) AWS Consultant
6 3 (3.95%) Data Scientist
6 3 (3.95%) Python Developer
6 3 (3.95%) Software Developer
7 2 (2.63%) Big Data Consultant
7 2 (2.63%) Data Consultant
7 2 (2.63%) Data Engineer
7 2 (2.63%) Senior Big Data Developer
7 2 (2.63%) Senior Data Scientist
7 2 (2.63%) Senior Developer
7 2 (2.63%) SQL Developer
8 1 (1.32%) Java Software Engineer
8 1 (1.32%) Software Engineer
8 1 (1.32%) Team Leader
Libraries, Frameworks & Software Standards
1 54 (71.05%) Hibernate
1 54 (71.05%) Spring
2 52 (68.42%) HTML
3 47 (61.84%) AngularJS
4 6 (7.89%) Kafka
5 4 (5.26%) HTML5
5 4 (5.26%) JMS
5 4 (5.26%) JPA
5 4 (5.26%) RabbitMQ
6 3 (3.95%) REST
6 3 (3.95%) TIBCO EMS
6 3 (3.95%) WebSphere MQ
7 2 (2.63%) Apache Avro
7 2 (2.63%) Apache Axis
7 2 (2.63%) Drools
7 2 (2.63%) Natural Language Processing
7 2 (2.63%) Spring Boot
8 1 (1.32%) J2EE
8 1 (1.32%) SOAP
8 1 (1.32%) Swing
Miscellaneous
1 48 (63.16%) Enterprise Software
2 5 (6.58%) Analytical Skills
2 5 (6.58%) Robotics
3 2 (2.63%) Cloud Native
3 2 (2.63%) Computer Science
3 2 (2.63%) Mainframe
4 1 (1.32%) Analytical Mindset
4 1 (1.32%) Greenfield Project
4 1 (1.32%) Management Information System
4 1 (1.32%) Public Cloud
4 1 (1.32%) Reference Data
4 1 (1.32%) Self-Motivation
Operating Systems
1 3 (3.95%) Linux
2 2 (2.63%) Unix
3 1 (1.32%) CentOS
3 1 (1.32%) Red Hat Enterprise Linux
Processes & Methodologies
1 57 (75.00%) Agile Software Development
2 52 (68.42%) SDLC
3 51 (67.11%) OO
4 47 (61.84%) Collaborative Working
4 47 (61.84%) OOP
5 11 (14.47%) Artificial Intelligence
6 10 (13.16%) TDD
7 8 (10.53%) Analytics
7 8 (10.53%) Mentoring
8 6 (7.89%) BDD
8 6 (7.89%) Data Development
8 6 (7.89%) Data Science
8 6 (7.89%) Multithreading
8 6 (7.89%) UML
9 5 (6.58%) Machine Learning
9 5 (6.58%) OOA/OOD
9 5 (6.58%) SOA
9 5 (6.58%) Software Engineering
10 4 (5.26%) Microservices
10 4 (5.26%) Test Automation
Programming Languages
1 68 (89.47%) Python
2 62 (81.58%) SQL
3 61 (80.26%) Java
4 52 (68.42%) JavaScript
5 47 (61.84%) PHP
6 9 (11.84%) R
7 6 (7.89%) Bash Shell
7 6 (7.89%) Ruby
8 3 (3.95%) C++
9 2 (2.63%) Shell Script
9 2 (2.63%) T-SQL
10 1 (1.32%) Java 8
10 1 (1.32%) Scala
Qualifications
1 2 (2.63%) Degree
1 2 (2.63%) PhD
Quality Assurance & Compliance
1 3 (3.95%) QA
System Software
1 54 (71.05%) Docker
2 6 (7.89%) HDFS
3 1 (1.32%) Apache Flume
Systems Management
1 52 (68.42%) Ansible
1 52 (68.42%) Puppet
2 5 (6.58%) Opscode Chef
3 3 (3.95%) Cobbler
3 3 (3.95%) Oozie
4 1 (1.32%) Salt
Vendors
1 47 (61.84%) Oracle
2 4 (5.26%) IBM
2 4 (5.26%) TIBCO
3 3 (3.95%) Informatica
4 2 (2.63%) Cloudera
4 2 (2.63%) Cognizant
4 2 (2.63%) Google
4 2 (2.63%) Salesforce.com
4 2 (2.63%) SAP
4 2 (2.63%) Sybase
5 1 (1.32%) Tableau