Period
to 23 September 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 23 September 2018 with a comparison to the same period in the previous 2 years.

Apache Hadoop
Scotland > Glasgow
6 months to
23 Sep 2018
Same period 2017 Same period 2016
Rank 68 99 89
Rank change year-on-year +31 -10 +35
Permanent jobs citing Hadoop 93 54 63
As % of all permanent IT jobs advertised in Glasgow 4.21% 2.34% 2.68%
As % of the Database & Business Intelligence category 9.98% 5.45% 6.84%
Number of salaries quoted 80 47 13
Glasgow median annual salary £50,000 £40,000 £45,000
Median salary % change year-on-year +25.00% -11.11% -25.00%
10th Percentile £45,000 £35,000 £28,775
90th Percentile £65,000 £75,000 £56,000
Scotland median annual salary £50,000 £50,000 £55,000
% change year-on-year - -9.09% -8.33%

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 932 991 921
As % of all permanent IT jobs advertised in Glasgow 42.15% 42.86% 39.17%
Number of salaries quoted 713 574 411
Glasgow median annual salary £47,500 £45,000 £42,500
Median salary % change year-on-year +5.56% +5.88% -
10th Percentile £32,500 £30,900 £28,500
90th Percentile £66,250 £70,000 £62,500
Scotland median annual salary £45,000 £41,500 £43,500
% change year-on-year +8.43% -4.60% +3.57%

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 23 September 2018.

Salary histogram for Hadoop in Glasgow

For the 6 months to 23 September 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 77 (82.80%) Python
2 73 (78.49%) Java
3 72 (77.42%) SQL
4 69 (74.19%) Hibernate
4 69 (74.19%) Spring
4 69 (74.19%) Docker
5 66 (70.97%) NoSQL
5 66 (70.97%) Agile Software Development
6 65 (69.89%) Maven
7 63 (67.74%) Puppet
7 63 (67.74%) JavaScript
7 63 (67.74%) HTML
7 63 (67.74%) Ansible
8 62 (66.67%) Enterprise Software
8 62 (66.67%) Finance
9 60 (64.52%) SDLC
10 59 (63.44%) OO
11 58 (62.37%) MySQL
11 58 (62.37%) PostgreSQL
11 58 (62.37%) Collaborative Working
12 57 (61.29%) AngularJS
12 57 (61.29%) Oracle
12 57 (61.29%) PHP
12 57 (61.29%) OOP
13 27 (29.03%) Apache Spark
14 23 (24.73%) Big Data
15 17 (18.28%) Apache Hive
16 13 (13.98%) TDD
16 13 (13.98%) Analytics
17 12 (12.90%) R

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 27 (29.03%) Apache Spark
2 7 (7.53%) Apache Pig
3 6 (6.45%) JBoss
3 6 (6.45%) Jetty
3 6 (6.45%) SAS
3 6 (6.45%) Tomcat
3 6 (6.45%) WebLogic
4 4 (4.30%) WebSphere
5 1 (1.08%) Apache Solr
Cloud Services
1 11 (11.83%) Amazon AWS
2 6 (6.45%) Amazon EMR
2 6 (6.45%) Microsoft Azure
3 2 (2.15%) GitHub
4 1 (1.08%) Google Analytics
4 1 (1.08%) Google Cloud Platform
Communications & Networking
1 3 (3.23%) AMQP
Database & Business Intelligence
1 66 (70.97%) NoSQL
2 58 (62.37%) MySQL
2 58 (62.37%) PostgreSQL
3 23 (24.73%) Big Data
4 17 (18.28%) Apache Hive
5 10 (10.75%) HBase
6 7 (7.53%) Amazon Redshift
7 6 (6.45%) Couchbase
7 6 (6.45%) MongoDB
7 6 (6.45%) SQL Server
7 6 (6.45%) Sqoop
8 5 (5.38%) Data Lake
8 5 (5.38%) Redis
8 5 (5.38%) SQL Server 2012
9 4 (4.30%) Data Mining
9 4 (4.30%) Riak
10 2 (2.15%) Data Warehouse
10 2 (2.15%) Impala
10 2 (2.15%) Parquet
11 1 (1.08%) IBM BigInsights
Development Applications
1 65 (69.89%) Maven
2 8 (8.60%) Eclipse
2 8 (8.60%) Git (software)
3 6 (6.45%) Cucumber
3 6 (6.45%) Selenium
4 4 (4.30%) FitNesse
4 4 (4.30%) Jenkins
4 4 (4.30%) Vagrant
5 3 (3.23%) JUnit
6 2 (2.15%) FindBugs
6 2 (2.15%) IntelliJ
6 2 (2.15%) Subversion
7 1 (1.08%) Mockito
7 1 (1.08%) TestNG
General
1 62 (66.67%) Finance
2 4 (4.30%) Banking
3 2 (2.15%) Financial Institution
3 2 (2.15%) Manufacturing
4 1 (1.08%) Front Office
4 1 (1.08%) Investment Banking
4 1 (1.08%) Law
Job Titles
1 50 (53.76%) Developer
2 40 (43.01%) Java Developer
3 24 (25.81%) Technical Leader
4 11 (11.83%) Consultant
5 8 (8.60%) Big Data Developer
6 6 (6.45%) AWS Consultant
7 5 (5.38%) Big Data Consultant
7 5 (5.38%) Data Consultant
7 5 (5.38%) Java Consultant
8 4 (4.30%) Hadoop Developer
9 3 (3.23%) Data Scientist
10 2 (2.15%) Data Engineer
10 2 (2.15%) Senior Big Data Developer
10 2 (2.15%) Senior Data Scientist
10 2 (2.15%) Senior Developer
11 1 (1.08%) Java Software Engineer
11 1 (1.08%) Python Developer
11 1 (1.08%) Software Developer
11 1 (1.08%) Software Engineer
11 1 (1.08%) Team Leader
Libraries, Frameworks & Software Standards
1 69 (74.19%) Hibernate
1 69 (74.19%) Spring
2 63 (67.74%) HTML
3 57 (61.29%) AngularJS
4 7 (7.53%) REST
5 6 (6.45%) Apache Axis
5 6 (6.45%) Drools
5 6 (6.45%) Kafka
5 6 (6.45%) Spring Boot
6 5 (5.38%) HTML5
6 5 (5.38%) J2EE
7 4 (4.30%) JMS
7 4 (4.30%) JPA
7 4 (4.30%) RabbitMQ
8 3 (3.23%) TIBCO EMS
8 3 (3.23%) WebSphere MQ
9 2 (2.15%) Apache Avro
9 2 (2.15%) Natural Language Processing
10 1 (1.08%) SOAP
10 1 (1.08%) Struts
Miscellaneous
1 62 (66.67%) Enterprise Software
2 7 (7.53%) Analytical Skills
3 5 (5.38%) Robotics
4 3 (3.23%) Computer Science
5 2 (2.15%) Analytical Mindset
5 2 (2.15%) Cloud Native
5 2 (2.15%) Data Structures
5 2 (2.15%) Mainframe
6 1 (1.08%) Greenfield Project
6 1 (1.08%) Management Information System
6 1 (1.08%) Public Cloud
6 1 (1.08%) Reference Data
6 1 (1.08%) Self-Motivation
Operating Systems
1 2 (2.15%) Unix
2 1 (1.08%) CentOS
2 1 (1.08%) Linux
2 1 (1.08%) Red Hat Enterprise Linux
Processes & Methodologies
1 66 (70.97%) Agile Software Development
2 60 (64.52%) SDLC
3 59 (63.44%) OO
4 58 (62.37%) Collaborative Working
5 57 (61.29%) OOP
6 13 (13.98%) Analytics
6 13 (13.98%) TDD
7 11 (11.83%) Artificial Intelligence
8 10 (10.75%) UML
9 9 (9.68%) Data Science
10 8 (8.60%) Mentoring
10 8 (8.60%) Microservices
11 7 (7.53%) Continuous Integration
11 7 (7.53%) ETL
11 7 (7.53%) Multithreading
11 7 (7.53%) OOA/OOD
11 7 (7.53%) SOA
11 7 (7.53%) Stakeholder Management
12 6 (6.45%) Data Development
12 6 (6.45%) RAD
Programming Languages
1 77 (82.80%) Python
2 73 (78.49%) Java
3 72 (77.42%) SQL
4 63 (67.74%) JavaScript
5 57 (61.29%) PHP
6 12 (12.90%) R
7 7 (7.53%) Bash Shell
7 7 (7.53%) Ruby
8 3 (3.23%) Scala
9 2 (2.15%) Shell Script
10 1 (1.08%) C++
10 1 (1.08%) Java 8
Qualifications
1 2 (2.15%) Degree
1 2 (2.15%) PhD
Quality Assurance & Compliance
1 3 (3.23%) QA
System Software
1 69 (74.19%) Docker
2 9 (9.68%) HDFS
3 1 (1.08%) Apache Flume
Systems Management
1 63 (67.74%) Ansible
1 63 (67.74%) Puppet
2 6 (6.45%) Oozie
2 6 (6.45%) Opscode Chef
3 4 (4.30%) Cobbler
4 1 (1.08%) Salt
Vendors
1 57 (61.29%) Oracle
2 4 (4.30%) IBM
2 4 (4.30%) TIBCO
3 3 (3.23%) Cloudera
3 3 (3.23%) Informatica
4 2 (2.15%) Cognizant
4 2 (2.15%) Google
4 2 (2.15%) Salesforce.com
4 2 (2.15%) SAP
4 2 (2.15%) Splunk
5 1 (1.08%) Tableau