Period
to 21 June 2018

The following table provides summary statistics for permanent job vacancies advertised in Scotland 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 June 2018 with a comparison to the same period in the previous 2 years.

Apache Hadoop
UK > Scotland
6 months to
21 Jun 2018
Same period 2017 Same period 2016
Rank 96 102 162
Rank change year-on-year +6 +60 +27
Permanent jobs citing Hadoop 160 114 78
As % of all permanent IT jobs advertised in Scotland 2.79% 2.31% 1.35%
As % of the Database & Business Intelligence category 8.54% 6.06% 4.33%
Number of salaries quoted 118 88 35
Scotland median annual salary £50,000 £40,000 £55,000
Median salary % change year-on-year +25.00% -27.27% +22.22%
10th Percentile £37,500 £35,000 £35,000
90th Percentile £65,000 £83,250 £69,500
UK median annual salary £65,000 £65,000 £62,500
% change year-on-year - +4.00% -

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 Scotland with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Scotland
Permanent vacancies with a requirement for database or business intelligence skills 1,873 1,880 1,800
As % of all permanent IT jobs advertised in Scotland 32.69% 38.10% 31.20%
Number of salaries quoted 1,346 1,163 988
Scotland median annual salary £45,000 £42,500 £42,500
Median salary % change year-on-year +5.88% - +6.25%
10th Percentile £30,000 £28,523 £28,675
90th Percentile £70,000 £70,000 £64,750
UK median annual salary £50,000 £47,500 £47,500
% change year-on-year +5.26% - +5.56%

Hadoop
Job Vacancy Trend in Scotland

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

Job vacancy trend for Hadoop in Scotland

Hadoop
Salary Trend in Scotland

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

Salary trend for Hadoop in Scotland

Hadoop
Salary Histogram in Scotland

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

Salary histogram for Hadoop in Scotland

Hadoop
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Hadoop within the Scotland region over the 6 months to 21 June 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Glasgow +34 109 £50,000 +25.00% 10
Edinburgh -55 49 £50,000 +25.00% 7
Aberdeen - 3 £37,500 -
Hadoop
UK

For the 6 months to 21 June 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 Scotland region with a requirement for Hadoop.

1 110 (68.75%) SQL
2 107 (66.88%) Java
3 101 (63.13%) Python
4 90 (56.25%) Spring
5 89 (55.63%) Agile Software Development
5 89 (55.63%) JavaScript
5 89 (55.63%) NoSQL
6 85 (53.13%) Docker
6 85 (53.13%) HTML
6 85 (53.13%) Hibernate
7 83 (51.88%) Finance
8 82 (51.25%) Ansible
9 79 (49.38%) Puppet
10 69 (43.13%) AngularJS
10 69 (43.13%) Collaborative Working
11 68 (42.50%) PostgreSQL
11 68 (42.50%) Maven
12 67 (41.88%) Oracle
12 67 (41.88%) Enterprise Software
13 66 (41.25%) MySQL
13 66 (41.25%) SDLC
14 63 (39.38%) OO
15 62 (38.75%) OOP
15 62 (38.75%) PHP
16 51 (31.88%) Apache Spark
17 42 (26.25%) Big Data
18 33 (20.63%) Analytics
19 26 (16.25%) TDD
20 25 (15.63%) Apache Hive
21 24 (15.00%) Amazon AWS

Hadoop
Co-occurring IT Skills in Scotland 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 51 (31.88%) Apache Spark
2 22 (13.75%) SAS
3 15 (9.38%) JBoss
3 15 (9.38%) Jetty
3 15 (9.38%) Tomcat
3 15 (9.38%) WebLogic
4 9 (5.63%) Apache Pig
5 7 (4.38%) Elasticsearch
6 4 (2.50%) WebSphere
7 2 (1.25%) Apache Solr
8 1 (0.63%) Jupyter
8 1 (0.63%) nginx
8 1 (0.63%) OpenStack
8 1 (0.63%) SharePoint
8 1 (0.63%) Tornado
Applications
1 6 (3.75%) Microsoft Office
1 6 (3.75%) MS Visio
2 5 (3.13%) Microsoft Excel
2 5 (3.13%) Microsoft PowerPoint
2 5 (3.13%) Microsoft Project
Cloud Services
1 24 (15.00%) Amazon AWS
2 16 (10.00%) Microsoft Azure
3 9 (5.63%) Amazon EMR
4 4 (2.50%) Amazon S3
5 3 (1.88%) Amazon EC2
5 3 (1.88%) AWS Lambda
5 3 (1.88%) Cloud Computing
5 3 (1.88%) Serverless
6 2 (1.25%) AWS CloudFormation
6 2 (1.25%) Azure Data Factory
6 2 (1.25%) Google Analytics
6 2 (1.25%) Google Cloud Platform
7 1 (0.63%) AWS Data Pipeline
7 1 (0.63%) Cortana Intelligence Suite
7 1 (0.63%) GitHub
Communications & Networking
1 8 (5.00%) HTTP
2 4 (2.50%) AMQP
Database & Business Intelligence
1 89 (55.63%) NoSQL
2 68 (42.50%) PostgreSQL
3 66 (41.25%) MySQL
4 42 (26.25%) Big Data
5 25 (15.63%) Apache Hive
6 23 (14.38%) MongoDB
7 17 (10.63%) Apache Cassandra
8 16 (10.00%) Couchbase
8 16 (10.00%) Redis
9 15 (9.38%) Riak
10 14 (8.75%) HBase
11 13 (8.13%) SQL Server
12 11 (6.88%) Amazon Redshift
13 10 (6.25%) Data Mining
14 9 (5.63%) Data Warehouse
14 9 (5.63%) SQL Server Integration Services
14 9 (5.63%) SQL Server Reporting Services
15 8 (5.00%) SQL Server Analysis Services
16 7 (4.38%) Relational Database
16 7 (4.38%) Sqoop
Development Applications
1 68 (42.50%) Maven
2 16 (10.00%) Cucumber
2 16 (10.00%) Selenium
3 15 (9.38%) FitNesse
3 15 (9.38%) Vagrant
4 12 (7.50%) Git (software)
5 6 (3.75%) Jenkins
6 5 (3.13%) Eclipse
7 3 (1.88%) Atlassian Bamboo
7 3 (1.88%) GitLab
8 2 (1.25%) JUnit
8 2 (1.25%) Mockito
8 2 (1.25%) TestNG
9 1 (0.63%) Gatling
9 1 (0.63%) JMeter
9 1 (0.63%) Mercurial
9 1 (0.63%) Subversion
9 1 (0.63%) The Grinder
General
1 83 (51.88%) Finance
2 10 (6.25%) Banking
3 5 (3.13%) Marketing
4 2 (1.25%) Advertising
4 2 (1.25%) Financial Institution
5 1 (0.63%) Games
5 1 (0.63%) Investment Banking
5 1 (0.63%) Legal
5 1 (0.63%) Retail
5 1 (0.63%) Wholesale Banking
Job Titles
1 72 (45.00%) Developer
2 67 (41.88%) Java Developer
3 16 (10.00%) Data Engineer
3 16 (10.00%) Technical Leader
4 14 (8.75%) Consultant
5 10 (6.25%) Analyst
5 10 (6.25%) Data Analyst
5 10 (6.25%) Software Engineer
6 8 (5.00%) Data Scientist
7 7 (4.38%) AWS Consultant
7 7 (4.38%) Data Consultant
7 7 (4.38%) Designer
7 7 (4.38%) Java Engineer
7 7 (4.38%) Java Software Engineer
8 5 (3.13%) Big Data Consultant
8 5 (3.13%) Java Consultant
8 5 (3.13%) Senior Analyst
8 5 (3.13%) Senior Data Analyst
9 4 (2.50%) Architect
9 4 (2.50%) Technical Architect
Libraries, Frameworks & Software Standards
1 90 (56.25%) Spring
2 85 (53.13%) Hibernate
2 85 (53.13%) HTML
3 69 (43.13%) AngularJS
4 22 (13.75%) HTML5
5 21 (13.13%) Kafka
6 16 (10.00%) REST
7 7 (4.38%) J2EE
8 6 (3.75%) Spring Boot
9 5 (3.13%) Apache Axis
9 5 (3.13%) Drools
9 5 (3.13%) JPA
9 5 (3.13%) Node.js
9 5 (3.13%) SOAP
10 4 (2.50%) JMS
10 4 (2.50%) KnockoutJS
10 4 (2.50%) RabbitMQ
10 4 (2.50%) React
10 4 (2.50%) TIBCO EMS
10 4 (2.50%) WebSphere MQ
Miscellaneous
1 67 (41.88%) Enterprise Software
2 13 (8.13%) Analytical Skills
3 9 (5.63%) Computer Science
4 4 (2.50%) Data Structures
5 3 (1.88%) Algorithms
5 3 (1.88%) Analytical Mindset
5 3 (1.88%) Cloud Native
6 2 (1.25%) Data Centre
6 2 (1.25%) Driving Licence
6 2 (1.25%) Public Cloud
7 1 (0.63%) AS400
7 1 (0.63%) Client/Server
7 1 (0.63%) Cyberthreat
7 1 (0.63%) Private Cloud
7 1 (0.63%) Self-Motivation
7 1 (0.63%) User Experience
Operating Systems
1 3 (1.88%) Linux
2 1 (0.63%) CentOS
2 1 (0.63%) Mac OS
2 1 (0.63%) Red Hat Enterprise Linux
2 1 (0.63%) Windows
Processes & Methodologies
1 89 (55.63%) Agile Software Development
2 69 (43.13%) Collaborative Working
3 66 (41.25%) SDLC
4 63 (39.38%) OO
5 62 (38.75%) OOP
6 33 (20.63%) Analytics
7 26 (16.25%) TDD
8 21 (13.13%) Software Engineering
9 19 (11.88%) Data Science
9 19 (11.88%) Machine Learning
10 18 (11.25%) ETL
11 16 (10.00%) Deployment Automation
12 15 (9.38%) Data Analysis
12 15 (9.38%) Multithreading
13 12 (7.50%) Microservices
13 12 (7.50%) Scrum
13 12 (7.50%) Stakeholder Management
14 11 (6.88%) UML
15 10 (6.25%) Data Modelling
15 10 (6.25%) Multithreaded Programming
Programming Languages
1 110 (68.75%) SQL
2 107 (66.88%) Java
3 101 (63.13%) Python
4 89 (55.63%) JavaScript
5 62 (38.75%) PHP
6 20 (12.50%) Ruby
7 17 (10.63%) Bash Shell
8 16 (10.00%) R
9 12 (7.50%) Scala
10 7 (4.38%) C#
11 4 (2.50%) MATLAB
12 3 (1.88%) C
12 3 (1.88%) C++
12 3 (1.88%) Embedded C++
13 2 (1.25%) HiveQL
14 1 (0.63%) Erlang
14 1 (0.63%) F#
14 1 (0.63%) Haskell
14 1 (0.63%) Java 8
14 1 (0.63%) PowerShell
Qualifications
1 14 (8.75%) Degree
2 2 (1.25%) Computer Science Degree
2 2 (1.25%) Numerate Degree
3 1 (0.63%) MCDBA
3 1 (0.63%) MCITP
3 1 (0.63%) Microsoft Certification
3 1 (0.63%) PhD
3 1 (0.63%) Security Cleared
Quality Assurance & Compliance
1 7 (4.38%) Data Quality
2 4 (2.50%) QA
3 1 (0.63%) Dodd-Frank
3 1 (0.63%) EMIR
3 1 (0.63%) FATCA
3 1 (0.63%) GCP
3 1 (0.63%) GDPR
3 1 (0.63%) MiFID
3 1 (0.63%) Solvency II
System Software
1 85 (53.13%) Docker
2 17 (10.63%) HDFS
3 1 (0.63%) Apache Flume
3 1 (0.63%) Apache ZooKeeper
3 1 (0.63%) Samba
3 1 (0.63%) VirtualBox
3 1 (0.63%) VMware Infrastructure
Systems Management
1 82 (51.25%) Ansible
2 79 (49.38%) Puppet
3 18 (11.25%) Opscode Chef
4 15 (9.38%) Cobbler
5 10 (6.25%) Hadoop YARN
6 7 (4.38%) Oozie
7 3 (1.88%) logstash
8 2 (1.25%) Kibana
8 2 (1.25%) Mesos
9 1 (0.63%) HAProxy
9 1 (0.63%) Salt
9 1 (0.63%) Terraform
Vendors
1 67 (41.88%) Oracle
2 10 (6.25%) Microsoft
3 6 (3.75%) IBM
4 5 (3.13%) Splunk
5 4 (2.50%) Google
5 4 (2.50%) TIBCO
6 3 (1.88%) Informatica
6 3 (1.88%) Sybase
7 2 (1.25%) Cloudera
7 2 (1.25%) SAP
7 2 (1.25%) Tableau
8 1 (0.63%) Apple
8 1 (0.63%) CA
8 1 (0.63%) Teradata
8 1 (0.63%) VMware