Period
to 17 November 2017

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 17 November 2017 with a comparison to the same period in the previous 2 years.

Apache Hadoop
UK > Scotland
6 months to
17 Nov 2017
Same period 2016 Same period 2015
Rank 135 107 169
Rank change year-on-year -28 +62 +50
Permanent jobs citing Hadoop 91 114 76
As % of all permanent IT jobs advertised in Scotland 1.61% 2.18% 1.18%
As % of the Database & Business Intelligence category 4.68% 6.90% 3.70%
Number of salaries quoted 50 61 41
Scotland median annual salary £55,000 £50,000 £55,000
Median salary % change year-on-year +10.00% -9.09% +46.67%
10th Percentile £35,000 £35,000 £38,000
90th Percentile £78,000 £60,000 £84,250
UK median annual salary £62,500 £60,000 £65,000
% change year-on-year +4.17% -7.69% +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 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 1943 1652 2054
As % of all permanent IT jobs advertised in Scotland 34.45% 31.53% 31.84%
Number of salaries quoted 1201 959 1326
Scotland median annual salary £42,000 £42,500 £40,000
Median salary % change year-on-year -1.18% +6.25% -
10th Percentile £28,000 £28,500 £28,000
90th Percentile £62,500 £61,250 £61,875
UK median annual salary £47,500 £47,500 £45,000
% change year-on-year - +5.56% +2.27%

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 17 November 2017.

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 17 November 2017. 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 -8 59 £52,500 +31.25% 1
Edinburgh -18 37 £45,000 -10.00% 1
Hadoop
UK

For the 6 months to 17 November 2017, IT jobs citing Hadoop also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Scotland region with a requirement for Hadoop.

1 57 (62.64%) Java
2 50 (54.95%) Big Data
3 45 (49.45%) Python
4 37 (40.66%) MongoDB
5 35 (38.46%) Finance
5 35 (38.46%) Spring
6 31 (34.07%) Agile Software Development
7 30 (32.97%) SQL
8 29 (31.87%) Apache Spark
9 28 (30.77%) JavaScript
10 27 (29.67%) Software Engineering
11 25 (27.47%) Analytics
11 25 (27.47%) NoSQL
12 21 (23.08%) HTML5
12 21 (23.08%) HTML
12 21 (23.08%) Concurrent Programming
13 19 (20.88%) Degree
14 18 (19.78%) TDD
14 18 (19.78%) BDD
14 18 (19.78%) Machine Learning
14 18 (19.78%) Kafka
15 17 (18.68%) Test Automation
15 17 (18.68%) Hibernate
15 17 (18.68%) Scrum
16 16 (17.58%) JBoss
16 16 (17.58%) IBM
16 16 (17.58%) Multithreading
16 16 (17.58%) Ansible
16 16 (17.58%) Docker
16 16 (17.58%) Analytical Skills

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 29 (31.87%) Apache Spark
2 16 (17.58%) JBoss
3 15 (16.48%) Jetty
3 15 (16.48%) Tomcat
3 15 (16.48%) WebLogic
3 15 (16.48%) WebSphere
4 11 (12.09%) SAS
5 4 (4.40%) Apache Pig
6 2 (2.20%) Apache
6 2 (2.20%) SharePoint
Applications
1 1 (1.10%) SPSS
Cloud Services
1 7 (7.69%) Cloud Computing
2 5 (5.49%) Microsoft Azure
3 4 (4.40%) Google Cloud Platform
4 3 (3.30%) Amazon AWS
5 2 (2.20%) Amazon EMR
5 2 (2.20%) Google Analytics
Communications & Networking
1 15 (16.48%) AMQP
2 1 (1.10%) HTTP
Database & Business Intelligence
1 50 (54.95%) Big Data
2 37 (40.66%) MongoDB
3 25 (27.47%) NoSQL
4 15 (16.48%) Couchbase
4 15 (16.48%) Redis
4 15 (16.48%) Riak
5 12 (13.19%) Apache Hive
6 10 (10.99%) Data Warehouse
7 7 (7.69%) MySQL
7 7 (7.69%) Neo4j
8 6 (6.59%) Blockchain
8 6 (6.59%) Relational Database
9 5 (5.49%) Apache Cassandra
9 5 (5.49%) PowerCenter
9 5 (5.49%) RDBMS
10 4 (4.40%) Amazon Redshift
10 4 (4.40%) PostgreSQL
11 3 (3.30%) Azure SQL Database
11 3 (3.30%) QlikView
11 3 (3.30%) SQL Server Reporting Services
Development Applications
1 15 (16.48%) Cucumber
1 15 (16.48%) FitNesse
1 15 (16.48%) Selenium
1 15 (16.48%) Vagrant
2 6 (6.59%) Git (software)
3 1 (1.10%) Talend Open Studio
General
1 35 (38.46%) Finance
2 6 (6.59%) Banking
3 3 (3.30%) Games
4 2 (2.20%) Marketing
5 1 (1.10%) Electronics
5 1 (1.10%) Manufacturing
5 1 (1.10%) Retail
5 1 (1.10%) Telecoms
Job Titles
1 53 (58.24%) Developer
2 41 (45.05%) Java Developer
3 27 (29.67%) Full Stack Developer
4 12 (13.19%) JavaScript Developer
4 12 (13.19%) Senior Developer
4 12 (13.19%) Senior Java Developer
5 11 (12.09%) Big Data Developer
6 10 (10.99%) Data Scientist
7 7 (7.69%) Software Engineer
8 6 (6.59%) Analyst
8 6 (6.59%) Analytics Developer
8 6 (6.59%) Angular Developer
8 6 (6.59%) Data Engineer
8 6 (6.59%) Developer/Software Engineer
8 6 (6.59%) Java Engineer
8 6 (6.59%) Java Software Developer
8 6 (6.59%) Java Software Engineer
8 6 (6.59%) Senior Full Stack Developer
8 6 (6.59%) Senior JavaScript Developer
8 6 (6.59%) Software Developer
Libraries, Frameworks & Software Standards
1 35 (38.46%) Spring
2 21 (23.08%) HTML
2 21 (23.08%) HTML5
3 18 (19.78%) Kafka
4 17 (18.68%) Hibernate
5 15 (16.48%) JMS
5 15 (16.48%) JPA
5 15 (16.48%) RabbitMQ
5 15 (16.48%) TIBCO EMS
5 15 (16.48%) WebSphere MQ
6 9 (9.89%) AngularJS
7 7 (7.69%) J2EE
7 7 (7.69%) REST
8 6 (6.59%) Angular 2
8 6 (6.59%) React
8 6 (6.59%) Twitter Bootstrap
9 4 (4.40%) Pandas
10 3 (3.30%) .NET
10 3 (3.30%) Node.js
10 3 (3.30%) scikit-learn
Miscellaneous
1 16 (17.58%) Analytical Skills
2 15 (16.48%) Greenfield Project
3 12 (13.19%) Computer Science
4 6 (6.59%) Client/Server
4 6 (6.59%) User Experience
5 3 (3.30%) Algorithms
6 1 (1.10%) Data Structures
6 1 (1.10%) Mobile Games
6 1 (1.10%) Replication
6 1 (1.10%) Virtual Team
Operating Systems
1 9 (9.89%) Linux
2 3 (3.30%) Unix
3 2 (2.20%) CentOS
3 2 (2.20%) Ubuntu
4 1 (1.10%) Red Hat Enterprise Linux
Processes & Methodologies
1 31 (34.07%) Agile Software Development
2 27 (29.67%) Software Engineering
3 25 (27.47%) Analytics
4 21 (23.08%) Concurrent Programming
5 18 (19.78%) BDD
5 18 (19.78%) Machine Learning
5 18 (19.78%) TDD
6 17 (18.68%) Scrum
6 17 (18.68%) Test Automation
7 16 (17.58%) Multithreading
8 15 (16.48%) DSDM
8 15 (16.48%) Integration Testing
8 15 (16.48%) Kanban
8 15 (16.48%) RUP
8 15 (16.48%) System Testing
8 15 (16.48%) UML
9 14 (15.38%) Microservices
10 13 (14.29%) SDLC
11 10 (10.99%) Open Source
12 8 (8.79%) MapReduce
Programming Languages
1 57 (62.64%) Java
2 45 (49.45%) Python
3 30 (32.97%) SQL
4 28 (30.77%) JavaScript
5 15 (16.48%) Bash Shell
5 15 (16.48%) Ruby
5 15 (16.48%) Scala
6 13 (14.29%) R
7 5 (5.49%) MATLAB
8 3 (3.30%) C#
8 3 (3.30%) Jython
8 3 (3.30%) PL/SQL
8 3 (3.30%) PowerShell
9 2 (2.20%) C
9 2 (2.20%) C++
10 1 (1.10%) HiveQL
Qualifications
1 19 (20.88%) Degree
2 9 (9.89%) PhD
3 6 (6.59%) Security Cleared
4 3 (3.30%) Master's Degree
4 3 (3.30%) MCDBA
4 3 (3.30%) MCITP
4 3 (3.30%) Microsoft Certification
4 3 (3.30%) Numerate Degree
5 1 (1.10%) Computer Science Degree
Quality Assurance & Compliance
1 15 (16.48%) QA
2 7 (7.69%) Data Quality
3 1 (1.10%) SLA
System Software
1 16 (17.58%) Docker
2 2 (2.20%) HDFS
Systems Management
1 16 (17.58%) Ansible
2 15 (16.48%) Cobbler
2 15 (16.48%) Opscode Chef
2 15 (16.48%) Puppet
3 3 (3.30%) Ambari
4 1 (1.10%) Hadoop YARN
4 1 (1.10%) Oozie
4 1 (1.10%) Terraform
Vendors
1 16 (17.58%) IBM
2 15 (16.48%) TIBCO
3 10 (10.99%) Oracle
4 8 (8.79%) Informatica
5 6 (6.59%) Tableau
6 5 (5.49%) Google
7 4 (4.40%) Ab Initio
8 3 (3.30%) Cloudera
9 2 (2.20%) Vertica
10 1 (1.10%) CA
10 1 (1.10%) Red Hat
10 1 (1.10%) SAP
10 1 (1.10%) Splunk
10 1 (1.10%) Talend