Period
to 21 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 21 November 2017 with a comparison to the same period in the previous 2 years.

Apache Hadoop
UK > Scotland
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 141 104 168
Rank change year-on-year -37 +64 +49
Permanent jobs citing Hadoop 95 113 77
As % of all permanent IT jobs advertised in Scotland 1.68% 2.18% 1.20%
As % of the Database & Business Intelligence category 4.86% 6.96% 3.80%
Number of salaries quoted 50 63 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 £62,500 £65,000
% change year-on-year - -3.85% +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 1953 1623 2027
As % of all permanent IT jobs advertised in Scotland 34.47% 31.37% 31.68%
Number of salaries quoted 1213 967 1313
Scotland median annual salary £42,500 £42,500 £40,000
Median salary % change year-on-year - +6.25% -
10th Percentile £28,000 £28,500 £28,000
90th Percentile £62,500 £61,250 £61,250
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 21 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 21 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 -5 61 £52,500 +31.25% 1
Edinburgh -23 39 £45,000 -5.26% 2
Hadoop
UK

For the 6 months to 21 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 59 (62.11%) Java
2 51 (53.68%) Big Data
3 47 (49.47%) Python
4 39 (41.05%) MongoDB
5 37 (38.95%) Finance
5 37 (38.95%) Spring
6 33 (34.74%) Agile Software Development
7 31 (32.63%) SQL
7 31 (32.63%) Apache Spark
8 29 (30.53%) JavaScript
9 28 (29.47%) Software Engineering
10 27 (28.42%) NoSQL
11 26 (27.37%) Analytics
12 23 (24.21%) Concurrent Programming
13 22 (23.16%) HTML5
13 22 (23.16%) HTML
14 21 (22.11%) Kafka
15 20 (21.05%) Degree
16 19 (20.00%) BDD
16 19 (20.00%) Machine Learning
16 19 (20.00%) TDD
17 18 (18.95%) Hibernate
17 18 (18.95%) Scrum
17 18 (18.95%) IBM
17 18 (18.95%) Test Automation
18 17 (17.89%) Multithreading
18 17 (17.89%) Analytical Skills
18 17 (17.89%) Ansible
18 17 (17.89%) Docker
18 17 (17.89%) JBoss

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 31 (32.63%) Apache Spark
2 17 (17.89%) JBoss
3 16 (16.84%) Jetty
3 16 (16.84%) Tomcat
3 16 (16.84%) WebLogic
3 16 (16.84%) WebSphere
4 11 (11.58%) SAS
5 4 (4.21%) Apache Pig
6 2 (2.11%) Apache
6 2 (2.11%) SharePoint
7 1 (1.05%) Oracle SOA Suite
Applications
1 1 (1.05%) SPSS
Cloud Services
1 7 (7.37%) Cloud Computing
2 5 (5.26%) Microsoft Azure
3 4 (4.21%) Google Cloud Platform
4 3 (3.16%) Amazon AWS
5 2 (2.11%) Amazon EMR
5 2 (2.11%) Google Analytics
Communications & Networking
1 16 (16.84%) AMQP
2 2 (2.11%) HTTP
Database & Business Intelligence
1 51 (53.68%) Big Data
2 39 (41.05%) MongoDB
3 27 (28.42%) NoSQL
4 16 (16.84%) Couchbase
4 16 (16.84%) Redis
4 16 (16.84%) Riak
5 14 (14.74%) Apache Hive
6 10 (10.53%) Data Warehouse
7 8 (8.42%) MySQL
8 7 (7.37%) Blockchain
8 7 (7.37%) Neo4j
8 7 (7.37%) Relational Database
9 6 (6.32%) Apache Cassandra
9 6 (6.32%) RDBMS
10 5 (5.26%) PowerCenter
11 4 (4.21%) Amazon Redshift
11 4 (4.21%) HBase
11 4 (4.21%) PostgreSQL
11 4 (4.21%) SQL Server
12 3 (3.16%) Azure SQL Database
Development Applications
1 16 (16.84%) Cucumber
1 16 (16.84%) FitNesse
1 16 (16.84%) Selenium
1 16 (16.84%) Vagrant
2 6 (6.32%) Git (software)
3 1 (1.05%) ERwin
3 1 (1.05%) Talend Open Studio
General
1 37 (38.95%) Finance
2 6 (6.32%) Banking
3 3 (3.16%) Games
4 2 (2.11%) Marketing
5 1 (1.05%) Electronics
5 1 (1.05%) Manufacturing
5 1 (1.05%) Retail
5 1 (1.05%) Telecoms
Job Titles
1 55 (57.89%) Developer
2 43 (45.26%) Java Developer
3 27 (28.42%) Full Stack Developer
4 12 (12.63%) JavaScript Developer
4 12 (12.63%) Senior Developer
4 12 (12.63%) Senior Java Developer
5 11 (11.58%) Big Data Developer
6 10 (10.53%) Data Scientist
7 7 (7.37%) Data Engineer
7 7 (7.37%) Software Engineer
8 6 (6.32%) Analyst
8 6 (6.32%) Analytics Developer
8 6 (6.32%) Angular Developer
8 6 (6.32%) Developer/Software Engineer
8 6 (6.32%) Java Software Developer
8 6 (6.32%) Java Software Engineer
8 6 (6.32%) Risk Analytics Developer
8 6 (6.32%) Senior Full Stack Developer
8 6 (6.32%) Senior JavaScript Developer
8 6 (6.32%) Software Developer
Libraries, Frameworks & Software Standards
1 37 (38.95%) Spring
2 22 (23.16%) HTML
2 22 (23.16%) HTML5
3 21 (22.11%) Kafka
4 18 (18.95%) Hibernate
5 16 (16.84%) JMS
5 16 (16.84%) JPA
5 16 (16.84%) RabbitMQ
5 16 (16.84%) TIBCO EMS
5 16 (16.84%) WebSphere MQ
6 9 (9.47%) AngularJS
6 9 (9.47%) REST
7 8 (8.42%) J2EE
8 6 (6.32%) Angular 2
8 6 (6.32%) React
8 6 (6.32%) Twitter Bootstrap
9 4 (4.21%) Pandas
10 3 (3.16%) .NET
10 3 (3.16%) Node.js
10 3 (3.16%) scikit-learn
Miscellaneous
1 17 (17.89%) Analytical Skills
2 15 (15.79%) Greenfield Project
3 13 (13.68%) Computer Science
4 7 (7.37%) Client/Server
5 6 (6.32%) User Experience
6 3 (3.16%) Algorithms
7 1 (1.05%) Data Structures
7 1 (1.05%) Mobile Games
7 1 (1.05%) Replication
7 1 (1.05%) Taxonomies
7 1 (1.05%) Virtual Team
Operating Systems
1 9 (9.47%) Linux
2 3 (3.16%) Unix
3 2 (2.11%) CentOS
3 2 (2.11%) Ubuntu
4 1 (1.05%) Red Hat Enterprise Linux
Processes & Methodologies
1 33 (34.74%) Agile Software Development
2 28 (29.47%) Software Engineering
3 26 (27.37%) Analytics
4 23 (24.21%) Concurrent Programming
5 19 (20.00%) BDD
5 19 (20.00%) Machine Learning
5 19 (20.00%) TDD
6 18 (18.95%) Scrum
6 18 (18.95%) Test Automation
7 17 (17.89%) Multithreading
8 16 (16.84%) DSDM
8 16 (16.84%) Integration Testing
8 16 (16.84%) Kanban
8 16 (16.84%) RUP
8 16 (16.84%) System Testing
8 16 (16.84%) UML
9 14 (14.74%) Microservices
10 13 (13.68%) SDLC
11 10 (10.53%) Open Source
12 9 (9.47%) MapReduce
Programming Languages
1 59 (62.11%) Java
2 47 (49.47%) Python
3 31 (32.63%) SQL
4 29 (30.53%) JavaScript
5 16 (16.84%) Bash Shell
5 16 (16.84%) Ruby
6 15 (15.79%) Scala
7 13 (13.68%) R
8 5 (5.26%) MATLAB
9 3 (3.16%) C#
9 3 (3.16%) Jython
9 3 (3.16%) PL/SQL
9 3 (3.16%) PowerShell
10 2 (2.11%) C
10 2 (2.11%) C++
11 1 (1.05%) HiveQL
Qualifications
1 20 (21.05%) Degree
2 9 (9.47%) PhD
3 6 (6.32%) Security Cleared
4 3 (3.16%) Master's Degree
4 3 (3.16%) MCDBA
4 3 (3.16%) MCITP
4 3 (3.16%) Microsoft Certification
4 3 (3.16%) Numerate Degree
5 1 (1.05%) Computer Science Degree
Quality Assurance & Compliance
1 16 (16.84%) QA
2 7 (7.37%) Data Quality
3 1 (1.05%) SLA
System Software
1 17 (17.89%) Docker
2 2 (2.11%) HDFS
Systems Management
1 17 (17.89%) Ansible
2 16 (16.84%) Cobbler
2 16 (16.84%) Opscode Chef
2 16 (16.84%) Puppet
3 3 (3.16%) Ambari
4 2 (2.11%) Hadoop YARN
5 1 (1.05%) Oozie
5 1 (1.05%) Terraform
Vendors
1 18 (18.95%) IBM
2 16 (16.84%) TIBCO
3 11 (11.58%) Oracle
4 9 (9.47%) Informatica
5 6 (6.32%) Tableau
6 5 (5.26%) Google
7 4 (4.21%) Ab Initio
8 3 (3.16%) Cloudera
9 2 (2.11%) Vertica
10 1 (1.05%) CA
10 1 (1.05%) Red Hat
10 1 (1.05%) SAP
10 1 (1.05%) Splunk
10 1 (1.05%) Talend
10 1 (1.05%) Teradata