Period
to 19 September 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 19 September 2017 with a comparison to the same period in the previous 2 years.

Apache Hadoop
UK > Scotland
6 months to
19 Sep 2017
Same period 2016 Same period 2015
Rank 131 115 175
Rank change year-on-year -16 +60 +61
Permanent jobs citing Hadoop 101 119 63
As % of all permanent IT jobs advertised in Scotland 1.81% 2.18% 0.98%
As % of the Database & Business Intelligence category 4.90% 6.83% 3.02%
Number of salaries quoted 70 58 33
Scotland median annual salary £50,000 £55,000 £60,000
Median salary % change year-on-year -9.09% -8.33% +50.00%
10th Percentile £35,000 £35,000 £40,150
90th Percentile £76,750 £60,375 £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 2062 1742 2087
As % of all permanent IT jobs advertised in Scotland 36.99% 31.88% 32.49%
Number of salaries quoted 1255 941 1336
Scotland median annual salary £41,500 £44,000 £42,233
Median salary % change year-on-year -5.68% +4.19% +5.58%
10th Percentile £27,500 £27,500 £27,500
90th Percentile £67,500 £62,500 £63,125
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 19 September 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 19 September 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
Edinburgh +1 56 £40,000 -20.00% 4
Glasgow -8 54 £40,000 -11.11% 2
Perth and Kinross - 2 £60,000 -
Hadoop
UK

For the 6 months to 19 September 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 60 (59.41%) Java
2 45 (44.55%) Big Data
3 41 (40.59%) Python
4 36 (35.64%) Finance
5 35 (34.65%) Analytics
6 33 (32.67%) SQL
7 31 (30.69%) Machine Learning
8 30 (29.70%) Software Engineering
8 30 (29.70%) Apache Spark
9 29 (28.71%) MongoDB
10 26 (25.74%) Scala
10 26 (25.74%) Agile Software Development
10 26 (25.74%) Analytical Skills
11 24 (23.76%) Spring
12 23 (22.77%) JavaScript
12 23 (22.77%) R
13 20 (19.80%) SDLC
14 18 (17.82%) Open Source
15 15 (14.85%) HTML5
15 15 (14.85%) Degree
15 15 (14.85%) Apache Hive
15 15 (14.85%) HTML
15 15 (14.85%) Oracle
15 15 (14.85%) Microservices
16 14 (13.86%) Open Source Development
16 14 (13.86%) Greenfield Project
17 13 (12.87%) SAS
17 13 (12.87%) IBM
17 13 (12.87%) .NET
17 13 (12.87%) TDD

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 30 (29.70%) Apache Spark
2 13 (12.87%) SAS
3 10 (9.90%) JBoss
4 9 (8.91%) Jetty
4 9 (8.91%) Tomcat
4 9 (8.91%) WebLogic
4 9 (8.91%) WebSphere
5 7 (6.93%) Apache Pig
6 2 (1.98%) Alfresco
6 2 (1.98%) Apache
6 2 (1.98%) Oracle SOA Suite
6 2 (1.98%) SharePoint
7 1 (0.99%) Confluence
7 1 (0.99%) Elasticsearch
7 1 (0.99%) FileNet
Applications
1 1 (0.99%) Microsoft Office
Cloud Services
1 8 (7.92%) Cloud Computing
2 7 (6.93%) Microsoft Azure
3 6 (5.94%) Amazon AWS
4 3 (2.97%) Google Cloud Platform
5 2 (1.98%) Amazon EMR
5 2 (1.98%) Google Analytics
Communications & Networking
1 9 (8.91%) AMQP
2 1 (0.99%) Internet
Database & Business Intelligence
1 45 (44.55%) Big Data
2 29 (28.71%) MongoDB
3 15 (14.85%) Apache Hive
4 13 (12.87%) Neo4j
5 12 (11.88%) Data Warehouse
6 11 (10.89%) NoSQL
7 10 (9.90%) Relational Database
8 9 (8.91%) Couchbase
8 9 (8.91%) RDBMS
8 9 (8.91%) Redis
8 9 (8.91%) Riak
9 7 (6.93%) SQL Server
10 6 (5.94%) QlikView
11 5 (4.95%) PowerCenter
12 4 (3.96%) Amazon Redshift
12 4 (3.96%) HBase
12 4 (3.96%) SQL Server 2014
12 4 (3.96%) SQL Server Integration Services
12 4 (3.96%) SQL Server Reporting Services
13 3 (2.97%) BigQuery
Development Applications
1 9 (8.91%) Cucumber
1 9 (8.91%) FitNesse
1 9 (8.91%) Selenium
1 9 (8.91%) Vagrant
2 8 (7.92%) Git (software)
3 2 (1.98%) Atlassian Bamboo
3 2 (1.98%) Jenkins
3 2 (1.98%) Subversion
4 1 (0.99%) Bitbucket
4 1 (0.99%) ERwin
4 1 (0.99%) JIRA
General
1 36 (35.64%) Finance
2 2 (1.98%) Banking
2 2 (1.98%) Games
2 2 (1.98%) Retail
3 1 (0.99%) Marketing
Job Titles
1 52 (51.49%) Developer
2 40 (39.60%) Java Developer
3 21 (20.79%) Data Scientist
3 21 (20.79%) Full Stack Developer
4 14 (13.86%) Software Engineer
5 13 (12.87%) Developer/Software Engineer
5 13 (12.87%) Java Engineer
5 13 (12.87%) Java Software Developer
5 13 (12.87%) Java Software Engineer
5 13 (12.87%) Software Developer
6 12 (11.88%) JavaScript Developer
6 12 (11.88%) Senior Developer
6 12 (11.88%) Senior Java Developer
7 11 (10.89%) Big Data Developer
8 7 (6.93%) Senior Data Scientist
9 6 (5.94%) Analytics Developer
9 6 (5.94%) Angular Developer
9 6 (5.94%) Risk Analytics Developer
9 6 (5.94%) Senior Full Stack Developer
9 6 (5.94%) Senior JavaScript Developer
Libraries, Frameworks & Software Standards
1 24 (23.76%) Spring
2 15 (14.85%) HTML
2 15 (14.85%) HTML5
3 13 (12.87%) .NET
4 12 (11.88%) Hibernate
4 12 (11.88%) Kafka
5 10 (9.90%) Natural Language Processing
6 9 (8.91%) JMS
6 9 (8.91%) JPA
6 9 (8.91%) RabbitMQ
6 9 (8.91%) TIBCO EMS
6 9 (8.91%) WebSphere MQ
7 8 (7.92%) AngularJS
8 7 (6.93%) React
9 6 (5.94%) Angular 2
9 6 (5.94%) Twitter Bootstrap
10 4 (3.96%) D3.js
10 4 (3.96%) Pandas
11 3 (2.97%) J2EE
11 3 (2.97%) scikit-learn
Miscellaneous
1 26 (25.74%) Analytical Skills
2 14 (13.86%) Greenfield Project
3 11 (10.89%) Computer Science
4 6 (5.94%) User Experience
5 4 (3.96%) Algorithms
6 3 (2.97%) Data Structures
7 2 (1.98%) Virtual Team
8 1 (0.99%) Internet of Things
8 1 (0.99%) Mainframe
8 1 (0.99%) Mobile Games
8 1 (0.99%) Replication
8 1 (0.99%) Taxonomies
Operating Systems
1 7 (6.93%) Linux
2 6 (5.94%) Unix
3 1 (0.99%) CentOS
3 1 (0.99%) MVS
3 1 (0.99%) Red Hat Enterprise Linux
3 1 (0.99%) Ubuntu
Processes & Methodologies
1 35 (34.65%) Analytics
2 31 (30.69%) Machine Learning
3 30 (29.70%) Software Engineering
4 26 (25.74%) Agile Software Development
5 20 (19.80%) SDLC
6 18 (17.82%) Open Source
7 15 (14.85%) Microservices
8 14 (13.86%) Open Source Development
9 13 (12.87%) TDD
9 13 (12.87%) Visualisation
10 12 (11.88%) Test Automation
11 11 (10.89%) BDD
12 10 (9.90%) Multithreading
12 10 (9.90%) Scrum
12 10 (9.90%) Spatial Analysis
12 10 (9.90%) UML
13 9 (8.91%) Concurrent Programming
13 9 (8.91%) Data Management
13 9 (8.91%) DSDM
13 9 (8.91%) RUP
Programming Languages
1 60 (59.41%) Java
2 41 (40.59%) Python
3 33 (32.67%) SQL
4 26 (25.74%) Scala
5 23 (22.77%) JavaScript
5 23 (22.77%) R
6 9 (8.91%) Bash Shell
6 9 (8.91%) Ruby
7 6 (5.94%) MATLAB
8 5 (4.95%) PL/SQL
9 4 (3.96%) C#
10 3 (2.97%) PowerShell
11 2 (1.98%) C
11 2 (1.98%) Jython
11 2 (1.98%) T-SQL
12 1 (0.99%) C++
12 1 (0.99%) HiveQL
12 1 (0.99%) PHP
12 1 (0.99%) Shell Script
12 1 (0.99%) VB
Qualifications
1 15 (14.85%) Degree
2 13 (12.87%) Security Cleared
3 10 (9.90%) PhD
4 4 (3.96%) Numerate Degree
5 3 (2.97%) Master's Degree
5 3 (2.97%) MCDBA
5 3 (2.97%) MCITP
5 3 (2.97%) Microsoft Certification
6 1 (0.99%) SAS Certification
Quality Assurance & Compliance
1 9 (8.91%) QA
2 7 (6.93%) Data Quality
3 1 (0.99%) SLA
System Software
1 12 (11.88%) Docker
2 4 (3.96%) HDFS
3 1 (0.99%) Apache Flume
3 1 (0.99%) KVM
3 1 (0.99%) Virtual Machines
Systems Management
1 10 (9.90%) Ansible
2 9 (8.91%) Cobbler
2 9 (8.91%) Opscode Chef
2 9 (8.91%) Puppet
3 5 (4.95%) Ambari
4 1 (0.99%) Hadoop YARN
4 1 (0.99%) Kibana
4 1 (0.99%) Oozie
4 1 (0.99%) Terraform
Vendors
1 15 (14.85%) Oracle
2 13 (12.87%) IBM
3 9 (8.91%) Tableau
3 9 (8.91%) TIBCO
4 6 (5.94%) Informatica
5 4 (3.96%) Cloudera
6 2 (1.98%) Google
6 2 (1.98%) Guidewire
6 2 (1.98%) Splunk
6 2 (1.98%) Teradata
7 1 (0.99%) Ab Initio
7 1 (0.99%) AppDynamics
7 1 (0.99%) CA
7 1 (0.99%) Microsoft
7 1 (0.99%) Red Hat
7 1 (0.99%) Vertica