Period
to 22 February 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 22 February 2018 with a comparison to the same period in the previous 2 years.

Apache Hadoop
UK > Scotland
6 months to
22 Feb 2018
Same period 2017 Same period 2016
Rank 110 114 168
Rank change year-on-year +4 +54 +26
Permanent jobs citing Hadoop 133 88 71
As % of all permanent IT jobs advertised in Scotland 2.35% 1.89% 1.16%
As % of the Database & Business Intelligence category 7.43% 5.67% 3.74%
Number of salaries quoted 63 53 41
Scotland median annual salary £50,000 £50,000 £45,000
Median salary % change year-on-year - +11.11% +12.50%
10th Percentile £37,500 £35,000 £33,750
90th Percentile £65,000 £82,250 £75,000
UK median annual salary £65,000 £65,000 £65,000

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 1,791 1,551 1,898
As % of all permanent IT jobs advertised in Scotland 31.66% 33.38% 31.10%
Number of salaries quoted 1,184 992 1,218
Scotland median annual salary £42,500 £42,500 £41,500
Median salary % change year-on-year - +2.41% +3.75%
10th Percentile £28,000 £28,750 £28,750
90th Percentile £65,000 £62,500 £63,750
UK median annual salary £49,000 £47,500 £45,500
% change year-on-year +3.16% +4.40% +1.11%

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 22 February 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 22 February 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 +14 82 £50,000 +25.00% 11
Edinburgh -22 51 £50,000 -16.67% 7
Hadoop
UK

For the 6 months to 22 February 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 87 (65.41%) Python
2 82 (61.65%) Java
3 71 (53.38%) Finance
4 70 (52.63%) SQL
5 67 (50.38%) NoSQL
6 66 (49.62%) Agile Software Development
6 66 (49.62%) Spring
7 59 (44.36%) JavaScript
8 55 (41.35%) HTML
9 53 (39.85%) Ansible
10 51 (38.35%) Docker
10 51 (38.35%) Hibernate
10 51 (38.35%) Puppet
11 48 (36.09%) Big Data
11 48 (36.09%) Apache Spark
12 44 (33.08%) MySQL
13 43 (32.33%) MongoDB
14 40 (30.08%) AngularJS
15 36 (27.07%) Oracle
16 35 (26.32%) PostgreSQL
17 34 (25.56%) Kafka
18 31 (23.31%) SDLC
18 31 (23.31%) Collaborative Working
19 30 (22.56%) OO
20 29 (21.80%) OOP
20 29 (21.80%) PHP
20 29 (21.80%) Maven
20 29 (21.80%) Enterprise Software
21 28 (21.05%) Apache Hive
22 26 (19.55%) HTML5

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 48 (36.09%) Apache Spark
2 21 (15.79%) JBoss
2 21 (15.79%) Jetty
2 21 (15.79%) Tomcat
2 21 (15.79%) WebLogic
3 15 (11.28%) SAS
4 13 (9.77%) WebSphere
5 6 (4.51%) Elasticsearch
6 2 (1.50%) Jupyter
6 2 (1.50%) SharePoint
7 1 (0.75%) Apache
7 1 (0.75%) nginx
7 1 (0.75%) OpenStack
7 1 (0.75%) Oracle SOA Suite
7 1 (0.75%) Tornado
Applications
1 1 (0.75%) Microsoft Office
1 1 (0.75%) MS Visio
1 1 (0.75%) SPSS
Cloud Services
1 8 (6.02%) Microsoft Azure
2 6 (4.51%) Amazon AWS
3 5 (3.76%) Cloud Computing
4 4 (3.01%) Google Cloud Platform
5 3 (2.26%) Amazon EMR
6 2 (1.50%) Amazon EC2
6 2 (1.50%) Amazon S3
6 2 (1.50%) AWS CloudFormation
6 2 (1.50%) AWS Lambda
6 2 (1.50%) Serverless
7 1 (0.75%) Azure Data Factory
7 1 (0.75%) Cortana Intelligence Suite
7 1 (0.75%) Google Analytics
Communications & Networking
1 14 (10.53%) HTTP
2 13 (9.77%) AMQP
Database & Business Intelligence
1 67 (50.38%) NoSQL
2 48 (36.09%) Big Data
3 44 (33.08%) MySQL
4 43 (32.33%) MongoDB
5 35 (26.32%) PostgreSQL
6 28 (21.05%) Apache Hive
7 23 (17.29%) Couchbase
8 22 (16.54%) Redis
8 22 (16.54%) Riak
9 20 (15.04%) Apache Cassandra
9 20 (15.04%) HBase
10 12 (9.02%) Blockchain
10 12 (9.02%) Relational Database
11 11 (8.27%) SQL Server
12 9 (6.77%) RDBMS
13 7 (5.26%) Data Mining
14 5 (3.76%) Data Warehouse
14 5 (3.76%) SQL Server Integration Services
14 5 (3.76%) SQL Server Reporting Services
15 4 (3.01%) Azure SQL Database
Development Applications
1 29 (21.80%) Maven
2 22 (16.54%) Cucumber
2 22 (16.54%) FitNesse
2 22 (16.54%) Selenium
2 22 (16.54%) Vagrant
3 1 (0.75%) ERwin
3 1 (0.75%) Gatling
3 1 (0.75%) Git (software)
3 1 (0.75%) JMeter
3 1 (0.75%) Mercurial
3 1 (0.75%) Subversion
3 1 (0.75%) The Grinder
General
1 71 (53.38%) Finance
2 11 (8.27%) Banking
3 2 (1.50%) Games
3 2 (1.50%) Marketing
4 1 (0.75%) Advertising
4 1 (0.75%) Electronics
4 1 (0.75%) Financial Institution
4 1 (0.75%) Investment Banking
4 1 (0.75%) Legal
4 1 (0.75%) Manufacturing
4 1 (0.75%) Retail
4 1 (0.75%) Telecoms
4 1 (0.75%) Wholesale Banking
Job Titles
1 70 (52.63%) Developer
2 63 (47.37%) Java Developer
3 19 (14.29%) Data Engineer
4 13 (9.77%) Analyst
5 12 (9.02%) Data Analyst
6 10 (7.52%) Data Scientist
6 10 (7.52%) Full Stack Developer
7 6 (4.51%) Architect
8 4 (3.01%) Administrator
8 4 (3.01%) Big Data Engineer
8 4 (3.01%) Security Manager
8 4 (3.01%) Senior Developer
8 4 (3.01%) Senior Java Developer
8 4 (3.01%) Technical Architect
9 3 (2.26%) Angular Developer
9 3 (2.26%) Big Data Developer
9 3 (2.26%) DBA
9 3 (2.26%) Designer
9 3 (2.26%) SQL DBA
9 3 (2.26%) SQL Server DBA
Libraries, Frameworks & Software Standards
1 66 (49.62%) Spring
2 55 (41.35%) HTML
3 51 (38.35%) Hibernate
4 40 (30.08%) AngularJS
5 34 (25.56%) Kafka
6 26 (19.55%) HTML5
6 26 (19.55%) REST
7 13 (9.77%) J2EE
7 13 (9.77%) JMS
7 13 (9.77%) JPA
7 13 (9.77%) RabbitMQ
7 13 (9.77%) TIBCO EMS
7 13 (9.77%) WebSphere MQ
8 6 (4.51%) Node.js
8 6 (4.51%) React
9 4 (3.01%) KnockoutJS
10 3 (2.26%) Angular 2
11 2 (1.50%) Bokeh
11 2 (1.50%) PySpark
11 2 (1.50%) SparkR
Miscellaneous
1 29 (21.80%) Enterprise Software
2 13 (9.77%) Computer Science
3 12 (9.02%) Analytical Skills
3 12 (9.02%) Client/Server
4 5 (3.76%) Algorithms
5 3 (2.26%) Cloud Native
5 3 (2.26%) Greenfield Project
5 3 (2.26%) User Experience
6 2 (1.50%) Data Centre
6 2 (1.50%) Data Structures
7 1 (0.75%) AS400
7 1 (0.75%) Cyberthreat
7 1 (0.75%) Driving Licence
7 1 (0.75%) Replication
7 1 (0.75%) Taxonomies
Operating Systems
1 8 (6.02%) Linux
2 2 (1.50%) Unix
3 1 (0.75%) CentOS
3 1 (0.75%) Mac OS
3 1 (0.75%) Ubuntu
3 1 (0.75%) Windows
Processes & Methodologies
1 66 (49.62%) Agile Software Development
2 31 (23.31%) Collaborative Working
2 31 (23.31%) SDLC
3 30 (22.56%) OO
4 29 (21.80%) OOP
5 25 (18.80%) Concurrent Programming
6 23 (17.29%) TDD
7 22 (16.54%) Multithreading
8 21 (15.79%) Software Engineering
9 18 (13.53%) Analytics
9 18 (13.53%) Scrum
10 17 (12.78%) Kanban
11 16 (12.03%) Data Science
11 16 (12.03%) MapReduce
11 16 (12.03%) Test Automation
12 15 (11.28%) Data Analysis
13 14 (10.53%) BDD
13 14 (10.53%) Integration Testing
13 14 (10.53%) UML
14 13 (9.77%) System Testing
Programming Languages
1 87 (65.41%) Python
2 82 (61.65%) Java
3 70 (52.63%) SQL
4 59 (44.36%) JavaScript
5 29 (21.80%) PHP
6 24 (18.05%) Ruby
7 22 (16.54%) Bash Shell
8 15 (11.28%) R
9 12 (9.02%) Scala
10 8 (6.02%) C#
11 6 (4.51%) MATLAB
12 3 (2.26%) HiveQL
12 3 (2.26%) PowerShell
13 2 (1.50%) C
13 2 (1.50%) C++
14 1 (0.75%) Clojure
14 1 (0.75%) Erlang
14 1 (0.75%) F#
14 1 (0.75%) Haskell
14 1 (0.75%) Jython
Qualifications
1 21 (15.79%) Degree
2 4 (3.01%) PhD
3 3 (2.26%) MCDBA
3 3 (2.26%) MCITP
3 3 (2.26%) Microsoft Certification
4 2 (1.50%) Numerate Degree
5 1 (0.75%) Computer Science Degree
5 1 (0.75%) Security Cleared
Quality Assurance & Compliance
1 12 (9.02%) QA
2 4 (3.01%) Data Quality
3 1 (0.75%) Dodd-Frank
3 1 (0.75%) EMIR
3 1 (0.75%) FATCA
3 1 (0.75%) MiFID
3 1 (0.75%) SLA
3 1 (0.75%) Solvency II
System Software
1 51 (38.35%) Docker
2 4 (3.01%) HDFS
3 1 (0.75%) Apache ZooKeeper
3 1 (0.75%) VirtualBox
3 1 (0.75%) VMware Infrastructure
Systems Management
1 53 (39.85%) Ansible
2 51 (38.35%) Puppet
3 22 (16.54%) Cobbler
3 22 (16.54%) Opscode Chef
4 15 (11.28%) Hadoop YARN
5 3 (2.26%) logstash
6 2 (1.50%) Kibana
6 2 (1.50%) Mesos
7 1 (0.75%) HAProxy
7 1 (0.75%) Oozie
Vendors
1 36 (27.07%) Oracle
2 15 (11.28%) IBM
3 13 (9.77%) TIBCO
4 10 (7.52%) Microsoft
5 9 (6.77%) Informatica
6 6 (4.51%) Google
7 4 (3.01%) Sybase
8 3 (2.26%) Ab Initio
8 3 (2.26%) Cloudera
8 3 (2.26%) SAP
8 3 (2.26%) Tableau
9 2 (1.50%) CA
9 2 (1.50%) Splunk
9 2 (1.50%) Teradata
10 1 (0.75%) Apple
10 1 (0.75%) Talend
10 1 (0.75%) Vertica
10 1 (0.75%) VMware