Period
to 10 December 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 10 December 2018 with a comparison to the same period in the previous 2 years.

Apache Hadoop
UK > Scotland
6 months to
10 Dec 2018
Same period 2017 Same period 2016
Rank 122 136 102
Rank change year-on-year +14 -34 +56
Permanent jobs citing Hadoop 116 102 109
As % of all permanent IT jobs advertised in Scotland 2.17% 1.82% 2.18%
As % of the Database & Business Intelligence category 6.76% 5.34% 6.89%
Number of salaries quoted 98 45 66
Scotland median annual salary £51,250 £52,500 £50,000
Median salary % change year-on-year -2.38% +5.00% -
10th Percentile £44,625 £35,000 £35,000
90th Percentile £65,000 £93,000 £70,000
UK median annual salary £70,000 £62,500 £62,500
% change year-on-year +12.00% - -3.85%

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 1,717 1,910 1,582
As % of all permanent IT jobs advertised in Scotland 32.10% 34.13% 31.58%
Number of salaries quoted 1,236 1,203 984
Scotland median annual salary £45,000 £42,500 £43,000
Median salary % change year-on-year +5.88% -1.16% +3.61%
10th Percentile £30,000 £28,000 £28,750
90th Percentile £66,000 £62,000 £62,500
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 10 December 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 10 December 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 0 71 £52,500 +5.00% 9
Edinburgh -10 28 £55,750 +23.89% 9
Hadoop
UK

For the 6 months to 10 December 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 85 (73.28%) Python
2 77 (66.38%) SQL
3 75 (64.66%) Finance
4 73 (62.93%) Agile Software Development
5 71 (61.21%) Java
6 64 (55.17%) OO
7 58 (50.00%) Oracle
7 58 (50.00%) NoSQL
8 52 (44.83%) JavaScript
8 52 (44.83%) SDLC
9 50 (43.10%) PHP
9 50 (43.10%) HTML
9 50 (43.10%) Maven
9 50 (43.10%) PostgreSQL
9 50 (43.10%) Ansible
9 50 (43.10%) Docker
10 49 (42.24%) AngularJS
10 49 (42.24%) Hibernate
10 49 (42.24%) Spring
10 49 (42.24%) MySQL
11 48 (41.38%) Puppet
11 48 (41.38%) Collaborative Working
12 47 (40.52%) Enterprise Software
12 47 (40.52%) OOP
13 37 (31.90%) Big Data
14 30 (25.86%) Apache Spark
15 18 (15.52%) Apache Hive
15 18 (15.52%) Amazon AWS
16 17 (14.66%) Unix
16 17 (14.66%) OOD

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 (25.86%) Apache Spark
2 10 (8.62%) SAS
3 5 (4.31%) SharePoint
3 5 (4.31%) SharePoint 2013
4 4 (3.45%) Apache Pig
4 4 (3.45%) Elasticsearch
5 2 (1.72%) JBoss
5 2 (1.72%) Jetty
5 2 (1.72%) Tomcat
5 2 (1.72%) WebLogic
5 2 (1.72%) WebSphere
6 1 (0.86%) Apache
6 1 (0.86%) PowerExchange
Cloud Services
1 18 (15.52%) Amazon AWS
2 11 (9.48%) Microsoft Azure
3 6 (5.17%) Serverless
4 5 (4.31%) Amazon EC2
4 5 (4.31%) Amazon EMR
4 5 (4.31%) Amazon S3
4 5 (4.31%) AWS Lambda
5 2 (1.72%) Amazon ElastiCache
5 2 (1.72%) Amazon ELB
5 2 (1.72%) AWS CloudFormation
5 2 (1.72%) Cloud Computing
5 2 (1.72%) Virtual Private Cloud
6 1 (0.86%) GitHub
6 1 (0.86%) Google Analytics
6 1 (0.86%) Google Cloud Platform
6 1 (0.86%) Taleo
Communications & Networking
1 1 (0.86%) AMQP
1 1 (0.86%) Internet
Database & Business Intelligence
1 58 (50.00%) NoSQL
2 50 (43.10%) PostgreSQL
3 49 (42.24%) MySQL
4 37 (31.90%) Big Data
5 18 (15.52%) Apache Hive
6 13 (11.21%) HBase
7 10 (8.62%) SQL Server
8 8 (6.90%) Relational Database
9 7 (6.03%) RDBMS
10 6 (5.17%) Data Lake
10 6 (5.17%) QlikView
11 5 (4.31%) Amazon Redshift
11 5 (4.31%) Data Warehouse
11 5 (4.31%) SQL Server 2012
12 4 (3.45%) DB2
12 4 (3.45%) Parquet
13 3 (2.59%) Data Mining
13 3 (2.59%) Impala
13 3 (2.59%) SAS EBI
13 3 (2.59%) Sybase ASE
Development Applications
1 50 (43.10%) Maven
2 5 (4.31%) ERwin
3 3 (2.59%) Eclipse
3 3 (2.59%) Git (software)
3 3 (2.59%) Jenkins
4 2 (1.72%) Cucumber
4 2 (1.72%) FindBugs
4 2 (1.72%) IntelliJ
4 2 (1.72%) JUnit
4 2 (1.72%) Selenium
4 2 (1.72%) Subversion
5 1 (0.86%) FitNesse
5 1 (0.86%) Sonatype Nexus
5 1 (0.86%) TeamCity
5 1 (0.86%) Vagrant
General
1 75 (64.66%) Finance
2 11 (9.48%) Banking
3 7 (6.03%) Financial Institution
4 3 (2.59%) Manufacturing
5 2 (1.72%) Retail Banking
6 1 (0.86%) Front Office
6 1 (0.86%) Games
6 1 (0.86%) Investment Banking
6 1 (0.86%) Law
6 1 (0.86%) Local Government
6 1 (0.86%) Retail
Job Titles
1 48 (41.38%) Developer
2 35 (30.17%) Technical Leader
3 27 (23.28%) Java Developer
4 11 (9.48%) Big Data Developer
5 8 (6.90%) Consultant
6 5 (4.31%) Data Consultant
6 5 (4.31%) Data Scientist
6 5 (4.31%) Senior Big Data Developer
6 5 (4.31%) Senior Developer
6 5 (4.31%) Software Developer
6 5 (4.31%) Software Engineer
6 5 (4.31%) Systems Manager
7 4 (3.45%) AWS Consultant
7 4 (3.45%) Big Data Consultant
7 4 (3.45%) Hadoop Developer
7 4 (3.45%) Python Developer
7 4 (3.45%) Senior Software Engineer
8 3 (2.59%) Architect
8 3 (2.59%) Data Modeller
8 3 (2.59%) SQL Developer
Libraries, Frameworks & Software Standards
1 50 (43.10%) HTML
2 49 (42.24%) AngularJS
2 49 (42.24%) Hibernate
2 49 (42.24%) Spring
3 10 (8.62%) Kafka
4 3 (2.59%) Node.js
5 2 (1.72%) Apache Avro
5 2 (1.72%) Apache Flex
5 2 (1.72%) Backbone.js
5 2 (1.72%) Elastic Stack
5 2 (1.72%) HTML5
5 2 (1.72%) JMS
5 2 (1.72%) JSON
5 2 (1.72%) Natural Language Processing
5 2 (1.72%) PostGIS
5 2 (1.72%) Protocol Buffers
5 2 (1.72%) RabbitMQ
5 2 (1.72%) React
5 2 (1.72%) Vue.js
5 2 (1.72%) Web Services
Miscellaneous
1 47 (40.52%) Enterprise Software
2 14 (12.07%) Algorithms
3 12 (10.34%) Analytical Skills
3 12 (10.34%) Data Structures
4 5 (4.31%) Robotics
4 5 (4.31%) Security Operations Centre
5 4 (3.45%) Cloud Native
6 2 (1.72%) Data Centre
6 2 (1.72%) Enterprise Cloud
6 2 (1.72%) Greenfield Project
6 2 (1.72%) Mainframe
6 2 (1.72%) Public Cloud
7 1 (0.86%) Management Information System
7 1 (0.86%) Reference Data
7 1 (0.86%) Self-Motivation
Operating Systems
1 17 (14.66%) Unix
2 8 (6.90%) Linux
3 3 (2.59%) Android
3 3 (2.59%) Apple iOS
4 1 (0.86%) AIX
4 1 (0.86%) Solaris
Processes & Methodologies
1 73 (62.93%) Agile Software Development
2 64 (55.17%) OO
3 52 (44.83%) SDLC
4 48 (41.38%) Collaborative Working
5 47 (40.52%) OOP
6 17 (14.66%) OOD
7 16 (13.79%) Open Source
8 15 (12.93%) Mathematics
9 14 (12.07%) Analytics
9 14 (12.07%) MapReduce
10 12 (10.34%) Lean Software Development
11 11 (9.48%) Data Science
12 10 (8.62%) Artificial Intelligence
12 10 (8.62%) Machine Learning
12 10 (8.62%) Problem-Solving
13 9 (7.76%) Data Modelling
14 8 (6.90%) ETL
14 8 (6.90%) Mentoring
15 7 (6.03%) Software Engineering
16 6 (5.17%) TDD
Programming Languages
1 85 (73.28%) Python
2 77 (66.38%) SQL
3 71 (61.21%) Java
4 52 (44.83%) JavaScript
5 50 (43.10%) PHP
6 11 (9.48%) R
7 7 (6.03%) Ruby
8 5 (4.31%) C#
8 5 (4.31%) Scala
9 4 (3.45%) Bash Shell
9 4 (3.45%) C++
10 3 (2.59%) SAS Macro
10 3 (2.59%) T-SQL
10 3 (2.59%) VBA
11 2 (1.72%) MATLAB
11 2 (1.72%) Perl
11 2 (1.72%) Shell Script
12 1 (0.86%) Java 8
12 1 (0.86%) PL/SQL
12 1 (0.86%) XPath
Qualifications
1 7 (6.03%) Degree
2 3 (2.59%) PhD
3 1 (0.86%) AWS Certification
3 1 (0.86%) CISM
3 1 (0.86%) CISSP
3 1 (0.86%) CompTIA Security+
Quality Assurance & Compliance
1 5 (4.31%) ISO/IEC 27001
2 3 (2.59%) Data Quality
3 1 (0.86%) QA
System Software
1 50 (43.10%) Docker
2 7 (6.03%) HDFS
Systems Management
1 50 (43.10%) Ansible
2 48 (41.38%) Puppet
3 3 (2.59%) Oozie
3 3 (2.59%) Terraform
4 2 (1.72%) Kibana
4 2 (1.72%) logstash
4 2 (1.72%) Mesos
4 2 (1.72%) Opscode Chef
5 1 (0.86%) Ambari
5 1 (0.86%) Cobbler
5 1 (0.86%) Consul
5 1 (0.86%) Enterprise Manager Cloud Control
5 1 (0.86%) Kubernetes
5 1 (0.86%) Oracle RMAN
Vendors
1 58 (50.00%) Oracle
2 8 (6.90%) Teradata
3 6 (5.17%) Ab Initio
3 6 (5.17%) Google
4 5 (4.31%) Informatica
4 5 (4.31%) Splunk
5 4 (3.45%) Cloudera
5 4 (3.45%) IBM
6 3 (2.59%) Cognos
6 3 (2.59%) MicroStrategy
6 3 (2.59%) Salesforce.com
6 3 (2.59%) SAP
6 3 (2.59%) Sybase
6 3 (2.59%) TIBCO
7 2 (1.72%) Cognizant
8 1 (0.86%) CA
8 1 (0.86%) Microsoft
8 1 (0.86%) Tableau
8 1 (0.86%) Vertica