Period
to 19 October 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 19 October 2018 with a comparison to the same period in the previous 2 years.

Apache Hadoop
UK > Scotland
6 months to
19 Oct 2018
Same period 2017 Same period 2016
Rank 111 138 110
Rank change year-on-year +27 -28 +63
Permanent jobs citing Hadoop 133 89 112
As % of all permanent IT jobs advertised in Scotland 2.47% 1.61% 2.11%
As % of the Database & Business Intelligence category 7.61% 4.48% 6.68%
Number of salaries quoted 111 60 55
Scotland median annual salary £50,000 £53,750 £55,000
Median salary % change year-on-year -6.98% -2.27% -
10th Percentile £41,250 £35,000 £35,000
90th Percentile £65,000 £83,500 £60,000
UK median annual salary £67,500 £60,000 £60,000
% change year-on-year +12.50% - -7.69%

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 1,747 1,988 1,676
As % of all permanent IT jobs advertised in Scotland 32.47% 35.94% 31.61%
Number of salaries quoted 1,263 1,237 933
Scotland median annual salary £45,000 £41,500 £43,000
Median salary % change year-on-year +8.43% -3.49% +6.83%
10th Percentile £30,000 £28,000 £27,500
90th Percentile £67,050 £66,750 £61,250
UK median annual salary £50,000 £48,000 £47,500
% change year-on-year +4.17% +1.05% +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 19 October 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 19 October 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 +19 87 £52,500 +31.25% 4
Edinburgh -8 32 £50,000 +25.00% 10
Hadoop
UK

For the 6 months to 19 October 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 91 (68.42%) SQL
2 89 (66.92%) Python
3 79 (59.40%) Java
4 75 (56.39%) Agile Software Development
5 71 (53.38%) Finance
6 66 (49.62%) OO
7 65 (48.87%) NoSQL
8 64 (48.12%) Docker
9 63 (47.37%) Hibernate
9 63 (47.37%) Spring
10 59 (44.36%) Maven
10 59 (44.36%) JavaScript
11 58 (43.61%) Oracle
12 57 (42.86%) Ansible
13 56 (42.11%) Enterprise Software
13 56 (42.11%) Puppet
13 56 (42.11%) HTML
14 55 (41.35%) SDLC
15 53 (39.85%) PHP
15 53 (39.85%) PostgreSQL
16 52 (39.10%) MySQL
16 52 (39.10%) AngularJS
16 52 (39.10%) Collaborative Working
17 51 (38.35%) OOP
18 43 (32.33%) Apache Spark
19 42 (31.58%) Big Data
20 26 (19.55%) Analytics
20 26 (19.55%) Apache Hive
21 23 (17.29%) Amazon AWS
22 20 (15.04%) R

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 43 (32.33%) Apache Spark
2 18 (13.53%) SAS
3 13 (9.77%) Apache Pig
4 5 (3.76%) JBoss
4 5 (3.76%) Jetty
4 5 (3.76%) Tomcat
4 5 (3.76%) WebLogic
5 4 (3.01%) WebSphere
6 3 (2.26%) SharePoint
6 3 (2.26%) SharePoint 2013
7 2 (1.50%) Apache Solr
8 1 (0.75%) Apache
8 1 (0.75%) Elasticsearch
8 1 (0.75%) PowerExchange
Applications
1 3 (2.26%) Microsoft Excel
1 3 (2.26%) Microsoft Office
1 3 (2.26%) Microsoft PowerPoint
1 3 (2.26%) Microsoft Project
1 3 (2.26%) MS Visio
Cloud Services
1 23 (17.29%) Amazon AWS
2 10 (7.52%) Amazon EMR
2 10 (7.52%) Microsoft Azure
3 5 (3.76%) Amazon S3
4 4 (3.01%) Amazon EC2
4 4 (3.01%) AWS Lambda
4 4 (3.01%) Serverless
5 3 (2.26%) Google Analytics
5 3 (2.26%) Google Cloud Platform
6 2 (1.50%) Amazon ElastiCache
6 2 (1.50%) Amazon ELB
6 2 (1.50%) GitHub
6 2 (1.50%) Virtual Private Cloud
7 1 (0.75%) AWS Data Pipeline
Communications & Networking
1 3 (2.26%) AMQP
2 1 (0.75%) Internet
Database & Business Intelligence
1 65 (48.87%) NoSQL
2 53 (39.85%) PostgreSQL
3 52 (39.10%) MySQL
4 42 (31.58%) Big Data
5 26 (19.55%) Apache Hive
6 14 (10.53%) HBase
7 12 (9.02%) Amazon Redshift
8 10 (7.52%) Sqoop
9 7 (5.26%) Data Lake
10 6 (4.51%) Data Warehouse
10 6 (4.51%) MongoDB
10 6 (4.51%) SQL Server
11 5 (3.76%) Couchbase
11 5 (3.76%) Data Mining
11 5 (3.76%) DB2
11 5 (3.76%) SQL Server 2012
12 4 (3.01%) Amazon RDS
12 4 (3.01%) QlikView
12 4 (3.01%) Redis
12 4 (3.01%) Relational Database
Development Applications
1 59 (44.36%) Maven
2 10 (7.52%) Git (software)
3 8 (6.02%) Eclipse
4 5 (3.76%) Cucumber
4 5 (3.76%) Jenkins
4 5 (3.76%) Selenium
5 4 (3.01%) JUnit
6 3 (2.26%) FitNesse
6 3 (2.26%) Vagrant
7 2 (1.50%) FindBugs
7 2 (1.50%) IntelliJ
7 2 (1.50%) Mockito
7 2 (1.50%) Subversion
7 2 (1.50%) TestNG
8 1 (0.75%) ERwin
General
1 71 (53.38%) Finance
2 13 (9.77%) Banking
3 5 (3.76%) Financial Institution
4 3 (2.26%) Manufacturing
5 2 (1.50%) Marketing
5 2 (1.50%) Retail
5 2 (1.50%) Retail Banking
6 1 (0.75%) Front Office
6 1 (0.75%) Games
6 1 (0.75%) Investment Banking
6 1 (0.75%) Law
6 1 (0.75%) Local Government
Job Titles
1 51 (38.35%) Developer
2 35 (26.32%) Java Developer
2 35 (26.32%) Technical Leader
3 20 (15.04%) Consultant
4 11 (8.27%) AWS Consultant
4 11 (8.27%) Big Data Developer
5 10 (7.52%) Data Consultant
6 9 (6.77%) Big Data Consultant
7 7 (5.26%) Data Scientist
8 6 (4.51%) Senior Developer
9 5 (3.76%) Java Consultant
9 5 (3.76%) Senior Big Data Developer
10 4 (3.01%) Analyst
10 4 (3.01%) Data Engineer
10 4 (3.01%) Hadoop Developer
10 4 (3.01%) Software Engineer
11 3 (2.26%) Java Engineer
11 3 (2.26%) Java Software Engineer
11 3 (2.26%) Junior
11 3 (2.26%) Senior Data Analyst
Libraries, Frameworks & Software Standards
1 63 (47.37%) Hibernate
1 63 (47.37%) Spring
2 56 (42.11%) HTML
3 52 (39.10%) AngularJS
4 12 (9.02%) Kafka
5 8 (6.02%) REST
6 6 (4.51%) Apache Axis
6 6 (4.51%) Drools
6 6 (4.51%) Spring Boot
7 5 (3.76%) J2EE
8 4 (3.01%) HTML5
8 4 (3.01%) JMS
8 4 (3.01%) JPA
8 4 (3.01%) Natural Language Processing
8 4 (3.01%) RabbitMQ
8 4 (3.01%) Web Services
9 3 (2.26%) TIBCO EMS
9 3 (2.26%) WebSphere MQ
10 2 (1.50%) SOAP
10 2 (1.50%) Swing
Miscellaneous
1 56 (42.11%) Enterprise Software
2 15 (11.28%) Analytical Skills
3 14 (10.53%) Data Structures
4 12 (9.02%) Algorithms
5 7 (5.26%) Computer Science
6 5 (3.76%) Robotics
7 4 (3.01%) Public Cloud
8 3 (2.26%) Analytical Mindset
8 3 (2.26%) Security Operations Centre
9 2 (1.50%) Cloud Native
9 2 (1.50%) Enterprise Cloud
9 2 (1.50%) Mainframe
9 2 (1.50%) Self-Motivation
10 1 (0.75%) Greenfield Project
10 1 (0.75%) Management Information System
10 1 (0.75%) Private Cloud
10 1 (0.75%) Reference Data
Operating Systems
1 16 (12.03%) Unix
2 5 (3.76%) Linux
3 1 (0.75%) Android
3 1 (0.75%) Apple iOS
3 1 (0.75%) CentOS
3 1 (0.75%) Red Hat Enterprise Linux
Processes & Methodologies
1 75 (56.39%) Agile Software Development
2 66 (49.62%) OO
3 55 (41.35%) SDLC
4 52 (39.10%) Collaborative Working
5 51 (38.35%) OOP
6 26 (19.55%) Analytics
7 19 (14.29%) Data Science
8 18 (13.53%) Mathematics
9 17 (12.78%) MapReduce
10 15 (11.28%) OOD
11 14 (10.53%) Machine Learning
11 14 (10.53%) Open Source
11 14 (10.53%) TDD
12 13 (9.77%) Artificial Intelligence
12 13 (9.77%) ETL
13 11 (8.27%) Microservices
13 11 (8.27%) Software Engineering
13 11 (8.27%) UML
14 8 (6.02%) OOA/OOD
14 8 (6.02%) SOA
Programming Languages
1 91 (68.42%) SQL
2 89 (66.92%) Python
3 79 (59.40%) Java
4 59 (44.36%) JavaScript
5 53 (39.85%) PHP
6 20 (15.04%) R
7 9 (6.77%) Scala
8 8 (6.02%) Bash Shell
8 8 (6.02%) Ruby
9 3 (2.26%) SAS Macro
9 3 (2.26%) VBA
10 2 (1.50%) C++
10 2 (1.50%) Shell Script
11 1 (0.75%) C#
11 1 (0.75%) Java 8
11 1 (0.75%) MATLAB
11 1 (0.75%) PL/SQL
Qualifications
1 6 (4.51%) Degree
2 4 (3.01%) PhD
3 1 (0.75%) AWS Certification
3 1 (0.75%) CISM
3 1 (0.75%) CISSP
3 1 (0.75%) CompTIA Security+
3 1 (0.75%) Computer Science Degree
3 1 (0.75%) Numerate Degree
Quality Assurance & Compliance
1 5 (3.76%) Data Quality
2 4 (3.01%) QA
3 3 (2.26%) ISO/IEC 27001
4 1 (0.75%) GDPR
System Software
1 64 (48.12%) Docker
2 15 (11.28%) HDFS
3 1 (0.75%) Apache Flume
3 1 (0.75%) Samba
Systems Management
1 57 (42.86%) Ansible
2 56 (42.11%) Puppet
3 10 (7.52%) Oozie
4 6 (4.51%) Opscode Chef
5 3 (2.26%) Cobbler
5 3 (2.26%) Terraform
6 1 (0.75%) Ambari
6 1 (0.75%) Consul
6 1 (0.75%) Kubernetes
6 1 (0.75%) Salt
Vendors
1 58 (43.61%) Oracle
2 9 (6.77%) Google
3 5 (3.76%) Informatica
3 5 (3.76%) Splunk
3 5 (3.76%) Teradata
4 4 (3.01%) Cloudera
4 4 (3.01%) IBM
4 4 (3.01%) TIBCO
5 3 (2.26%) Ab Initio
5 3 (2.26%) Cognos
5 3 (2.26%) MicroStrategy
6 2 (1.50%) Cognizant
6 2 (1.50%) Salesforce.com
6 2 (1.50%) SAP
7 1 (0.75%) CA
7 1 (0.75%) Tableau