Period
to 15 August 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 15 August 2018 with a comparison to the same period in the previous 2 years.

Apache Hadoop
UK > Scotland
6 months to
15 Aug 2018
Same period 2017 Same period 2016
Rank 103 120 129
Rank change year-on-year +17 +9 +60
Permanent jobs citing Hadoop 138 104 116
As % of all permanent IT jobs advertised in Scotland 2.53% 1.95% 2.03%
As % of the Database & Business Intelligence category 7.66% 5.16% 6.41%
Number of salaries quoted 113 80 59
Scotland median annual salary £50,000 £43,750 £52,500
Median salary % change year-on-year +14.29% -16.67% -4.55%
10th Percentile £37,500 £35,000 £36,000
90th Percentile £65,000 £98,125 £60,000
UK median annual salary £65,000 £62,500 £60,000
% change year-on-year +4.00% +4.17% -4.00%

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 1,801 2,017 1,809
As % of all permanent IT jobs advertised in Scotland 32.96% 37.81% 31.69%
Number of salaries quoted 1,317 1,225 981
Scotland median annual salary £45,000 £42,500 £45,000
Median salary % change year-on-year +5.88% -5.56% +11.11%
10th Percentile £30,000 £27,500 £27,500
90th Percentile £68,000 £70,000 £61,250
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 15 August 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 15 August 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 +33 99 £50,000 +25.00% 11
Edinburgh -40 30 £45,000 +12.50% 9
Aberdeen - 3 £37,500 -
Hadoop
UK

For the 6 months to 15 August 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.

1 101 (73.19%) SQL
2 92 (66.67%) Java
3 86 (62.32%) Python
3 86 (62.32%) Agile Software Development
4 80 (57.97%) Spring
4 80 (57.97%) NoSQL
5 77 (55.80%) Docker
6 76 (55.07%) Hibernate
7 74 (53.62%) JavaScript
8 71 (51.45%) HTML
8 71 (51.45%) Finance
9 70 (50.72%) Ansible
10 69 (50.00%) Puppet
10 69 (50.00%) Maven
11 67 (48.55%) OO
12 66 (47.83%) Collaborative Working
13 65 (47.10%) Enterprise Software
14 64 (46.38%) SDLC
15 63 (45.65%) Oracle
15 63 (45.65%) PostgreSQL
16 62 (44.93%) PHP
17 61 (44.20%) MySQL
17 61 (44.20%) AngularJS
18 60 (43.48%) OOP
19 37 (26.81%) Apache Spark
20 33 (23.91%) Big Data
21 32 (23.19%) Analytics
22 27 (19.57%) Amazon AWS
23 20 (14.49%) HDFS
24 19 (13.77%) Machine Learning

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 37 (26.81%) Apache Spark
2 19 (13.77%) SAS
3 12 (8.70%) Apache Pig
4 8 (5.80%) JBoss
4 8 (5.80%) Jetty
4 8 (5.80%) Tomcat
4 8 (5.80%) WebLogic
5 3 (2.17%) WebSphere
6 2 (1.45%) Apache Solr
6 2 (1.45%) SharePoint
6 2 (1.45%) SharePoint 2013
7 1 (0.72%) Apache
7 1 (0.72%) Elasticsearch
Applications
1 5 (3.62%) Microsoft Excel
1 5 (3.62%) Microsoft Office
1 5 (3.62%) Microsoft PowerPoint
1 5 (3.62%) Microsoft Project
1 5 (3.62%) MS Visio
Cloud Services
1 27 (19.57%) Amazon AWS
2 18 (13.04%) Microsoft Azure
3 10 (7.25%) Amazon EMR
4 5 (3.62%) Amazon S3
5 4 (2.90%) Amazon EC2
5 4 (2.90%) AWS Lambda
5 4 (2.90%) Serverless
6 3 (2.17%) Google Cloud Platform
7 2 (1.45%) Amazon ElastiCache
7 2 (1.45%) Amazon ELB
7 2 (1.45%) Azure Data Factory
7 2 (1.45%) Google Analytics
7 2 (1.45%) Virtual Private Cloud
8 1 (0.72%) AWS Data Pipeline
8 1 (0.72%) GitHub
Communications & Networking
1 3 (2.17%) AMQP
Database & Business Intelligence
1 80 (57.97%) NoSQL
2 63 (45.65%) PostgreSQL
3 61 (44.20%) MySQL
4 33 (23.91%) Big Data
5 16 (11.59%) Apache Hive
6 12 (8.70%) Amazon Redshift
6 12 (8.70%) MongoDB
7 10 (7.25%) Data Warehouse
7 10 (7.25%) Sqoop
8 9 (6.52%) Data Lake
8 9 (6.52%) SQL Server
9 8 (5.80%) Couchbase
9 8 (5.80%) Data Mining
9 8 (5.80%) Redis
9 8 (5.80%) SQL Server Analysis Services
9 8 (5.80%) SQL Server Integration Services
9 8 (5.80%) SQL Server Reporting Services
10 7 (5.07%) Riak
11 5 (3.62%) Apache Cassandra
11 5 (3.62%) HBase
Development Applications
1 69 (50.00%) Maven
2 14 (10.14%) Git (software)
3 8 (5.80%) Cucumber
3 8 (5.80%) Eclipse
3 8 (5.80%) Jenkins
3 8 (5.80%) Selenium
4 7 (5.07%) FitNesse
4 7 (5.07%) Vagrant
5 4 (2.90%) JUnit
6 3 (2.17%) Atlassian Bamboo
6 3 (2.17%) GitLab
7 2 (1.45%) FindBugs
7 2 (1.45%) IntelliJ
7 2 (1.45%) Mockito
7 2 (1.45%) Subversion
7 2 (1.45%) TestNG
General
1 71 (51.45%) Finance
2 11 (7.97%) Banking
3 5 (3.62%) Marketing
4 2 (1.45%) Advertising
4 2 (1.45%) Financial Institution
4 2 (1.45%) Manufacturing
5 1 (0.72%) Retail
Job Titles
1 55 (39.86%) Developer
2 50 (36.23%) Java Developer
3 30 (21.74%) Technical Leader
4 19 (13.77%) Consultant
5 11 (7.97%) Data Consultant
6 10 (7.25%) AWS Consultant
7 8 (5.80%) Big Data Consultant
8 7 (5.07%) Software Engineer
9 6 (4.35%) Data Engineer
9 6 (4.35%) Designer
9 6 (4.35%) Java Engineer
9 6 (4.35%) Java Software Engineer
10 5 (3.62%) Analyst
10 5 (3.62%) Data Analyst
10 5 (3.62%) Data Scientist
10 5 (3.62%) Java Consultant
10 5 (3.62%) Senior Analyst
10 5 (3.62%) Senior Data Analyst
11 4 (2.90%) JavaScript Engineer
12 2 (1.45%) Cloud Consultant
Libraries, Frameworks & Software Standards
1 80 (57.97%) Spring
2 76 (55.07%) Hibernate
3 71 (51.45%) HTML
4 61 (44.20%) AngularJS
5 12 (8.70%) Kafka
6 10 (7.25%) HTML5
7 9 (6.52%) REST
8 7 (5.07%) Spring Boot
9 6 (4.35%) Apache Axis
9 6 (4.35%) Drools
9 6 (4.35%) J2EE
10 5 (3.62%) SOAP
11 4 (2.90%) JPA
11 4 (2.90%) Natural Language Processing
11 4 (2.90%) Web Services
12 3 (2.17%) CSS3
12 3 (2.17%) JMS
12 3 (2.17%) TIBCO EMS
12 3 (2.17%) WebSphere MQ
12 3 (2.17%) XML
Miscellaneous
1 65 (47.10%) Enterprise Software
2 15 (10.87%) Analytical Skills
3 9 (6.52%) Data Structures
4 8 (5.80%) Algorithms
5 7 (5.07%) Computer Science
6 4 (2.90%) Public Cloud
7 3 (2.17%) Analytical Mindset
7 3 (2.17%) Cloud Native
8 2 (1.45%) Driving Licence
8 2 (1.45%) Enterprise Cloud
8 2 (1.45%) Mainframe
8 2 (1.45%) Security Operations Centre
8 2 (1.45%) Self-Motivation
9 1 (0.72%) AS400
9 1 (0.72%) Private Cloud
9 1 (0.72%) User Experience
Operating Systems
1 9 (6.52%) Unix
2 3 (2.17%) Linux
3 1 (0.72%) CentOS
3 1 (0.72%) Red Hat Enterprise Linux
Processes & Methodologies
1 86 (62.32%) Agile Software Development
2 67 (48.55%) OO
3 66 (47.83%) Collaborative Working
4 64 (46.38%) SDLC
5 60 (43.48%) OOP
6 32 (23.19%) Analytics
7 19 (13.77%) Machine Learning
7 19 (13.77%) TDD
8 18 (13.04%) ETL
9 17 (12.32%) Data Science
10 15 (10.87%) Software Engineering
11 14 (10.14%) MapReduce
12 12 (8.70%) Mathematics
12 12 (8.70%) Stakeholder Management
13 10 (7.25%) Artificial Intelligence
13 10 (7.25%) UML
14 9 (6.52%) Data Analysis
14 9 (6.52%) Data Modelling
14 9 (6.52%) Microservices
14 9 (6.52%) Multithreading
Programming Languages
1 101 (73.19%) SQL
2 92 (66.67%) Java
3 86 (62.32%) Python
4 74 (53.62%) JavaScript
5 62 (44.93%) PHP
6 15 (10.87%) R
7 12 (8.70%) Ruby
8 11 (7.97%) Bash Shell
9 9 (6.52%) Scala
10 3 (2.17%) C
10 3 (2.17%) C++
10 3 (2.17%) Embedded C++
11 2 (1.45%) SAS Macro
11 2 (1.45%) Shell Script
11 2 (1.45%) VBA
12 1 (0.72%) Go
12 1 (0.72%) Java 8
12 1 (0.72%) MATLAB
Qualifications
1 9 (6.52%) Degree
2 3 (2.17%) PhD
3 2 (1.45%) Computer Science Degree
4 1 (0.72%) CISM
4 1 (0.72%) CISSP
4 1 (0.72%) CompTIA Security+
4 1 (0.72%) Numerate Degree
Quality Assurance & Compliance
1 5 (3.62%) Data Quality
2 4 (2.90%) QA
3 2 (1.45%) GCP
3 2 (1.45%) ISO/IEC 27001
4 1 (0.72%) GDPR
System Software
1 77 (55.80%) Docker
2 20 (14.49%) HDFS
3 1 (0.72%) Apache Flume
3 1 (0.72%) Samba
Systems Management
1 70 (50.72%) Ansible
2 69 (50.00%) Puppet
3 10 (7.25%) Oozie
3 10 (7.25%) Opscode Chef
4 7 (5.07%) Cobbler
5 3 (2.17%) Terraform
6 1 (0.72%) Hadoop YARN
6 1 (0.72%) Kubernetes
6 1 (0.72%) Salt
Vendors
1 63 (45.65%) Oracle
2 5 (3.62%) Splunk
3 4 (2.90%) Cloudera
3 4 (2.90%) Google
3 4 (2.90%) IBM
4 3 (2.17%) Informatica
4 3 (2.17%) SAP
4 3 (2.17%) Teradata
4 3 (2.17%) TIBCO
5 2 (1.45%) Ab Initio
5 2 (1.45%) Cognizant
5 2 (1.45%) Cognos
5 2 (1.45%) Microsoft
5 2 (1.45%) MicroStrategy
5 2 (1.45%) Salesforce.com
6 1 (0.72%) Sybase
6 1 (0.72%) Tableau