Period
to 25 March 2019

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 25 March 2019 with a comparison to the same period in the previous 2 years.

Apache Hadoop
UK > Scotland
6 months to
25 Mar 2019
Same period 2018 Same period 2017
Rank 122 109 105
Rank change year-on-year -13 -4 +59
Permanent jobs citing Hadoop 103 141 103
As % of all permanent IT jobs advertised in Scotland 2.00% 2.48% 2.21%
As % of the Database & Business Intelligence category 6.26% 7.93% 6.27%
Number of salaries quoted 78 72 71
Scotland median annual salary £55,000 £50,000 £47,500
Median salary % change year-on-year +10.00% +5.26% +5.56%
10th Percentile £44,400 £37,500 £35,000
90th Percentile £73,925 £65,000 £85,000
UK median annual salary £70,000 £65,000 £65,000
% change year-on-year +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 1,645 1,777 1,644
As % of all permanent IT jobs advertised in Scotland 31.88% 31.25% 35.29%
Number of salaries quoted 1,118 1,221 1,013
Scotland median annual salary £45,000 £45,000 £44,000
Median salary % change year-on-year - +2.27% +4.14%
10th Percentile £30,000 £28,747 £28,800
90th Percentile £65,000 £67,500 £65,000
UK median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% -

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 25 March 2019.

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 25 March 2019. 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 +1 69 £55,000 +10.00% 2
Edinburgh -23 29 £60,000 +20.00% 1
West Lothian - 1 £100,000 -
Hadoop
UK

For the 6 months to 25 March 2019, 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 72 (69.90%) SQL
1 72 (69.90%) Python
2 63 (61.17%) Java
3 60 (58.25%) Agile Software Development
4 58 (56.31%) Finance
5 56 (54.37%) NoSQL
6 46 (44.66%) OO
7 44 (42.72%) SDLC
8 40 (38.83%) Oracle
8 40 (38.83%) Big Data
9 33 (32.04%) Collaborative Working
10 29 (28.16%) PostgreSQL
11 28 (27.18%) JavaScript
11 28 (27.18%) AngularJS
11 28 (27.18%) Apache Spark
12 27 (26.21%) Relational Database
12 27 (26.21%) Analytics
12 27 (26.21%) HTML
12 27 (26.21%) MySQL
12 27 (26.21%) SOA
13 26 (25.24%) Ansible
14 25 (24.27%) Docker
14 25 (24.27%) RDBMS
14 25 (24.27%) PHP
14 25 (24.27%) Spring
14 25 (24.27%) Maven
15 24 (23.30%) Hibernate
15 24 (23.30%) OOP
15 24 (23.30%) Enterprise Software
15 24 (23.30%) Puppet

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 28 (27.18%) Apache Spark
2 14 (13.59%) SAS
3 6 (5.83%) Apache Pig
4 4 (3.88%) Elasticsearch
5 3 (2.91%) Apache
5 3 (2.91%) SharePoint
5 3 (2.91%) SharePoint 2013
6 2 (1.94%) Apache Solr
7 1 (0.97%) Cloud Foundry
7 1 (0.97%) PowerExchange
Applications
1 3 (2.91%) Microsoft Excel
1 3 (2.91%) Microsoft PowerPoint
1 3 (2.91%) MS Visio
Cloud Services
1 19 (18.45%) Amazon AWS
2 12 (11.65%) Microsoft Azure
3 8 (7.77%) Amazon S3
4 7 (6.80%) Serverless
5 6 (5.83%) AWS Lambda
6 5 (4.85%) Amazon EC2
6 5 (4.85%) Google Analytics
7 4 (3.88%) Amazon EMR
7 4 (3.88%) Google Cloud Platform
8 2 (1.94%) AWS CloudFormation
8 2 (1.94%) Cloud Computing
9 1 (0.97%) Amazon Kinesis
9 1 (0.97%) Taleo
Database & Business Intelligence
1 56 (54.37%) NoSQL
2 40 (38.83%) Big Data
3 29 (28.16%) PostgreSQL
4 27 (26.21%) MySQL
4 27 (26.21%) Relational Database
5 25 (24.27%) RDBMS
6 16 (15.53%) Data Warehouse
7 14 (13.59%) QlikView
8 11 (10.68%) Apache Hive
9 10 (9.71%) SQL Server
10 9 (8.74%) Apache Cassandra
11 8 (7.77%) BusinessObjects
11 8 (7.77%) MongoDB
12 4 (3.88%) Amazon RDS
12 4 (3.88%) Azure SQL Database
13 3 (2.91%) Neo4j
13 3 (2.91%) SAS Visual Analytics
13 3 (2.91%) Sybase ASE
14 2 (1.94%) Data Lake
14 2 (1.94%) OpenTSDB
Development Applications
1 25 (24.27%) Maven
2 13 (12.62%) ERwin
3 3 (2.91%) Jenkins
4 2 (1.94%) JIRA
5 1 (0.97%) Ant
5 1 (0.97%) Atlassian Bamboo
5 1 (0.97%) Cucumber
5 1 (0.97%) JUnit
5 1 (0.97%) Mockito
5 1 (0.97%) Sonatype Nexus
5 1 (0.97%) Spock
5 1 (0.97%) TeamCity
General
1 58 (56.31%) Finance
2 16 (15.53%) Banking
3 5 (4.85%) Retail Banking
4 4 (3.88%) Marketing
5 3 (2.91%) Financial Institution
5 3 (2.91%) Private Banking
6 2 (1.94%) Legal
7 1 (0.97%) Manufacturing
Job Titles
1 42 (40.78%) Developer
2 20 (19.42%) Software Developer
3 19 (18.45%) Python Developer
4 17 (16.50%) Java Developer
5 13 (12.62%) Architect
6 11 (10.68%) Technical Leader
7 10 (9.71%) Data Engineer
8 5 (4.85%) Analyst
8 5 (4.85%) Data Architect
8 5 (4.85%) Senior Software Engineer
8 5 (4.85%) Software Engineer
9 4 (3.88%) Data Modeller
9 4 (3.88%) Data Scientist
9 4 (3.88%) Senior Data Engineer
9 4 (3.88%) Technical Architect
10 3 (2.91%) Cloud Engineer
10 3 (2.91%) Enterprise Architect
10 3 (2.91%) Principal Engineer
10 3 (2.91%) Principal Software Engineer
10 3 (2.91%) SQL Developer
Libraries, Frameworks & Software Standards
1 28 (27.18%) AngularJS
2 27 (26.21%) HTML
3 25 (24.27%) Spring
4 24 (23.30%) Hibernate
5 9 (8.74%) Kafka
6 4 (3.88%) React
7 3 (2.91%) Backbone.js
7 3 (2.91%) Natural Language Processing
7 3 (2.91%) PySpark
7 3 (2.91%) Vue.js
8 2 (1.94%) .NET
8 2 (1.94%) Apache Flex
8 2 (1.94%) CSS
8 2 (1.94%) Elastic Stack
8 2 (1.94%) HTML5
8 2 (1.94%) JSON
8 2 (1.94%) LAPP Stack
8 2 (1.94%) Middleware
8 2 (1.94%) PostGIS
8 2 (1.94%) Protocol Buffers
Miscellaneous
1 24 (23.30%) Enterprise Software
2 11 (10.68%) Analytical Skills
3 4 (3.88%) Algorithms
4 3 (2.91%) Digital Media
4 3 (2.91%) Management Information System
4 3 (2.91%) Security Operations Centre
4 3 (2.91%) User Experience
5 2 (1.94%) Cloud Native
5 2 (1.94%) Data Centre
5 2 (1.94%) Data Structures
6 1 (0.97%) Clustering
6 1 (0.97%) Greenfield Project
6 1 (0.97%) Virtual Team
Operating Systems
1 9 (8.74%) Linux
2 7 (6.80%) Android
2 7 (6.80%) Apple iOS
3 5 (4.85%) Unix
4 1 (0.97%) AIX
4 1 (0.97%) Solaris
Processes & Methodologies
1 60 (58.25%) Agile Software Development
2 46 (44.66%) OO
3 44 (42.72%) SDLC
4 33 (32.04%) Collaborative Working
5 27 (26.21%) Analytics
5 27 (26.21%) SOA
6 24 (23.30%) OOP
7 23 (22.33%) Data Modelling
8 21 (20.39%) OOD
9 20 (19.42%) TDD
10 19 (18.45%) BDD
10 19 (18.45%) OOA/OOD
10 19 (18.45%) Strategic Thinking
11 16 (15.53%) Data Architecture
12 15 (14.56%) ETL
12 15 (14.56%) Machine Learning
13 14 (13.59%) Visualisation
14 13 (12.62%) Data Analytics
15 12 (11.65%) Master Data Management
16 11 (10.68%) Data Visualisation
Programming Languages
1 72 (69.90%) Python
1 72 (69.90%) SQL
2 63 (61.17%) Java
3 28 (27.18%) JavaScript
4 25 (24.27%) PHP
5 19 (18.45%) C++
6 12 (11.65%) Scala
7 10 (9.71%) R
8 8 (7.77%) MATLAB
9 5 (4.85%) C#
9 5 (4.85%) PL/SQL
10 3 (2.91%) Bash Shell
10 3 (2.91%) Ruby
10 3 (2.91%) Shell Script
10 3 (2.91%) T-SQL
11 2 (1.94%) Perl
12 1 (0.97%) HiveQL
12 1 (0.97%) Java 8
12 1 (0.97%) XPath
Qualifications
1 8 (7.77%) Degree
2 2 (1.94%) PhD
Quality Assurance & Compliance
1 14 (13.59%) Data Quality
2 5 (4.85%) ISO/IEC 27001
3 4 (3.88%) QA
4 3 (2.91%) GDPR
System Software
1 25 (24.27%) Docker
2 4 (3.88%) Apache Flume
2 4 (3.88%) HDFS
3 1 (0.97%) Samba
Systems Management
1 26 (25.24%) Ansible
2 24 (23.30%) Puppet
3 6 (5.83%) Ambari
4 2 (1.94%) Hadoop YARN
4 2 (1.94%) Kibana
4 2 (1.94%) logstash
4 2 (1.94%) Mesos
5 1 (0.97%) Docker Swarm
5 1 (0.97%) Enterprise Manager Cloud Control
5 1 (0.97%) Kubernetes
5 1 (0.97%) Oracle RMAN
Vendors
1 40 (38.83%) Oracle
2 16 (15.53%) Tableau
3 13 (12.62%) Cloudera
4 11 (10.68%) Informatica
5 9 (8.74%) TIBCO
6 8 (7.77%) Google
6 8 (7.77%) SAP
6 8 (7.77%) Vertica
7 5 (4.85%) Hortonworks
7 5 (4.85%) IBM
7 5 (4.85%) Teradata
8 4 (3.88%) Ab Initio
8 4 (3.88%) Microsoft
8 4 (3.88%) Splunk
8 4 (3.88%) Sybase
9 3 (2.91%) Platfora
9 3 (2.91%) Roku
9 3 (2.91%) Virgin Media
10 1 (0.97%) CA
10 1 (0.97%) Salesforce.com