Period
to 17 February 2019

The following table provides summary statistics for permanent job vacancies advertised in Glasgow 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 17 February 2019 with a comparison to the same period in the previous 2 years.

Apache Hadoop
Scotland > Glasgow
6 months to
17 Feb 2019
Same period 2018 Same period 2017
Rank 76 82 103
Rank change year-on-year +6 +21 +27
Permanent jobs citing Hadoop 70 80 29
As % of all permanent IT jobs advertised in Glasgow 3.55% 3.51% 1.55%
As % of the Database & Business Intelligence category 8.78% 9.66% 3.81%
Number of salaries quoted 63 46 17
Glasgow median annual salary £55,000 £50,000 £40,000
Median salary % change year-on-year +10.00% +25.00% -13.51%
10th Percentile £45,000 £37,500 £32,200
90th Percentile £68,750 £63,750 £54,750
Scotland median annual salary £55,000 £50,000 £47,000
% change year-on-year +10.00% +6.38% +4.44%

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 Glasgow with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Glasgow
Permanent vacancies with a requirement for database or business intelligence skills 797 828 761
As % of all permanent IT jobs advertised in Glasgow 40.44% 36.30% 40.63%
Number of salaries quoted 579 544 448
Glasgow median annual salary £46,000 £47,500 £44,875
Median salary % change year-on-year -3.16% +5.85% +12.19%
10th Percentile £32,500 £32,000 £30,850
90th Percentile £65,000 £70,000 £61,250
Scotland median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - +2.41%

Hadoop
Job Vacancy Trend in Glasgow

Job postings citing Hadoop as a percentage of all IT jobs advertised in Glasgow.

Job vacancy trend for Hadoop in Glasgow

Hadoop
Salary Trend in Glasgow

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Hadoop in Glasgow.

Salary trend for Hadoop in Glasgow

Hadoop
Salary Histogram in Glasgow

The salary distribution of IT jobs citing Hadoop in Glasgow over the 6 months to 17 February 2019.

Salary histogram for Hadoop in Glasgow

For the 6 months to 17 February 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 Glasgow region with a requirement for Hadoop.

1 61 (87.14%) Python
2 59 (84.29%) SQL
3 51 (72.86%) Java
3 51 (72.86%) Agile Software Development
4 50 (71.43%) NoSQL
5 48 (68.57%) Finance
6 45 (64.29%) OO
6 45 (64.29%) SDLC
7 41 (58.57%) Collaborative Working
8 37 (52.86%) Oracle
9 36 (51.43%) JavaScript
9 36 (51.43%) HTML
9 36 (51.43%) PostgreSQL
10 35 (50.00%) MySQL
10 35 (50.00%) AngularJS
11 34 (48.57%) Enterprise Software
11 34 (48.57%) Ansible
11 34 (48.57%) Docker
11 34 (48.57%) OOP
11 34 (48.57%) PHP
11 34 (48.57%) Hibernate
11 34 (48.57%) Puppet
11 34 (48.57%) Spring
11 34 (48.57%) Maven
12 21 (30.00%) Big Data
13 15 (21.43%) SOA
13 15 (21.43%) Apache Spark
14 12 (17.14%) Relational Database
15 11 (15.71%) OOD
15 11 (15.71%) RDBMS

Hadoop
Co-occurring IT Skills in Glasgow 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 15 (21.43%) Apache Spark
2 5 (7.14%) SAS
3 2 (2.86%) Apache
3 2 (2.86%) Apache Solr
4 1 (1.43%) JBoss
4 1 (1.43%) Jetty
4 1 (1.43%) Tomcat
4 1 (1.43%) WebLogic
4 1 (1.43%) WebSphere
Cloud Services
1 5 (7.14%) Microsoft Azure
2 4 (5.71%) Amazon AWS
3 3 (4.29%) Amazon S3
4 2 (2.86%) Amazon EMR
5 1 (1.43%) Amazon EC2
5 1 (1.43%) AWS Lambda
5 1 (1.43%) GitHub
5 1 (1.43%) Serverless
Database & Business Intelligence
1 50 (71.43%) NoSQL
2 36 (51.43%) PostgreSQL
3 35 (50.00%) MySQL
4 21 (30.00%) Big Data
5 12 (17.14%) Relational Database
6 11 (15.71%) RDBMS
7 10 (14.29%) Apache Hive
8 9 (12.86%) HBase
8 9 (12.86%) SQL Server
9 8 (11.43%) Data Warehouse
10 6 (8.57%) MongoDB
11 5 (7.14%) Apache Cassandra
11 5 (7.14%) BusinessObjects
11 5 (7.14%) QlikView
11 5 (7.14%) SQL Server 2012
12 3 (4.29%) Sybase ASE
13 2 (2.86%) Neo4j
13 2 (2.86%) Qlik Sense
13 2 (2.86%) Sqoop
14 1 (1.43%) Azure SQL Database
Development Applications
1 34 (48.57%) Maven
2 5 (7.14%) ERwin
3 2 (2.86%) JIRA
4 1 (1.43%) Cucumber
4 1 (1.43%) Selenium
General
1 48 (68.57%) Finance
2 4 (5.71%) Financial Institution
3 2 (2.86%) Legal
3 2 (2.86%) Marketing
4 1 (1.43%) Banking
4 1 (1.43%) Front Office
4 1 (1.43%) Investment Banking
4 1 (1.43%) Law
4 1 (1.43%) Manufacturing
Job Titles
1 39 (55.71%) Developer
2 20 (28.57%) Java Developer
3 14 (20.00%) Technical Leader
4 10 (14.29%) Python Developer
4 10 (14.29%) Software Developer
5 7 (10.00%) Architect
6 6 (8.57%) Big Data Developer
6 6 (8.57%) Data Engineer
7 5 (7.14%) Data Architect
8 4 (5.71%) Hadoop Developer
8 4 (5.71%) Senior Data Engineer
9 3 (4.29%) Data Scientist
9 3 (4.29%) SQL Developer
10 2 (2.86%) QA Engineer
10 2 (2.86%) Quality Engineer
10 2 (2.86%) Senior Big Data Developer
10 2 (2.86%) Senior Developer
10 2 (2.86%) Senior QA Engineer
10 2 (2.86%) Senior Quality Engineer
10 2 (2.86%) Software Engineer
Libraries, Frameworks & Software Standards
1 36 (51.43%) HTML
2 35 (50.00%) AngularJS
3 34 (48.57%) Hibernate
3 34 (48.57%) Spring
4 4 (5.71%) Kafka
5 2 (2.86%) HTML5
5 2 (2.86%) LAPP Stack
6 1 (1.43%) .NET
6 1 (1.43%) Backbone.js
6 1 (1.43%) CSS
6 1 (1.43%) CSS3
6 1 (1.43%) LESS
6 1 (1.43%) Natural Language Processing
6 1 (1.43%) Pandas
6 1 (1.43%) PySpark
6 1 (1.43%) RabbitMQ
6 1 (1.43%) React
6 1 (1.43%) Sass
6 1 (1.43%) Vue.js
6 1 (1.43%) Web Services
Miscellaneous
1 34 (48.57%) Enterprise Software
2 5 (7.14%) Robotics
3 1 (1.43%) Analytical Skills
3 1 (1.43%) Digital Media
3 1 (1.43%) Greenfield Project
3 1 (1.43%) Management Information System
3 1 (1.43%) Reference Data
3 1 (1.43%) User Experience
Operating Systems
1 5 (7.14%) Linux
2 2 (2.86%) Android
2 2 (2.86%) Apple iOS
Processes & Methodologies
1 51 (72.86%) Agile Software Development
2 45 (64.29%) OO
2 45 (64.29%) SDLC
3 41 (58.57%) Collaborative Working
4 34 (48.57%) OOP
5 15 (21.43%) SOA
6 11 (15.71%) OOD
7 10 (14.29%) BDD
7 10 (14.29%) OOA/OOD
7 10 (14.29%) Strategic Thinking
7 10 (14.29%) TDD
8 9 (12.86%) Analytics
8 9 (12.86%) Mentoring
9 8 (11.43%) Data Architecture
9 8 (11.43%) Data Development
9 8 (11.43%) Data Management
10 7 (10.00%) Data Modelling
10 7 (10.00%) Visualisation
11 6 (8.57%) Artificial Intelligence
11 6 (8.57%) Data Visualisation
Programming Languages
1 61 (87.14%) Python
2 59 (84.29%) SQL
3 51 (72.86%) Java
4 36 (51.43%) JavaScript
5 34 (48.57%) PHP
6 10 (14.29%) C++
7 6 (8.57%) R
8 3 (4.29%) Scala
8 3 (4.29%) T-SQL
9 2 (2.86%) Bash Shell
10 1 (1.43%) HiveQL
10 1 (1.43%) Java 8
10 1 (1.43%) Ruby
10 1 (1.43%) Shell Script
Qualifications
1 1 (1.43%) PhD
Quality Assurance & Compliance
1 10 (14.29%) Data Quality
2 4 (5.71%) QA
3 2 (2.86%) GDPR
3 2 (2.86%) ISO/IEC 27001
System Software
1 34 (48.57%) Docker
2 4 (5.71%) Apache Flume
3 2 (2.86%) HDFS
Systems Management
1 34 (48.57%) Ansible
1 34 (48.57%) Puppet
2 2 (2.86%) Hadoop YARN
Vendors
1 37 (52.86%) Oracle
2 9 (12.86%) Cloudera
3 8 (11.43%) Tableau
4 6 (8.57%) TIBCO
5 5 (7.14%) Informatica
5 5 (7.14%) SAP
5 5 (7.14%) Vertica
6 4 (5.71%) Hortonworks
7 3 (4.29%) Sybase
8 1 (1.43%) Google
8 1 (1.43%) Microsoft
8 1 (1.43%) Roku
8 1 (1.43%) Virgin Media