Period
to 23 September 2018

The following table provides summary statistics for contract job vacancies advertised in Glasgow with a requirement for Hadoop skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Hadoop over the 6 months to 23 September 2018 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Apache Hadoop
Scotland > Glasgow
6 months to
23 Sep 2018
Same period 2017 Same period 2016
Rank 51 83 92
Rank change year-on-year +32 +9 +7
Contract jobs citing Hadoop 63 22 8
As % of all contract IT jobs advertised in Glasgow 3.70% 1.59% 0.62%
As % of the Database & Business Intelligence category 13.04% 5.79% 2.33%
Number of daily rates quoted 28 10 10
Glasgow median daily rate £450 £406 £483
Median daily rate % change year-on-year +10.77% -15.80% -5.85%
10th Percentile £343 £319 £400
90th Percentile £538 £588 £533
Scotland median daily rate £425 £413 £508
% change year-on-year +3.03% -18.72% +9.73%
Number of hourly rates quoted 0 0 0
Glasgow median hourly rate - - -
Scotland median hourly rate - - -

Hadoop is in the Databases and Business Intelligence category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in Glasgow with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Glasgow
Contract vacancies with a requirement for database or business intelligence skills 483 380 343
As % of all contract IT jobs advertised in Glasgow 28.33% 27.38% 26.49%
Number of daily rates quoted 269 188 192
Glasgow median daily rate £425 £380 £350
Median daily rate % change year-on-year +11.84% +8.57% -
10th Percentile £315 £300 £251
90th Percentile £550 £497 £450
Scotland median daily rate £400 £388 £350
% change year-on-year +3.23% +10.71% -
Number of hourly rates quoted 4 8 1
Glasgow median hourly rate £21.45 £107.00 £44.50
Median hourly rate % change year-on-year -79.95% +140.45% +14.84%
10th Percentile £10.06 £12.77 £43.25
90th Percentile £34.63 £195.00 £45.75
Scotland median hourly rate £16.25 £43.39 £36.00
% change year-on-year -62.55% +20.53% +11.03%

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
Contractor Daily Rate Trend in Glasgow

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Hadoop in Glasgow.

Contractor daily rate trend for Hadoop in Glasgow

Hadoop
Contractor Daily Rate Histogram in Glasgow

The daily rate distribution of IT jobs citing Hadoop in Glasgow over the 6 months to 23 September 2018.

Contractor daily rate histogram for Hadoop in Glasgow

For the 6 months to 23 September 2018, IT contractor 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 contract job ads across the Glasgow region with a requirement for Hadoop.

1 46 (73.02%) Agile Software Development
2 36 (57.14%) Software Engineering
3 34 (53.97%) Java
4 31 (49.21%) SQL
5 28 (44.44%) Python
6 23 (36.51%) Ruby
6 23 (36.51%) Bash Shell
6 23 (36.51%) NoSQL
7 22 (34.92%) Kafka
7 22 (34.92%) Analytics
7 22 (34.92%) Spring
7 22 (34.92%) SQL Server
8 21 (33.33%) Microsoft
9 20 (31.75%) Tomcat
10 19 (30.16%) Oracle
10 19 (30.16%) Relational Database
11 18 (28.57%) Couchbase
11 18 (28.57%) MongoDB
11 18 (28.57%) Big Data
11 18 (28.57%) Hibernate
12 17 (26.98%) JavaScript
12 17 (26.98%) Redis
12 17 (26.98%) Riak
13 16 (25.40%) Ansible
13 16 (25.40%) HTML
13 16 (25.40%) WebLogic
13 16 (25.40%) JBoss
13 16 (25.40%) Finance
13 16 (25.40%) Jetty
13 16 (25.40%) JPA

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 20 (31.75%) Tomcat
2 16 (25.40%) JBoss
2 16 (25.40%) Jetty
2 16 (25.40%) WebLogic
3 14 (22.22%) Apache Spark
4 10 (15.87%) WebSphere
5 4 (6.35%) Apache Pig
6 3 (4.76%) Oracle SOA Suite
7 1 (1.59%) Apache
7 1 (1.59%) Apache Airflow
7 1 (1.59%) WebLogic Portal
Business Applications
1 3 (4.76%) Dynamics CRM
Cloud Services
1 13 (20.63%) GitHub
2 11 (17.46%) Microsoft Azure
3 10 (15.87%) PaaS
4 9 (14.29%) Azure Data Factory
4 9 (14.29%) Dynamics 365
5 2 (3.17%) Amazon AWS
5 2 (3.17%) Office 365
6 1 (1.59%) Cloud Computing
6 1 (1.59%) IaaS
Communications & Networking
1 9 (14.29%) AMQP
2 4 (6.35%) FTP
3 1 (1.59%) Firewall
3 1 (1.59%) HTTP
3 1 (1.59%) HTTPS
3 1 (1.59%) Kerberos
3 1 (1.59%) SSL
3 1 (1.59%) VPN
Database & Business Intelligence
1 23 (36.51%) NoSQL
2 22 (34.92%) SQL Server
3 19 (30.16%) Relational Database
4 18 (28.57%) Big Data
4 18 (28.57%) Couchbase
4 18 (28.57%) MongoDB
5 17 (26.98%) Redis
5 17 (26.98%) Riak
6 12 (19.05%) ArangoDB
6 12 (19.05%) Neo4j
7 11 (17.46%) Impala
8 10 (15.87%) Data Lake
8 10 (15.87%) Data Warehouse
8 10 (15.87%) HDInsight
8 10 (15.87%) Power BI
8 10 (15.87%) SQL Server Analysis Services
8 10 (15.87%) SQL Server Integration Services
8 10 (15.87%) SQL Server Reporting Services
9 9 (14.29%) Azure SQL Database
9 9 (14.29%) Microsoft Analysis Services
Development Applications
1 14 (22.22%) Vagrant
2 13 (20.63%) Cucumber
2 13 (20.63%) Selenium
3 12 (19.05%) FitNesse
3 12 (19.05%) Jenkins
4 5 (7.94%) Git (software)
5 4 (6.35%) Maven
General
1 16 (25.40%) Finance
2 10 (15.87%) Games
3 3 (4.76%) Retail
4 1 (1.59%) Electronics
4 1 (1.59%) Legal
4 1 (1.59%) Manufacturing
4 1 (1.59%) Marketing
4 1 (1.59%) Telecoms
Job Titles
1 37 (58.73%) Developer
2 18 (28.57%) Java Developer
3 10 (15.87%) ETL Developer
3 10 (15.87%) Software Engineer
4 9 (14.29%) Scala Software Engineer
5 7 (11.11%) DevOps Engineer
6 5 (7.94%) Data Engineer
6 5 (7.94%) SQL Developer
7 4 (6.35%) Big Data Developer
7 4 (6.35%) Infrastructure Engineer
7 4 (6.35%) Python Developer
8 3 (4.76%) Data Protection Engineer
8 3 (4.76%) Hadoop Developer
8 3 (4.76%) Scala Developer
9 2 (3.17%) Agile Developer
9 2 (3.17%) Analyst
9 2 (3.17%) Azure Developer
9 2 (3.17%) Java Scala Developer
9 2 (3.17%) Security Engineer
10 1 (1.59%) Systems Analyst
Libraries, Frameworks & Software Standards
1 22 (34.92%) Kafka
1 22 (34.92%) Spring
2 18 (28.57%) Hibernate
3 16 (25.40%) HTML
3 16 (25.40%) JPA
4 15 (23.81%) HTML5
5 14 (22.22%) JMS
6 11 (17.46%) Akka
7 10 (15.87%) RabbitMQ
8 9 (14.29%) TIBCO EMS
8 9 (14.29%) WebSphere MQ
9 6 (9.52%) REST
10 5 (7.94%) J2EE
10 5 (7.94%) Web Services
11 4 (6.35%) JDBC
11 4 (6.35%) JNDI
11 4 (6.35%) Spring Batch
12 1 (1.59%) JSON
12 1 (1.59%) OAuth
12 1 (1.59%) RESTful
Miscellaneous
1 12 (19.05%) Cyberthreat
2 11 (17.46%) Computer Science
2 11 (17.46%) Enterprise Software
3 4 (6.35%) Greenfield Project
4 3 (4.76%) Derivative
4 3 (4.76%) OTC Derivatives
5 2 (3.17%) Analytical Skills
6 1 (1.59%) AS400
6 1 (1.59%) Data Centre
6 1 (1.59%) Data Structures
6 1 (1.59%) Linux Command Line
Operating Systems
1 13 (20.63%) Linux
2 12 (19.05%) Windows
3 1 (1.59%) Unix
Processes & Methodologies
1 46 (73.02%) Agile Software Development
2 36 (57.14%) Software Engineering
3 22 (34.92%) Analytics
4 15 (23.81%) Cybersecurity
4 15 (23.81%) Deployment Automation
5 14 (22.22%) BDD
5 14 (22.22%) ETL
5 14 (22.22%) Multithreading
5 14 (22.22%) TDD
6 13 (20.63%) Data Protection
7 12 (19.05%) Concurrent Programming
7 12 (19.05%) Cryptography
7 12 (19.05%) Data Encryption
7 12 (19.05%) Data Loss Prevention
7 12 (19.05%) Data Modelling
7 12 (19.05%) DRM
7 12 (19.05%) IT Strategy
7 12 (19.05%) Site Reliability Engineering
7 12 (19.05%) Test Automation
8 11 (17.46%) Scrum
Programming Languages
1 34 (53.97%) Java
2 31 (49.21%) SQL
3 28 (44.44%) Python
4 23 (36.51%) Bash Shell
4 23 (36.51%) Ruby
5 17 (26.98%) JavaScript
6 13 (20.63%) T-SQL
7 12 (19.05%) Go
7 12 (19.05%) Java 8
7 12 (19.05%) Perl
7 12 (19.05%) Scala
8 4 (6.35%) C++
8 4 (6.35%) PL/SQL
8 4 (6.35%) Shell Script
9 3 (4.76%) C
10 1 (1.59%) C#
Qualifications
1 12 (19.05%) CISM
1 12 (19.05%) CISSP
2 10 (15.87%) Computer Science Degree
2 10 (15.87%) Degree
3 2 (3.17%) Security Cleared
4 1 (1.59%) BC Cleared
4 1 (1.59%) BPSS Clearance
Quality Assurance & Compliance
1 13 (20.63%) GDPR
2 12 (19.05%) FINRA
3 9 (14.29%) QA
4 1 (1.59%) Data Quality
4 1 (1.59%) ISO/IEC 27001
System Software
1 15 (23.81%) Docker
2 6 (9.52%) HDFS
Systems Management
1 16 (25.40%) Ansible
2 15 (23.81%) Cobbler
2 15 (23.81%) Opscode Chef
2 15 (23.81%) Puppet
3 13 (20.63%) Terraform
4 1 (1.59%) Ambari
4 1 (1.59%) Hadoop YARN
4 1 (1.59%) Kibana
4 1 (1.59%) Oozie
4 1 (1.59%) Single Sign-On
Vendors
1 21 (33.33%) Microsoft
2 19 (30.16%) Oracle
3 14 (22.22%) Cloudera
4 13 (20.63%) Hortonworks
4 13 (20.63%) Sybase
5 12 (19.05%) McAfee
5 12 (19.05%) Symantec
5 12 (19.05%) Varonis
6 11 (17.46%) Tableau
7 10 (15.87%) TIBCO
8 9 (14.29%) IBM
8 9 (14.29%) Informatica
9 2 (3.17%) SAP
9 2 (3.17%) Splunk
10 1 (1.59%) Cognos
10 1 (1.59%) Perforce