Period
to 19 November 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 19 November 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
19 Nov 2018
Same period 2017 Same period 2016
Rank 54 67 73
Rank change year-on-year +13 +6 +26
Contract jobs citing Hadoop 62 25 10
As % of all contract IT jobs advertised in Glasgow 3.68% 1.94% 0.89%
As % of the Database & Business Intelligence category 13.72% 7.42% 3.26%
Number of daily rates quoted 24 13 11
Glasgow median daily rate £475 £375 £450
Median daily rate % change year-on-year +26.67% -16.67% -12.20%
10th Percentile £333 £319 £400
90th Percentile £538 £525 £533
Scotland median daily rate £425 £406 £475
% change year-on-year +4.62% -14.47% -5.00%
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 452 337 307
As % of all contract IT jobs advertised in Glasgow 26.84% 26.16% 27.44%
Number of daily rates quoted 251 177 158
Glasgow median daily rate £400 £380 £364
Median daily rate % change year-on-year +5.26% +4.47% +7.78%
10th Percentile £313 £289 £262
90th Percentile £538 £500 £475
Scotland median daily rate £400 £395 £350
% change year-on-year +1.27% +12.86% -6.67%
Number of hourly rates quoted 2 8 1
Glasgow median hourly rate £33.75 £107.00 £44.50
Median hourly rate % change year-on-year -68.46% +140.45% +14.84%
10th Percentile £31.63 £12.77 £43.25
90th Percentile £34.88 £195.00 £45.75
Scotland median hourly rate £32.50 £42.70 £42.00
% change year-on-year -23.88% +1.65% +46.28%

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 19 November 2018.

Contractor daily rate histogram for Hadoop in Glasgow

For the 6 months to 19 November 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 44 (70.97%) Agile Software Development
2 43 (69.35%) Software Engineering
3 35 (56.45%) SQL
4 33 (53.23%) Python
5 30 (48.39%) Java
6 29 (46.77%) SQL Server
7 28 (45.16%) Ruby
7 28 (45.16%) Bash Shell
8 27 (43.55%) Relational Database
8 27 (43.55%) Microsoft
9 23 (37.10%) Finance
10 22 (35.48%) Oracle
11 21 (33.87%) Kafka
12 20 (32.26%) Analytics
12 20 (32.26%) Linux
12 20 (32.26%) Sybase
13 19 (30.65%) Perl
13 19 (30.65%) Data Protection
13 19 (30.65%) GitHub
13 19 (30.65%) Hortonworks
13 19 (30.65%) Cloudera
13 19 (30.65%) Cybersecurity
13 19 (30.65%) Terraform
13 19 (30.65%) GDPR
14 18 (29.03%) IT Strategy
14 18 (29.03%) Data Loss Prevention
14 18 (29.03%) FINRA
14 18 (29.03%) Data Encryption
14 18 (29.03%) ArangoDB
14 18 (29.03%) Site Reliability Engineering

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 14 (22.58%) Apache Spark
2 12 (19.35%) JBoss
2 12 (19.35%) Jetty
2 12 (19.35%) Tomcat
2 12 (19.35%) WebLogic
3 10 (16.13%) WebSphere
4 3 (4.84%) Oracle SOA Suite
5 1 (1.61%) Apache Airflow
Business Applications
1 3 (4.84%) Dynamics CRM
Cloud Services
1 19 (30.65%) GitHub
2 11 (17.74%) Microsoft Azure
3 10 (16.13%) PaaS
4 9 (14.52%) Azure Data Factory
4 9 (14.52%) Dynamics 365
5 2 (3.23%) Amazon AWS
5 2 (3.23%) Office 365
6 1 (1.61%) Cloud Computing
6 1 (1.61%) IaaS
Communications & Networking
1 9 (14.52%) AMQP
2 1 (1.61%) Firewall
2 1 (1.61%) HTTP
2 1 (1.61%) HTTPS
2 1 (1.61%) Kerberos
2 1 (1.61%) SSL
2 1 (1.61%) VPN
Database & Business Intelligence
1 29 (46.77%) SQL Server
2 27 (43.55%) Relational Database
3 18 (29.03%) ArangoDB
3 18 (29.03%) Neo4j
4 16 (25.81%) NoSQL
5 14 (22.58%) Big Data
5 14 (22.58%) Couchbase
5 14 (22.58%) MongoDB
6 13 (20.97%) Redis
6 13 (20.97%) Riak
7 12 (19.35%) Data Warehouse
8 11 (17.74%) Impala
9 10 (16.13%) Data Lake
9 10 (16.13%) HDInsight
9 10 (16.13%) Power BI
9 10 (16.13%) SQL Server Analysis Services
9 10 (16.13%) SQL Server Integration Services
9 10 (16.13%) SQL Server Reporting Services
10 9 (14.52%) Azure SQL Database
10 9 (14.52%) Microsoft Analysis Services
Development Applications
1 18 (29.03%) Jenkins
2 12 (19.35%) Cucumber
2 12 (19.35%) Selenium
3 11 (17.74%) FitNesse
3 11 (17.74%) Vagrant
General
1 23 (37.10%) Finance
2 10 (16.13%) Games
3 2 (3.23%) Retail
4 1 (1.61%) Electronics
4 1 (1.61%) Legal
4 1 (1.61%) Manufacturing
4 1 (1.61%) Marketing
4 1 (1.61%) Telecoms
Job Titles
1 29 (46.77%) Developer
2 13 (20.97%) Java Developer
3 12 (19.35%) DevOps Engineer
4 11 (17.74%) ETL Developer
5 10 (16.13%) Software Engineer
6 9 (14.52%) Scala Software Engineer
7 6 (9.68%) Data Engineer
8 5 (8.06%) Infrastructure Engineer
8 5 (8.06%) SQL Developer
9 4 (6.45%) Data Protection Engineer
10 3 (4.84%) Hadoop Developer
10 3 (4.84%) Python Developer
11 2 (3.23%) Agile Developer
11 2 (3.23%) Analyst
11 2 (3.23%) Azure Developer
11 2 (3.23%) Business Developer
11 2 (3.23%) SAP BusinessObjects (BO) Developer
11 2 (3.23%) SAP Developer
11 2 (3.23%) Scala Developer
11 2 (3.23%) Security Engineer
Libraries, Frameworks & Software Standards
1 21 (33.87%) Kafka
2 15 (24.19%) Spring
3 14 (22.58%) Hibernate
4 13 (20.97%) HTML
4 13 (20.97%) HTML5
4 13 (20.97%) JPA
5 11 (17.74%) Akka
5 11 (17.74%) JMS
6 10 (16.13%) RabbitMQ
7 9 (14.52%) TIBCO EMS
7 9 (14.52%) WebSphere MQ
8 1 (1.61%) Ext JS
8 1 (1.61%) JSON
8 1 (1.61%) LDAP
8 1 (1.61%) OAuth
8 1 (1.61%) REST
8 1 (1.61%) SAML
8 1 (1.61%) SOAP
8 1 (1.61%) Web Services
8 1 (1.61%) WSDL
Miscellaneous
1 13 (20.97%) Cyberthreat
2 10 (16.13%) Computer Science
2 10 (16.13%) Enterprise Software
3 4 (6.45%) Greenfield Project
4 3 (4.84%) Derivative
4 3 (4.84%) OTC Derivatives
5 2 (3.23%) Analytical Skills
5 2 (3.23%) AS400
6 1 (1.61%) Data Centre
Operating Systems
1 20 (32.26%) Linux
2 18 (29.03%) Windows
Processes & Methodologies
1 44 (70.97%) Agile Software Development
2 43 (69.35%) Software Engineering
3 20 (32.26%) Analytics
4 19 (30.65%) Cybersecurity
4 19 (30.65%) Data Protection
5 18 (29.03%) Cryptography
5 18 (29.03%) Data Encryption
5 18 (29.03%) Data Loss Prevention
5 18 (29.03%) DRM
5 18 (29.03%) IT Strategy
5 18 (29.03%) Site Reliability Engineering
6 16 (25.81%) Security Operations
7 14 (22.58%) Infrastructure Engineering
8 12 (19.35%) Data Modelling
8 12 (19.35%) DevOps
8 12 (19.35%) Multithreading
8 12 (19.35%) Test Automation
9 11 (17.74%) ETL
9 11 (17.74%) Integration Testing
9 11 (17.74%) TDD
Programming Languages
1 35 (56.45%) SQL
2 33 (53.23%) Python
3 30 (48.39%) Java
4 28 (45.16%) Bash Shell
4 28 (45.16%) Ruby
5 19 (30.65%) Perl
6 18 (29.03%) Go
7 13 (20.97%) Java 8
8 12 (19.35%) JavaScript
8 12 (19.35%) Scala
9 9 (14.52%) T-SQL
10 4 (6.45%) C++
11 3 (4.84%) C
12 1 (1.61%) C#
Qualifications
1 18 (29.03%) CISM
1 18 (29.03%) CISSP
2 10 (16.13%) Computer Science Degree
2 10 (16.13%) Degree
3 2 (3.23%) Security Cleared
4 1 (1.61%) BC Cleared
4 1 (1.61%) BPSS Clearance
Quality Assurance & Compliance
1 19 (30.65%) GDPR
2 18 (29.03%) FINRA
3 9 (14.52%) QA
4 1 (1.61%) Data Quality
4 1 (1.61%) ISO/IEC 27001
System Software
1 12 (19.35%) Docker
2 2 (3.23%) HDFS
3 1 (1.61%) Virtual Servers
3 1 (1.61%) VMware ESXi
3 1 (1.61%) VMware Infrastructure
Systems Management
1 19 (30.65%) Terraform
2 12 (19.35%) Ansible
3 11 (17.74%) Cobbler
3 11 (17.74%) Opscode Chef
3 11 (17.74%) Puppet
4 1 (1.61%) Ambari
4 1 (1.61%) Hadoop YARN
4 1 (1.61%) Kubernetes
4 1 (1.61%) Oozie
4 1 (1.61%) Single Sign-On
Vendors
1 27 (43.55%) Microsoft
2 22 (35.48%) Oracle
3 20 (32.26%) Sybase
4 19 (30.65%) Cloudera
4 19 (30.65%) Hortonworks
5 18 (29.03%) McAfee
5 18 (29.03%) Symantec
5 18 (29.03%) Varonis
6 11 (17.74%) Tableau
7 10 (16.13%) Informatica
7 10 (16.13%) TIBCO
8 9 (14.52%) IBM
9 3 (4.84%) SAP
10 1 (1.61%) Cognos
10 1 (1.61%) Splunk
10 1 (1.61%) VMware