The table below looks at the statistics for Hadoop skills in IT jobs advertised for the Scotland region. Included is a guide to the salaries offered in IT jobs that have cited Hadoop over the 3 months to 22 February 2017 with a comparison to the same period over the previous 2 years.

3 months to
22 Feb 2017
Same period 2016 Same period 2015
Apache Hadoop
UK / Scotland
Rank 81 127 139
Rank change year-on-year
+46 +12
Permanent jobs citing Hadoop 60 33 23
As % of all permanent IT jobs located in Scotland 2.62% 1.11% 0.73%
As % of the Database & Business Intelligence category 7.30% 3.52% 2.37%
Number of salaries quoted 38 24 15
Median salary £60,000 £45,000 £42,500
Median salary % change year-on-year
+33.33% +5.88%
90% offered a salary of more than £40,000 £38,000 £38,500
10% offered a salary of more than £80,000 £70,000 £49,000
UK excluding London median salary £55,000 £52,500 £50,000
% change year-on-year
+4.76% +5.00%

The following table is for comparison with the above and provides statistics for the entire Database & Business Intelligence category in permanent jobs advertised in the Scotland region.

Database & Business Intelligence Category
Scotland
Permanent IT job ads with a match in the
Database & Business Intelligence category
822 938 972
As % of all permanent IT jobs located in Scotland 35.83% 31.59% 30.95%
Number of salaries quoted 526 603 657
Median salary £42,500 £47,500 £40,000
Median salary % change year-on-year
-10.52% +18.75%
90% offered a salary of more than £31,000 £32,500 £32,500
10% offered a salary of more than £65,000 £55,000 £55,000
UK excluding London median salary £42,500 £42,500 £40,000
% change year-on-year
- +6.25%

Hadoop
Jobs Demand Trend in Scotland

The demand trend of job ads across the Scotland region citing Hadoop as a proportion of all IT jobs with a match in the Database & Business Intelligence category.

Hadoop Jobs Demand Trend in Scotland

Hadoop
Salary Trend in Scotland

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

Hadoop Salary Trend in Scotland

Hadoop
Salary Histogram in Scotland

This chart provides a salary histogram for IT jobs citing Hadoop across the Scotland region over the 3 months to 22 February 2017.

Hadoop Salary Histogram 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 3 months to 22 February 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Edinburgh +20 53 £65,000 +36.84% 6
Glasgow +25 10 £40,000 -3.03% 1
Perth and Kinross - 1 - -
Hadoop
UK

Hadoop
Top 30 Related IT Skills in Scotland

For the 6 months to 22 February 2017, IT jobs citing Hadoop also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Scotland region with a requirement for Hadoop.

1 53 (60.23%) Analytics
2 46 (52.27%) Finance
3 43 (48.86%) Big Data
4 40 (45.45%) Java
5 38 (43.18%) Python
5 38 (43.18%) Apache Hive
6 30 (34.09%) Degree
7 29 (32.95%) Open Source
8 27 (30.68%) MongoDB
8 27 (30.68%) SQL
9 26 (29.55%) Agile Software Development
9 26 (29.55%) Apache Pig
10 25 (28.41%) Apache Spark
10 25 (28.41%) Linux
11 23 (26.14%) Continuous Integration
12 22 (25.00%) Workflow
12 22 (25.00%) Machine Learning
13 21 (23.86%) Neo4j
13 21 (23.86%) Kafka
13 21 (23.86%) Drools
13 21 (23.86%) Spring
13 21 (23.86%) SOA
14 20 (22.73%) SAS
14 20 (22.73%) Analytical Skills
14 20 (22.73%) Microservices
14 20 (22.73%) Elastic Stack
15 19 (21.59%) Anti-Money Laundering
15 19 (21.59%) Data Modelling
16 17 (19.32%) Oracle
16 17 (19.32%) ActiveMQ

Hadoop
Top Related 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 26 (29.55%) Apache Pig
2 25 (28.41%) Apache Spark
3 20 (22.73%) SAS
4 11 (12.50%) JBoss
5 4 (4.55%) GemFire
5 4 (4.55%) Oracle SOA Suite
6 3 (3.41%) Apache
7 1 (1.14%) Alfresco
7 1 (1.14%) Confluence
7 1 (1.14%) FileNet
7 1 (1.14%) Liferay
7 1 (1.14%) WebSphere
Cloud Services
1 7 (7.95%) Amazon AWS
1 7 (7.95%) Microsoft Azure
2 5 (5.68%) Amazon CloudWatch
2 5 (5.68%) Amazon EC2
2 5 (5.68%) Amazon S3
2 5 (5.68%) IaaS
2 5 (5.68%) PaaS
3 3 (3.41%) SaaS
4 2 (2.27%) Cloud Computing
5 1 (1.14%) Amazon EMR
Communications & Networking
1 2 (2.27%) HTTP
1 2 (2.27%) Internet
Database & Business Intelligence
1 43 (48.86%) Big Data
2 38 (43.18%) Apache Hive
3 27 (30.68%) MongoDB
4 21 (23.86%) Neo4j
5 17 (19.32%) Pentaho
5 17 (19.32%) PostgreSQL
6 16 (18.18%) Relational Database
7 14 (15.91%) Data Mining
8 13 (14.77%) NoSQL
8 13 (14.77%) RDBMS
9 11 (12.50%) HBase
10 10 (11.36%) Data Warehouse
10 10 (11.36%) SQL Server
11 7 (7.95%) Apache Cassandra
11 7 (7.95%) Sqoop
12 5 (5.68%) Flink
13 3 (3.41%) Amazon Redshift
14 2 (2.27%) Impala
15 1 (1.14%) MySQL
15 1 (1.14%) Oracle Reports
Development Applications
1 17 (19.32%) Talend Open Studio
2 6 (6.82%) ERwin
2 6 (6.82%) Jenkins
3 4 (4.55%) Ant
4 3 (3.41%) Git (software)
4 3 (3.41%) Maven
5 1 (1.14%) Atlassian Bamboo
5 1 (1.14%) Bitbucket
5 1 (1.14%) JIRA
5 1 (1.14%) JUnit
5 1 (1.14%) Subversion
General
1 46 (52.27%) Finance
2 12 (13.64%) Legal
3 4 (4.55%) Banking
4 3 (3.41%) Spanish Language
5 2 (2.27%) Publishing
6 1 (1.14%) Games
6 1 (1.14%) Investment Banking
6 1 (1.14%) Marketing
6 1 (1.14%) Retail
Job Titles
1 24 (27.27%) Developer
2 23 (26.14%) Architect
3 21 (23.86%) Data Architect
3 21 (23.86%) Java Developer
4 12 (13.64%) Senior Architect
4 12 (13.64%) Senior Data Architect
5 10 (11.36%) Software Engineer
6 9 (10.23%) Consultant
7 8 (9.09%) Senior Consultant
7 8 (9.09%) Software Developer
8 6 (6.82%) Java Engineer
8 6 (6.82%) Java Software Developer
8 6 (6.82%) Java Software Engineer
9 5 (5.68%) Analyst
9 5 (5.68%) Big Data Architect
9 5 (5.68%) Hadoop Consultant
10 4 (4.55%) Data Analyst
10 4 (4.55%) Information Architect
10 4 (4.55%) SAS Consultant
10 4 (4.55%) Senior SAS Consultant
Libraries, Frameworks & Software Standards
1 21 (23.86%) Drools
1 21 (23.86%) Kafka
1 21 (23.86%) Spring
2 20 (22.73%) Elastic Stack
3 17 (19.32%) ActiveMQ
3 17 (19.32%) Java EE
3 17 (19.32%) jBPM
4 16 (18.18%) Apache Camel
5 10 (11.36%) Middleware
5 10 (11.36%) XML
6 9 (10.23%) XSLT
7 8 (9.09%) REST
8 5 (5.68%) AngularJS
8 5 (5.68%) NumPy
8 5 (5.68%) SciPy
9 4 (4.55%) Ehcache
10 3 (3.41%) CSS
10 3 (3.41%) HTML
10 3 (3.41%) SOAP
10 3 (3.41%) Web Services
Miscellaneous
1 20 (22.73%) Analytical Skills
2 9 (10.23%) Taxonomies
3 8 (9.09%) Computer Science
4 5 (5.68%) Hybrid Cloud
5 4 (4.55%) N-Tier
5 4 (4.55%) Public Cloud
6 2 (2.27%) Algorithms
7 1 (1.14%) Client/Server
7 1 (1.14%) Management Information System
7 1 (1.14%) Mobile App
Operating Systems
1 25 (28.41%) Linux
2 13 (14.77%) Unix
3 11 (12.50%) Windows
4 2 (2.27%) Ubuntu
5 1 (1.14%) Android
5 1 (1.14%) Apple iOS
5 1 (1.14%) Red Hat Enterprise Linux
Processes & Methodologies
1 53 (60.23%) Analytics
2 29 (32.95%) Open Source
3 26 (29.55%) Agile Software Development
4 23 (26.14%) Continuous Integration
5 22 (25.00%) Machine Learning
5 22 (25.00%) Workflow
6 21 (23.86%) SOA
7 20 (22.73%) Microservices
8 19 (21.59%) Anti-Money Laundering
8 19 (21.59%) Data Modelling
9 17 (19.32%) KYC
10 16 (18.18%) Data Analytics
10 16 (18.18%) Software Engineering
10 16 (18.18%) TDD
11 15 (17.05%) Business Analysis
11 15 (17.05%) Business Intelligence
11 15 (17.05%) Data Analysis
11 15 (17.05%) Line Management
12 14 (15.91%) Functional Testing
12 14 (15.91%) SDLC
Programming Languages
1 40 (45.45%) Java
2 38 (43.18%) Python
3 27 (30.68%) SQL
4 17 (19.32%) R
5 7 (7.95%) JavaScript
5 7 (7.95%) Ruby
6 6 (6.82%) Perl
7 3 (3.41%) C++
7 3 (3.41%) PL/SQL
8 1 (1.14%) C
8 1 (1.14%) PHP
Qualifications
1 30 (34.09%) Degree
2 7 (7.95%) Security Cleared
3 3 (3.41%) SC Cleared
System Software
1 7 (7.95%) HDFS
2 6 (6.82%) Docker
3 5 (5.68%) Apache Flume
4 1 (1.14%) Hyper-V
Systems Management
1 13 (14.77%) Ambari
2 7 (7.95%) Oozie
3 5 (5.68%) Docker Swarm
3 5 (5.68%) Kubernetes
3 5 (5.68%) Mesos
4 2 (2.27%) Hadoop YARN
Vendors
1 17 (19.32%) Oracle
1 17 (19.32%) Talend
2 7 (7.95%) IBM
3 6 (6.82%) Splunk
3 6 (6.82%) Teradata
4 4 (4.55%) Sybase
4 4 (4.55%) Terracotta
5 3 (3.41%) MicroStrategy
6 2 (2.27%) Informatica
7 1 (1.14%) AppDynamics
7 1 (1.14%) Cloudera
7 1 (1.14%) Guidewire
7 1 (1.14%) Norkom
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