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 28 August 2016 with a comparison to the same period over the previous 2 years.

3 months to
28 Aug 2016
Same period 2015 Same period 2014
Apache Hadoop
Rank 71 126 162
Rank change year-on-year
+55 +36
Permanent jobs citing Hadoop 80 40 16
As % of all permanent IT jobs located in Scotland 2.91% 1.22% 0.43%
As % of the Database & Business Intelligence category 9.13% 3.77% 1.37%
Number of salaries quoted 50 21 14
Median salary £55,000 £63,000 £42,500
Median salary % change year-on-year
-12.69% +48.23%
90% offered a salary of more than £37,500 £48,250 £31,500
10% offered a salary of more than £60,000 £79,500 £69,800
UK excluding London median salary £50,000 £52,500 £50,000
% change year-on-year
-4.76% +5.00%
Hadoop
UK

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
876 1060 1172
As % of all permanent IT jobs located in Scotland 31.89% 32.45% 31.65%
Number of salaries quoted 499 687 763
Median salary £45,000 £44,000 £40,000
Median salary % change year-on-year
+2.27% +10.00%
90% offered a salary of more than £30,000 £30,000 £30,000
10% offered a salary of more than £60,000 £57,500 £65,000
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 28 August 2016.

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 28 August 2016. 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
(Click see detailed
statistics and trends)
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 +23 33 £50,000 -28.57% 2
Glasgow +22 33 £43,000 -30.08% 1
Hadoop
UK

Hadoop
Top 30 Related IT Skills in Scotland

For the 6 months to 28 August 2016, 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 80 (67.80%) Big Data
2 76 (64.41%) Agile Software Development
3 68 (57.63%) Python
4 55 (46.61%) Finance
5 53 (44.92%) Java
6 49 (41.53%) Oracle
7 46 (38.98%) Apache Spark
8 40 (33.90%) SQL
9 37 (31.36%) ETL
9 37 (31.36%) Scrum
10 36 (30.51%) Apache Hive
11 34 (28.81%) Informatica
12 32 (27.12%) MongoDB
13 31 (26.27%) Scala
13 31 (26.27%) Data Warehouse
13 31 (26.27%) Linux
14 28 (23.73%) Perl
14 28 (23.73%) Analytical Skills
15 27 (22.88%) Analytics
15 27 (22.88%) Tableau
16 26 (22.03%) HBase
17 24 (20.34%) D3.js
17 24 (20.34%) Software Engineering
17 24 (20.34%) Business Intelligence
18 23 (19.49%) SDLC
19 22 (18.64%) Unix
20 21 (17.80%) Git (software)
20 21 (17.80%) Market Risk
21 20 (16.95%) Data Analysis
21 20 (16.95%) Open Source

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 46 (38.98%) Apache Spark
2 19 (16.10%) SAS
3 14 (11.86%) JBoss
4 8 (6.78%) Apache
5 5 (4.24%) Apache Pig
6 4 (3.39%) Apache Solr
6 4 (3.39%) Elasticsearch
6 4 (3.39%) Mule
7 3 (2.54%) Alfresco
7 3 (2.54%) SugarCRM
8 2 (1.69%) GeoServer
9 1 (0.85%) GemFire
9 1 (0.85%) Mule ESB
9 1 (0.85%) Tomcat
9 1 (0.85%) WebSphere
Applications
1 8 (6.78%) MS Excel
2 6 (5.08%) Stata
Cloud Services
1 9 (7.63%) SaaS
2 2 (1.69%) Amazon AWS
2 2 (1.69%) Microsoft Azure
Communications & Networking
1 3 (2.54%) FTP
1 3 (2.54%) HTTP
1 3 (2.54%) SNMP
1 3 (2.54%) TCP/IP
2 1 (0.85%) DNS
2 1 (0.85%) Firewall
Database & Business Intelligence
1 80 (67.80%) Big Data
2 36 (30.51%) Apache Hive
3 32 (27.12%) MongoDB
4 31 (26.27%) Data Warehouse
5 26 (22.03%) HBase
6 16 (13.56%) PostgreSQL
7 13 (11.02%) PowerCenter
8 12 (10.17%) Impala
8 12 (10.17%) OLAP
8 12 (10.17%) Oracle OLAP
8 12 (10.17%) Spotfire
8 12 (10.17%) Sqoop
9 10 (8.47%) Data Mining
9 10 (8.47%) SQL Server
10 9 (7.63%) Oracle Reports
10 9 (7.63%) Pentaho
11 8 (6.78%) NoSQL
12 6 (5.08%) Neo4j
13 5 (4.24%) Apache Cassandra
13 5 (4.24%) IBM InfoSphere
Development Applications
1 21 (17.80%) Git (software)
2 18 (15.25%) Subversion
3 13 (11.02%) Jenkins
3 13 (11.02%) JIRA
4 9 (7.63%) Talend Open Studio
5 6 (5.08%) Bitbucket
5 6 (5.08%) GitLab
6 3 (2.54%) Maven
7 2 (1.69%) Ant
7 2 (1.69%) JUnit
7 2 (1.69%) Visual Studio
8 1 (0.85%) Cucumber
8 1 (0.85%) FitNesse
8 1 (0.85%) Gradle
8 1 (0.85%) Selenium
General
1 55 (46.61%) Finance
2 18 (15.25%) Games
3 13 (11.02%) Banking
4 12 (10.17%) Retail
4 12 (10.17%) Telecoms
5 6 (5.08%) Investment Banking
6 3 (2.54%) Aerospace
6 3 (2.54%) Publishing
7 1 (0.85%) Marketing
Job Titles
1 56 (47.46%) Developer
2 30 (25.42%) Big Data Developer
3 18 (15.25%) Java Developer
4 13 (11.02%) Architect
4 13 (11.02%) Data Architect
5 10 (8.47%) Consultant
5 10 (8.47%) Data Scientist
5 10 (8.47%) Hadoop Developer
6 9 (7.63%) Data Engineer
6 9 (7.63%) Python Developer
6 9 (7.63%) Senior Data Scientist
7 8 (6.78%) Hadoop Engineer
8 6 (5.08%) Applications Developer
8 6 (5.08%) Lead Developer
8 6 (5.08%) Scala Developer
9 5 (4.24%) Big Data Consultant
9 5 (4.24%) Data Consultant
9 5 (4.24%) Hadoop Architect
9 5 (4.24%) Open Source Developer
10 4 (3.39%) Integration Developer
Libraries, Frameworks & Software Standards
1 24 (20.34%) D3.js
2 17 (14.41%) Spring
3 15 (12.71%) REST
4 14 (11.86%) HTML
5 12 (10.17%) HTML5
6 10 (8.47%) Hibernate
7 8 (6.78%) Web Services
8 7 (5.93%) AngularJS
8 7 (5.93%) Drools
8 7 (5.93%) jBPM
9 6 (5.08%) ActiveMQ
9 6 (5.08%) Apache Camel
9 6 (5.08%) Apache CXF
9 6 (5.08%) Node.js
10 4 (3.39%) Apache Flex
10 4 (3.39%) Ext JS
10 4 (3.39%) J2EE
10 4 (3.39%) Middleware
11 3 (2.54%) GWT
11 3 (2.54%) Silverlight
Miscellaneous
1 28 (23.73%) Analytical Skills
2 21 (17.80%) Market Risk
3 18 (15.25%) Visualisation
4 16 (13.56%) Mathematics
5 14 (11.86%) Computer Science
6 11 (9.32%) Statistics
7 10 (8.47%) Data Integration
8 6 (5.08%) Applied Mathematics
8 6 (5.08%) Informatics
9 3 (2.54%) Enterprise Software
9 3 (2.54%) Management Information System
9 3 (2.54%) RIA
10 2 (1.69%) User Experience
Operating Systems
1 31 (26.27%) Linux
2 22 (18.64%) Unix
3 9 (7.63%) Ubuntu
4 6 (5.08%) CentOS
5 2 (1.69%) Windows
Processes & Methodologies
1 76 (64.41%) Agile Software Development
2 37 (31.36%) ETL
2 37 (31.36%) Scrum
3 27 (22.88%) Analytics
4 24 (20.34%) Business Intelligence
4 24 (20.34%) Software Engineering
5 23 (19.49%) SDLC
6 20 (16.95%) Data Analysis
6 20 (16.95%) Open Source
7 19 (16.10%) Data Governance
8 18 (15.25%) Data Management
8 18 (15.25%) Data Visualisation
9 17 (14.41%) OO
10 16 (13.56%) Continuous Integration
11 15 (12.71%) Workflow
12 14 (11.86%) Data Architecture
13 13 (11.02%) Data Modelling
13 13 (11.02%) Kanban
14 12 (10.17%) Regression Testing
14 12 (10.17%) Trend Analysis
Programming Languages
1 68 (57.63%) Python
2 53 (44.92%) Java
3 40 (33.90%) SQL
4 31 (26.27%) Scala
5 28 (23.73%) Perl
6 14 (11.86%) PL/SQL
7 13 (11.02%) C++
7 13 (11.02%) Shell Script
8 10 (8.47%) R
9 9 (7.63%) PHP
10 6 (5.08%) JavaScript
10 6 (5.08%) Jython
11 3 (2.54%) C
11 3 (2.54%) C#
11 3 (2.54%) PowerShell
11 3 (2.54%) Ruby
11 3 (2.54%) VBScript
12 1 (0.85%) T-SQL
12 1 (0.85%) XQuery
Qualifications
1 15 (12.71%) Degree
2 2 (1.69%) PhD
3 1 (0.85%) CISSP
3 1 (0.85%) SANS
3 1 (0.85%) SC Cleared
3 1 (0.85%) Security Cleared
Quality Assurance & Compliance
1 1 (0.85%) Data Quality
1 1 (0.85%) QA
System Software
1 5 (4.24%) Apache Flume
2 3 (2.54%) Docker
3 2 (1.69%) HDFS
Systems Management
1 12 (10.17%) Oozie
1 12 (10.17%) Rundeck
2 7 (5.93%) Puppet
3 6 (5.08%) Ansible
3 6 (5.08%) Opscode Chef
4 4 (3.39%) QRadar
5 3 (2.54%) Fluentd
5 3 (2.54%) MOM
5 3 (2.54%) Nagios
5 3 (2.54%) Nessus
6 2 (1.69%) Hadoop YARN
7 1 (0.85%) ArcSight ESM
Vendors
1 49 (41.53%) Oracle
2 34 (28.81%) Informatica
3 27 (22.88%) Tableau
4 12 (10.17%) Cloudera
5 11 (9.32%) Microsoft
6 9 (7.63%) Talend
7 8 (6.78%) Netezza
8 7 (5.93%) Greenplum
9 6 (5.08%) SaltStack
10 5 (4.24%) IBM
10 5 (4.24%) Splunk
10 5 (4.24%) Teradata
11 4 (3.39%) ArcSight
11 4 (3.39%) MicroStrategy
12 3 (2.54%) Qualys
12 3 (2.54%) ServiceNow
13 1 (0.85%) Ab Initio
13 1 (0.85%) MapR
13 1 (0.85%) Red Hat
13 1 (0.85%) Symantec
Glasgow, Lanarkshire
CGI
Salary: £42000 - £50000 per annum + Benefits
Posted: 3 days ago
Edinburgh, Midlothian
TDA Recruitment Ltd
Salary: Bonus +On-call
Posted: 2 days ago
Edinburgh
TDA Group
Salary: £45000 - £55000 per annum + Bonus +On-call
Posted: 6 days ago