The following table provides summary statistics for permanent job vacancies advertised in Edinburgh with a requirement for Hadoop skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Hadoop over the 3 months to 29 March 2017 with a comparison to the same period in the previous 2 years.

Apache Hadoop
Scotland / Edinburgh
3 months to
29 Mar 2017
Same period 2016 Same period 2015
Rank 38 84 91
Rank change year-on-year +46 +7  
Permanent jobs citing Hadoop 62 15 9
As % of all permanent IT jobs advertised in Edinburgh 5.55% 1.12% 0.67%
As % of the Database & Business Intelligence category 15.31% 4.11% 2.51%
Number of salaries quoted 36 9 5
Median salary £65,250 £57,500 £45,000
Median salary % change year-on-year +13.47% +27.77%  
UK excluding London median salary £55,000 £50,000 £50,000
% change year-on-year +10.00% -  

Hadoop is in the database and business intelligence skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Edinburgh with a requirement for database and business intelligence skills.

Database & Business Intelligence Skills
Edinburgh
Permanent job vacancies with a requirement for database and business intelligence skills 405 365 359
As % of all permanent IT job vacancies advertised in Edinburgh 36.23% 27.16% 26.79%
Number of salaries quoted 255 245 245
Median salary £45,000 £47,500 £40,000
Median salary % change year-on-year -5.26% +18.75%  
90% offered a salary of more than £35,000 £32,500 £32,000
10% offered a salary of more than £75,000 £52,500 £57,500
UK excluding London median salary £42,500 £42,500 £40,000
% change year-on-year - +6.25%  

Hadoop
Job Vacancy Trend in Edinburgh

The job posting trend of jobs advertised in Edinburgh citing Hadoop as a proportion of all permanent or contract IT jobs with a match in the Database & Business Intelligence category.

Job vacancy trend for Hadoop in Edinburgh

Hadoop
Salary Trend in Edinburgh

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

Salary trend for Hadoop in Edinburgh

Hadoop
Salary Histogram in Edinburgh

The salary distribution of IT jobs citing Hadoop in Edinburgh over the 3 months to 29 March 2017.

Salary histogram for Hadoop in Edinburgh

For the 6 months to 29 March 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 Edinburgh region with a requirement for Hadoop.

1 56 (62.92%) Analytics
2 47 (52.81%) Python
3 41 (46.07%) Finance
4 39 (43.82%) Apache Hive
5 36 (40.45%) Big Data
6 33 (37.08%) Machine Learning
7 31 (34.83%) Analytical Skills
8 30 (33.71%) SQL
9 28 (31.46%) Java
9 28 (31.46%) R
9 28 (31.46%) Open Source
10 24 (26.97%) MongoDB
10 24 (26.97%) SAS
11 22 (24.72%) Degree
11 22 (24.72%) Neo4j
12 20 (22.47%) Workflow
13 19 (21.35%) Linux
13 19 (21.35%) Apache Pig
13 19 (21.35%) Anti-Money Laundering
14 17 (19.10%) Project Management
14 17 (19.10%) SOA
14 17 (19.10%) KYC
14 17 (19.10%) Apache Spark
15 16 (17.98%) SDLC
16 15 (16.85%) Kafka
16 15 (16.85%) Relational Database
16 15 (16.85%) Line Management
16 15 (16.85%) Software Engineering
17 14 (15.73%) Data Analysis
17 14 (15.73%) Spring

Hadoop
Co-occurring IT Skills in Edinburgh 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 24 (26.97%) SAS
2 19 (21.35%) Apache Pig
3 17 (19.10%) Apache Spark
4 7 (7.87%) JBoss
5 4 (4.49%) Oracle SOA Suite
6 1 (1.12%) Confluence
6 1 (1.12%) Liferay
Applications
1 1 (1.12%) MS Office
Cloud Services
1 3 (3.37%) Amazon AWS
1 3 (3.37%) SaaS
2 2 (2.25%) Cloud Computing
2 2 (2.25%) Google Cloud Platform
2 2 (2.25%) Microsoft Azure
3 1 (1.12%) Amazon EMR
Communications & Networking
1 2 (2.25%) HTTP
Database & Business Intelligence
1 39 (43.82%) Apache Hive
2 36 (40.45%) Big Data
3 24 (26.97%) MongoDB
4 22 (24.72%) Neo4j
5 15 (16.85%) Relational Database
6 14 (15.73%) Data Mining
7 13 (14.61%) Pentaho
7 13 (14.61%) PostgreSQL
8 12 (13.48%) RDBMS
9 10 (11.24%) Data Warehouse
10 8 (8.99%) HBase
10 8 (8.99%) SQL Server
11 7 (7.87%) NoSQL
12 4 (4.49%) Sqoop
13 3 (3.37%) Amazon Redshift
13 3 (3.37%) Cloudera CDH
14 2 (2.25%) Apache Cassandra
14 2 (2.25%) BigQuery
14 2 (2.25%) Impala
14 2 (2.25%) QlikView
Development Applications
1 13 (14.61%) Talend Open Studio
2 6 (6.74%) ERwin
3 5 (5.62%) Git (software)
4 3 (3.37%) Atlassian Bamboo
4 3 (3.37%) Jenkins
4 3 (3.37%) Subversion
5 2 (2.25%) Ant
5 2 (2.25%) Maven
6 1 (1.12%) Bitbucket
6 1 (1.12%) JIRA
General
1 41 (46.07%) Finance
2 12 (13.48%) Legal
3 5 (5.62%) Retail
4 3 (3.37%) Banking
5 1 (1.12%) Games
5 1 (1.12%) Investment Banking
Job Titles
1 22 (24.72%) Developer
2 18 (20.22%) Architect
2 18 (20.22%) Data Architect
3 17 (19.10%) Java Developer
4 15 (16.85%) Data Scientist
5 13 (14.61%) Senior Architect
5 13 (14.61%) Senior Data Architect
5 13 (14.61%) Software Engineer
6 12 (13.48%) Software Developer
7 10 (11.24%) Java Software Developer
8 9 (10.11%) Consultant
8 9 (10.11%) Developer/Software Engineer
8 9 (10.11%) Java Engineer
8 9 (10.11%) Java Software Engineer
9 8 (8.99%) Senior Consultant
10 7 (7.87%) Analyst
11 6 (6.74%) Hadoop Engineer
12 5 (5.62%) Big Data Architect
12 5 (5.62%) Hadoop Consultant
13 4 (4.49%) Hadoop Architect
Libraries, Frameworks & Software Standards
1 15 (16.85%) Kafka
2 14 (15.73%) Spring
3 13 (14.61%) ActiveMQ
3 13 (14.61%) Drools
3 13 (14.61%) Elastic Stack
3 13 (14.61%) Java EE
3 13 (14.61%) jBPM
4 12 (13.48%) .NET
4 12 (13.48%) Apache Camel
5 10 (11.24%) Natural Language Processing
6 8 (8.99%) XML
7 7 (7.87%) Middleware
7 7 (7.87%) XSLT
8 2 (2.25%) AngularJS
8 2 (2.25%) CSS
8 2 (2.25%) CSS3
8 2 (2.25%) D3.js
8 2 (2.25%) HTML
8 2 (2.25%) HTML5
8 2 (2.25%) React
Miscellaneous
1 31 (34.83%) Analytical Skills
2 9 (10.11%) Computer Science
3 5 (5.62%) Taxonomies
4 1 (1.12%) Client/Server
4 1 (1.12%) Data Structures
4 1 (1.12%) Mainframe
4 1 (1.12%) Management Information System
4 1 (1.12%) Mobile App
4 1 (1.12%) Virtual Team
Operating Systems
1 19 (21.35%) Linux
2 11 (12.36%) Unix
3 2 (2.25%) Red Hat Enterprise Linux
4 1 (1.12%) MVS
Processes & Methodologies
1 56 (62.92%) Analytics
2 33 (37.08%) Machine Learning
3 28 (31.46%) Open Source
4 20 (22.47%) Workflow
5 19 (21.35%) Anti-Money Laundering
6 17 (19.10%) KYC
6 17 (19.10%) Project Management
6 17 (19.10%) SOA
7 16 (17.98%) SDLC
8 15 (16.85%) Line Management
8 15 (16.85%) Software Engineering
9 14 (15.73%) Continuous Integration
9 14 (15.73%) Data Analysis
9 14 (15.73%) Functional Testing
10 13 (14.61%) Business Analytics
10 13 (14.61%) Case Management
10 13 (14.61%) Change Control
10 13 (14.61%) Decision Tree
10 13 (14.61%) Microservices
10 13 (14.61%) Regression Analysis
Programming Languages
1 47 (52.81%) Python
2 30 (33.71%) SQL
3 28 (31.46%) Java
3 28 (31.46%) R
4 10 (11.24%) Scala
5 3 (3.37%) C++
5 3 (3.37%) JavaScript
5 3 (3.37%) PL/SQL
6 2 (2.25%) C
6 2 (2.25%) MATLAB
6 2 (2.25%) Ruby
7 1 (1.12%) C#
7 1 (1.12%) Perl
7 1 (1.12%) PHP
7 1 (1.12%) Shell Script
7 1 (1.12%) T-SQL
7 1 (1.12%) VB
Qualifications
1 22 (24.72%) Degree
2 9 (10.11%) Security Cleared
3 1 (1.12%) PhD
3 1 (1.12%) SAS Certification
System Software
1 12 (13.48%) HDFS
2 1 (1.12%) Hyper-V
Systems Management
1 14 (15.73%) Ambari
2 10 (11.24%) Hadoop YARN
3 4 (4.49%) Oozie
Vendors
1 13 (14.61%) Talend
2 10 (11.24%) Oracle
3 8 (8.99%) Cloudera
4 6 (6.74%) IBM
4 6 (6.74%) Teradata
5 2 (2.25%) Tableau
6 1 (1.12%) Informatica
6 1 (1.12%) Microsoft
6 1 (1.12%) Norkom
Edinburgh & Lothians
ANSON MCCADE
Salary: £45,000 - £85,000 + extensive benefits package
Posted: 2 days ago
Edinburgh, Midlothian
HAYS INFORMATION TECHNOLOGY
Salary: £60000.00 - £75000.00 per annum
Posted: 6 days ago
Edinburgh
TDA Group
Salary: £80000 - £100000 per annum + Bonus & Benefits
Posted: 20 days ago
Edinburgh
TDA Group
Salary: £60000 - £75000 per annum + Bonus & Benefits
Posted: 20 days ago
Edinburgh
Tectre Limited
Salary: £60,000 - £100,000 per year
Posted: 16 days ago