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 26 June 2017 with a comparison to the same period in the previous 2 years.

Apache Hadoop
Scotland / Edinburgh
3 months to
26 Jun 2017
Same period 2016 Same period 2015
Rank 63 84 91
Rank change year-on-year +21 +7  
Permanent jobs citing Hadoop 37 11 16
As % of all permanent IT jobs advertised in Edinburgh 2.98% 0.93% 1.14%
As % of the Database & Business Intelligence category 9.18% 3.38% 3.91%
Number of salaries quoted 24 7 7
Median salary £46,250 £55,000 £50,000
Median salary % change year-on-year -15.90% +10.00%  
90% offered a salary of more than £40,000 £40,500 £40,000
10% offered a salary of more than £76,000 £56,000 £73,800
UK excluding London median salary £54,000 £54,000 £50,000
% change year-on-year - +8.00%  

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 403 325 409
As % of all permanent IT job vacancies advertised in Edinburgh 32.42% 27.40% 29.05%
Number of salaries quoted 265 166 255
Median salary £40,500 £45,000 £44,000
Median salary % change year-on-year -10.00% +2.27%  
90% offered a salary of more than £32,500 £30,000 £29,000
10% offered a salary of more than £65,000 £62,500 £67,500
UK excluding London median salary £42,500 £42,500 £41,500
% change year-on-year - +2.40%  

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 26 June 2017.

Salary histogram for Hadoop in Edinburgh

For the 6 months to 26 June 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 51 (52.58%) Analytics
2 43 (44.33%) Finance
3 41 (42.27%) Python
3 41 (42.27%) Machine Learning
4 39 (40.21%) Apache Hive
4 39 (40.21%) Analytical Skills
4 39 (40.21%) SQL
5 33 (34.02%) Java
5 33 (34.02%) R
5 33 (34.02%) Big Data
6 26 (26.80%) SAS
6 26 (26.80%) Degree
7 25 (25.77%) Open Source
8 24 (24.74%) Apache Spark
9 23 (23.71%) MongoDB
9 23 (23.71%) Scala
10 22 (22.68%) Neo4j
10 22 (22.68%) SDLC
10 22 (22.68%) Software Engineering
11 19 (19.59%) Anti-Money Laundering
11 19 (19.59%) Open Source Development
11 19 (19.59%) Security Cleared
12 18 (18.56%) Apache Pig
12 18 (18.56%) KYC
13 17 (17.53%) .NET
13 17 (17.53%) Oracle
14 16 (16.49%) Computer Science
15 15 (15.46%) Spatial Analysis
15 15 (15.46%) Ambari
15 15 (15.46%) Visualisation

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 26 (26.80%) SAS
2 24 (24.74%) Apache Spark
3 18 (18.56%) Apache Pig
4 6 (6.19%) Oracle SOA Suite
5 2 (2.06%) Confluence
6 1 (1.03%) Elasticsearch
6 1 (1.03%) JBoss
6 1 (1.03%) SharePoint
Applications
1 1 (1.03%) Microsoft Excel
1 1 (1.03%) Microsoft Office
Cloud Services
1 6 (6.19%) Microsoft Azure
2 5 (5.15%) Amazon AWS
2 5 (5.15%) Google Cloud Platform
3 2 (2.06%) Cloud Computing
4 1 (1.03%) SaaS
Communications & Networking
1 1 (1.03%) Internet
Database & Business Intelligence
1 39 (40.21%) Apache Hive
2 33 (34.02%) Big Data
3 23 (23.71%) MongoDB
4 22 (22.68%) Neo4j
5 14 (14.43%) Relational Database
6 12 (12.37%) SQL Server
7 11 (11.34%) RDBMS
8 10 (10.31%) Data Mining
9 9 (9.28%) Data Warehouse
9 9 (9.28%) HBase
10 7 (7.22%) QlikView
11 5 (5.15%) BigQuery
12 3 (3.09%) Amazon Redshift
12 3 (3.09%) Apache Cassandra
12 3 (3.09%) Cloudera CDH
12 3 (3.09%) Pentaho
12 3 (3.09%) PostgreSQL
12 3 (3.09%) PowerCenter
12 3 (3.09%) Sqoop
13 2 (2.06%) SQL Server Reporting Services
Development Applications
1 7 (7.22%) ERwin
2 4 (4.12%) Atlassian Bamboo
2 4 (4.12%) Git (software)
2 4 (4.12%) Jenkins
2 4 (4.12%) Subversion
3 3 (3.09%) Talend Open Studio
4 2 (2.06%) Bitbucket
4 2 (2.06%) JIRA
General
1 43 (44.33%) Finance
2 9 (9.28%) Legal
3 6 (6.19%) Retail
4 3 (3.09%) Banking
5 1 (1.03%) Games
5 1 (1.03%) Investment Banking
Job Titles
1 28 (28.87%) Developer
2 27 (27.84%) Data Scientist
3 22 (22.68%) Java Developer
4 19 (19.59%) Developer/Software Engineer
4 19 (19.59%) Java Engineer
4 19 (19.59%) Java Software Developer
4 19 (19.59%) Java Software Engineer
4 19 (19.59%) Software Developer
4 19 (19.59%) Software Engineer
5 14 (14.43%) Architect
5 14 (14.43%) Data Architect
6 11 (11.34%) Senior Architect
6 11 (11.34%) Senior Data Architect
7 9 (9.28%) Senior Data Scientist
8 6 (6.19%) Analyst
8 6 (6.19%) Consultant
8 6 (6.19%) Senior Consultant
9 4 (4.12%) Data Analyst
9 4 (4.12%) Hadoop Engineer
9 4 (4.12%) Systems Engineer
Libraries, Frameworks & Software Standards
1 17 (17.53%) .NET
2 15 (15.46%) Natural Language Processing
3 13 (13.40%) Kafka
4 6 (6.19%) D3.js
5 3 (3.09%) ActiveMQ
5 3 (3.09%) Drools
5 3 (3.09%) Elastic Stack
5 3 (3.09%) Java EE
5 3 (3.09%) jBPM
5 3 (3.09%) Spring
5 3 (3.09%) XML
6 2 (2.06%) Ajax
6 2 (2.06%) Apache Camel
6 2 (2.06%) JSON
6 2 (2.06%) RSS
7 1 (1.03%) MLlib
7 1 (1.03%) React
7 1 (1.03%) RESTful
7 1 (1.03%) scikit-learn
7 1 (1.03%) TensorFlow
Miscellaneous
1 39 (40.21%) Analytical Skills
2 16 (16.49%) Computer Science
3 6 (6.19%) Taxonomies
4 3 (3.09%) Virtual Team
5 2 (2.06%) Algorithms
5 2 (2.06%) Data Structures
6 1 (1.03%) Client/Server
6 1 (1.03%) Internet of Things
6 1 (1.03%) Mainframe
6 1 (1.03%) Mobile App
Operating Systems
1 12 (12.37%) Unix
2 10 (10.31%) Linux
3 2 (2.06%) Red Hat Enterprise Linux
4 1 (1.03%) MVS
Processes & Methodologies
1 51 (52.58%) Analytics
2 41 (42.27%) Machine Learning
3 25 (25.77%) Open Source
4 22 (22.68%) SDLC
4 22 (22.68%) Software Engineering
5 19 (19.59%) Anti-Money Laundering
5 19 (19.59%) Open Source Development
6 18 (18.56%) KYC
7 15 (15.46%) Spatial Analysis
7 15 (15.46%) Visualisation
8 13 (13.40%) Project Management
9 12 (12.37%) Data Acquisition
9 12 (12.37%) Data Analysis
9 12 (12.37%) Data Management
9 12 (12.37%) Line Management
9 12 (12.37%) MapReduce
10 10 (10.31%) Data Modelling
10 10 (10.31%) Functional Testing
10 10 (10.31%) IT Strategy
10 10 (10.31%) Workflow
Programming Languages
1 41 (42.27%) Python
2 39 (40.21%) SQL
3 33 (34.02%) Java
3 33 (34.02%) R
4 23 (23.71%) Scala
5 8 (8.25%) PL/SQL
6 4 (4.12%) MATLAB
7 3 (3.09%) C
8 2 (2.06%) C#
8 2 (2.06%) C++
8 2 (2.06%) JavaScript
8 2 (2.06%) PHP
8 2 (2.06%) Ruby
8 2 (2.06%) Shell Script
8 2 (2.06%) T-SQL
9 1 (1.03%) Perl
9 1 (1.03%) PowerShell
9 1 (1.03%) VB
Qualifications
1 26 (26.80%) Degree
2 19 (19.59%) Security Cleared
3 10 (10.31%) Master's Degree
4 5 (5.15%) Numerate Degree
4 5 (5.15%) PhD
5 1 (1.03%) Computer Science Degree
5 1 (1.03%) MCDBA
5 1 (1.03%) MCITP
5 1 (1.03%) Microsoft Certification
5 1 (1.03%) SAS Certification
Quality Assurance & Compliance
1 2 (2.06%) Data Quality
System Software
1 12 (12.37%) HDFS
2 1 (1.03%) Apache Flume
2 1 (1.03%) KVM
2 1 (1.03%) Virtual Machines
Systems Management
1 15 (15.46%) Ambari
2 8 (8.25%) Hadoop YARN
3 3 (3.09%) Oozie
4 1 (1.03%) Kibana
Vendors
1 17 (17.53%) Oracle
2 10 (10.31%) Tableau
3 8 (8.25%) Cloudera
3 8 (8.25%) Teradata
4 7 (7.22%) IBM
5 3 (3.09%) Informatica
5 3 (3.09%) Talend
6 1 (1.03%) Microsoft
6 1 (1.03%) Norkom
6 1 (1.03%) Splunk
Edinburgh & Lothians
ANSON MCCADE
Salary: £45,000 - £60,000k plus brilliant package and unrivalled development
Posted: 5 days ago
Edinburgh
Cathcart Associates
Salary: £35000 - £50000 per annum + Benefits
Posted: 10 days ago
Edinburgh
Churchill Frank
Salary: £55000 - £65000 per annum + Benefits
Posted: 16 days ago
Edinburgh
OHO Group Ltd.
Salary: £40000 - £65000 per annum
Posted: 19 days ago
Edinburgh
OHO Group Ltd.
Salary: £40000 - £75000 per annum
Posted: 19 days ago