Period
to 18 March 2019

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 6 months to 18 March 2019 with a comparison to the same period in the previous 2 years.

Apache Hadoop
Scotland > Edinburgh
6 months to
18 Mar 2019
Same period 2018 Same period 2017
Rank 123 96 58
Rank change year-on-year -27 -38 +56
Permanent jobs citing Hadoop 29 50 79
As % of all permanent IT jobs advertised in Edinburgh 1.16% 1.89% 3.56%
As % of the Database & Business Intelligence category 4.47% 6.58% 11.30%
Number of salaries quoted 18 15 61
Edinburgh median annual salary £60,000 £50,000 £50,000
Median salary % change year-on-year +20.00% - +21.95%
10th Percentile £44,250 £33,000 £35,000
90th Percentile £70,500 £71,200 £87,500
Scotland median annual salary £55,000 £50,000 £47,500
% change year-on-year +10.00% +5.26% +5.56%

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

All Database and Business Intelligence Skills
Edinburgh
Permanent vacancies with a requirement for database or business intelligence skills 649 760 699
As % of all permanent IT jobs advertised in Edinburgh 26.06% 28.79% 31.51%
Number of salaries quoted 452 499 462
Edinburgh median annual salary £42,500 £40,000 £45,000
Median salary % change year-on-year +6.25% -11.11% +5.88%
10th Percentile £27,750 £28,000 £29,750
90th Percentile £68,750 £65,000 £70,000
Scotland median annual salary £45,000 £45,000 £42,500
% change year-on-year - +5.88% +2.41%

Hadoop
Job Vacancy Trend in Edinburgh

Job postings citing Hadoop as a percentage of all IT jobs advertised in Edinburgh.

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 6 months to 18 March 2019.

Salary histogram for Hadoop in Edinburgh

For the 6 months to 18 March 2019, IT 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 permanent job ads across the Edinburgh region with a requirement for Hadoop.

1 18 (62.07%) Big Data
2 16 (55.17%) Python
3 15 (51.72%) Java
3 15 (51.72%) Apache Spark
4 13 (44.83%) SQL
4 13 (44.83%) Finance
5 11 (37.93%) Data Modelling
6 10 (34.48%) Banking
6 10 (34.48%) Analytical Skills
7 8 (27.59%) Analytics
7 8 (27.59%) Machine Learning
7 8 (27.59%) Amazon AWS
7 8 (27.59%) Open Source
7 8 (27.59%) Oracle
8 7 (24.14%) Information Security
8 7 (24.14%) Apache Hive
8 7 (24.14%) R
8 7 (24.14%) Scala
8 7 (24.14%) Agile Software Development
8 7 (24.14%) Degree
8 7 (24.14%) Data Science
9 6 (20.69%) Anti-Money Laundering
9 6 (20.69%) QlikView
9 6 (20.69%) Data Analysis
9 6 (20.69%) Google
9 6 (20.69%) Ambari
9 6 (20.69%) Apache Pig
9 6 (20.69%) MATLAB
9 6 (20.69%) SAS
10 5 (17.24%) PL/SQL

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 15 (51.72%) Apache Spark
2 6 (20.69%) Apache Pig
2 6 (20.69%) SAS
3 4 (13.79%) Elasticsearch
4 3 (10.34%) SharePoint
4 3 (10.34%) SharePoint 2013
5 1 (3.45%) Apache
5 1 (3.45%) PowerExchange
Applications
1 3 (10.34%) Microsoft Excel
1 3 (10.34%) Microsoft PowerPoint
1 3 (10.34%) MS Visio
Cloud Services
1 8 (27.59%) Amazon AWS
2 5 (17.24%) Google Analytics
3 4 (13.79%) Serverless
4 3 (10.34%) Amazon S3
4 3 (10.34%) AWS Lambda
5 2 (6.90%) Amazon EC2
5 2 (6.90%) Amazon EMR
5 2 (6.90%) AWS CloudFormation
5 2 (6.90%) Cloud Computing
5 2 (6.90%) Microsoft Azure
6 1 (3.45%) Amazon Kinesis
6 1 (3.45%) Google Cloud Platform
6 1 (3.45%) Taleo
Database & Business Intelligence
1 18 (62.07%) Big Data
2 7 (24.14%) Apache Hive
3 6 (20.69%) QlikView
4 5 (17.24%) Relational Database
5 4 (13.79%) NoSQL
5 4 (13.79%) RDBMS
6 3 (10.34%) SAS Visual Analytics
7 2 (6.90%) Amazon DynamoDB
7 2 (6.90%) Amazon Redshift
7 2 (6.90%) OpenTSDB
7 2 (6.90%) Parquet
7 2 (6.90%) PostgreSQL
7 2 (6.90%) SQL Server
8 1 (3.45%) Amazon RDS
8 1 (3.45%) Data Warehouse
8 1 (3.45%) MySQL
8 1 (3.45%) Oracle Database
8 1 (3.45%) Oracle Database 10g
8 1 (3.45%) Oracle Database 12c
8 1 (3.45%) PowerCenter
Development Applications
1 5 (17.24%) ERwin
General
1 13 (44.83%) Finance
2 10 (34.48%) Banking
3 5 (17.24%) Retail Banking
4 3 (10.34%) Private Banking
Job Titles
1 6 (20.69%) Developer
2 5 (17.24%) Analyst
3 4 (13.79%) Data Modeller
3 4 (13.79%) Senior Software Engineer
3 4 (13.79%) Software Developer
3 4 (13.79%) Software Engineer
4 3 (10.34%) Data Engineer
4 3 (10.34%) Python Developer
4 3 (10.34%) Senior Analyst
4 3 (10.34%) Systems Manager
5 2 (6.90%) Cloud Engineer
5 2 (6.90%) Principal Engineer
5 2 (6.90%) Principal Software Engineer
5 2 (6.90%) Senior Web Engineer
5 2 (6.90%) Web Engineer
6 1 (3.45%) Analytics Developer
6 1 (3.45%) Cloud Software Engineer
6 1 (3.45%) Data Scientist
6 1 (3.45%) Middleware Specialist
6 1 (3.45%) Senior Cloud Engineer
Libraries, Frameworks & Software Standards
1 4 (13.79%) Kafka
2 2 (6.90%) AngularJS
2 2 (6.90%) Apache Flex
2 2 (6.90%) Apache Thrift
2 2 (6.90%) Backbone.js
2 2 (6.90%) Elastic Stack
2 2 (6.90%) PostGIS
2 2 (6.90%) Protocol Buffers
2 2 (6.90%) React
2 2 (6.90%) Samza
2 2 (6.90%) Vue.js
3 1 (3.45%) .NET
3 1 (3.45%) Apache Beam
3 1 (3.45%) CSS
3 1 (3.45%) HTML
3 1 (3.45%) LAMP
3 1 (3.45%) Middleware
3 1 (3.45%) Node.js
3 1 (3.45%) XML
3 1 (3.45%) XSLT
Miscellaneous
1 10 (34.48%) Analytical Skills
2 3 (10.34%) Management Information System
2 3 (10.34%) Security Operations Centre
3 2 (6.90%) Cloud Native
3 2 (6.90%) Data Centre
4 1 (3.45%) Algorithms
Operating Systems
1 4 (13.79%) Linux
2 3 (10.34%) Android
2 3 (10.34%) Apple iOS
3 2 (6.90%) Unix
4 1 (3.45%) AIX
4 1 (3.45%) Solaris
Processes & Methodologies
1 11 (37.93%) Data Modelling
2 8 (27.59%) Analytics
2 8 (27.59%) Machine Learning
2 8 (27.59%) Open Source
3 7 (24.14%) Agile Software Development
3 7 (24.14%) Data Science
3 7 (24.14%) Information Security
4 6 (20.69%) Anti-Money Laundering
4 6 (20.69%) Data Analysis
5 5 (17.24%) Computer Science
5 5 (17.24%) Regression Analysis
6 4 (13.79%) Business Development
6 4 (13.79%) Cybersecurity
6 4 (13.79%) Decision Tree
6 4 (13.79%) Functional Programming
6 4 (13.79%) Logical Data Model
6 4 (13.79%) Physical Data Model
6 4 (13.79%) Software Engineering
6 4 (13.79%) Stakeholder Management
6 4 (13.79%) Support Vector Machines
Programming Languages
1 16 (55.17%) Python
2 15 (51.72%) Java
3 13 (44.83%) SQL
4 7 (24.14%) R
4 7 (24.14%) Scala
5 6 (20.69%) MATLAB
6 5 (17.24%) C#
6 5 (17.24%) PL/SQL
7 3 (10.34%) C++
7 3 (10.34%) JavaScript
7 3 (10.34%) Ruby
8 1 (3.45%) Perl
8 1 (3.45%) PHP
8 1 (3.45%) XPath
Qualifications
1 7 (24.14%) Degree
2 1 (3.45%) PhD
Quality Assurance & Compliance
1 3 (10.34%) ISO/IEC 27001
2 2 (6.90%) Data Quality
3 1 (3.45%) GDPR
System Software
1 2 (6.90%) HDFS
2 1 (3.45%) Samba
Systems Management
1 6 (20.69%) Ambari
2 2 (6.90%) Ansible
2 2 (6.90%) Kibana
2 2 (6.90%) logstash
2 2 (6.90%) Mesos
3 1 (3.45%) Enterprise Manager Cloud Control
3 1 (3.45%) Oracle RMAN
Vendors
1 8 (27.59%) Oracle
2 6 (20.69%) Google
3 5 (17.24%) Teradata
4 4 (13.79%) IBM
4 4 (13.79%) Splunk
5 3 (10.34%) Ab Initio
5 3 (10.34%) Platfora
5 3 (10.34%) Tableau
6 2 (6.90%) Informatica
7 1 (3.45%) CA
7 1 (3.45%) Microsoft
7 1 (3.45%) Salesforce.com