Period
to 12 December 2018

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 12 December 2018 with a comparison to the same period in the previous 2 years.

Apache Hadoop
Scotland > Edinburgh
6 months to
12 Dec 2018
Same period 2017 Same period 2016
Rank 118 115 88
Rank change year-on-year -3 -27 +34
Permanent jobs citing Hadoop 29 39 52
As % of all permanent IT jobs advertised in Edinburgh 1.14% 1.47% 2.25%
As % of the Database & Business Intelligence category 4.33% 4.39% 8.21%
Number of salaries quoted 21 23 41
Edinburgh median annual salary £56,500 £45,000 £50,000
Median salary % change year-on-year +25.56% -10.00% -
10th Percentile £35,000 £35,000 £36,250
90th Percentile £67,500 £111,750 £70,000
Scotland median annual salary £51,250 £51,250 £50,000
% change year-on-year - +2.50% -

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 670 888 633
As % of all permanent IT jobs advertised in Edinburgh 26.41% 33.46% 27.40%
Number of salaries quoted 477 569 471
Edinburgh median annual salary £45,000 £40,000 £45,000
Median salary % change year-on-year +12.50% -11.11% +9.76%
10th Percentile £27,500 £27,500 £29,750
90th Percentile £68,750 £61,500 £62,500
Scotland median annual salary £45,000 £42,500 £43,000
% change year-on-year +5.88% -1.16% +3.61%

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 12 December 2018.

Salary histogram for Hadoop in Edinburgh

For the 6 months to 12 December 2018, 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 15 (51.72%) Python
3 14 (48.28%) Java
3 14 (48.28%) Amazon AWS
4 13 (44.83%) Finance
5 12 (41.38%) SQL
5 12 (41.38%) Apache Spark
6 9 (31.03%) Data Modelling
6 9 (31.03%) Teradata
6 9 (31.03%) SAS
7 8 (27.59%) Oracle
7 8 (27.59%) Banking
7 8 (27.59%) Analytical Skills
7 8 (27.59%) Problem-Solving
8 7 (24.14%) Kafka
9 6 (20.69%) Serverless
9 6 (20.69%) Data Science
9 6 (20.69%) Analytics
10 5 (17.24%) Amazon EMR
10 5 (17.24%) SharePoint 2013
10 5 (17.24%) Cybersecurity
10 5 (17.24%) Amazon Redshift
10 5 (17.24%) HDFS
10 5 (17.24%) AWS Lambda
10 5 (17.24%) Security Operations
10 5 (17.24%) Security Operations Centre
10 5 (17.24%) Machine Learning
10 5 (17.24%) R
10 5 (17.24%) Splunk
10 5 (17.24%) Amazon EC2

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 12 (41.38%) Apache Spark
2 9 (31.03%) SAS
3 5 (17.24%) SharePoint
3 5 (17.24%) SharePoint 2013
4 4 (13.79%) Apache Pig
4 4 (13.79%) Elasticsearch
5 1 (3.45%) Apache
5 1 (3.45%) PowerExchange
Cloud Services
1 14 (48.28%) Amazon AWS
2 6 (20.69%) Serverless
3 5 (17.24%) Amazon EC2
3 5 (17.24%) Amazon EMR
3 5 (17.24%) Amazon S3
3 5 (17.24%) AWS Lambda
3 5 (17.24%) Microsoft Azure
4 2 (6.90%) Amazon ElastiCache
4 2 (6.90%) Amazon ELB
4 2 (6.90%) AWS CloudFormation
4 2 (6.90%) Cloud Computing
4 2 (6.90%) Virtual Private Cloud
5 1 (3.45%) Google Analytics
5 1 (3.45%) Google Cloud Platform
5 1 (3.45%) Taleo
Communications & Networking
1 1 (3.45%) Internet
Database & Business Intelligence
1 18 (62.07%) Big Data
2 5 (17.24%) Amazon Redshift
2 5 (17.24%) Apache Hive
2 5 (17.24%) QlikView
3 4 (13.79%) DB2
4 3 (10.34%) Amazon DynamoDB
4 3 (10.34%) Amazon RDS
4 3 (10.34%) SAS EBI
4 3 (10.34%) Sqoop
5 2 (6.90%) Base SAS
5 2 (6.90%) Data Lake
5 2 (6.90%) Data Warehouse
5 2 (6.90%) OpenTSDB
5 2 (6.90%) Parquet
5 2 (6.90%) PostgreSQL
5 2 (6.90%) Relational Database
5 2 (6.90%) SAS Data Integration Studio
5 2 (6.90%) SAS Enterprise Guide
5 2 (6.90%) SAS Enterprise Miner
5 2 (6.90%) SQL Server
Development Applications
1 5 (17.24%) ERwin
General
1 13 (44.83%) Finance
2 8 (27.59%) Banking
3 2 (6.90%) Retail Banking
4 1 (3.45%) Games
4 1 (3.45%) Local Government
4 1 (3.45%) Manufacturing
4 1 (3.45%) Retail
Job Titles
1 8 (27.59%) Consultant
2 5 (17.24%) Data Consultant
2 5 (17.24%) Systems Manager
3 4 (13.79%) AWS Consultant
3 4 (13.79%) Big Data Consultant
3 4 (13.79%) Data Modeller
3 4 (13.79%) Senior Software Engineer
3 4 (13.79%) Software Engineer
4 3 (10.34%) Business Intelligence Consultant
4 3 (10.34%) Developer
4 3 (10.34%) Junior
5 2 (6.90%) Cloud Consultant
5 2 (6.90%) Principal Engineer
5 2 (6.90%) Principal Software Engineer
5 2 (6.90%) SAS BI Consultant
5 2 (6.90%) SAS Consultant
5 2 (6.90%) Senior Web Engineer
5 2 (6.90%) Web Engineer
6 1 (3.45%) Middleware Specialist
6 1 (3.45%) Senior Cloud Engineer
Libraries, Frameworks & Software Standards
1 7 (24.14%) Kafka
2 3 (10.34%) Node.js
3 2 (6.90%) AngularJS
3 2 (6.90%) Apache Flex
3 2 (6.90%) Apache Thrift
3 2 (6.90%) Backbone.js
3 2 (6.90%) Elastic Stack
3 2 (6.90%) JSON
3 2 (6.90%) PostGIS
3 2 (6.90%) Protocol Buffers
3 2 (6.90%) React
3 2 (6.90%) Samza
3 2 (6.90%) Vue.js
3 2 (6.90%) Web Services
4 1 (3.45%) HTML
4 1 (3.45%) LAMP
4 1 (3.45%) Middleware
4 1 (3.45%) RESTful
4 1 (3.45%) XML
4 1 (3.45%) XSLT
Miscellaneous
1 8 (27.59%) Analytical Skills
2 5 (17.24%) Security Operations Centre
3 2 (6.90%) Cloud Native
3 2 (6.90%) Data Centre
3 2 (6.90%) Enterprise Cloud
3 2 (6.90%) Public Cloud
4 1 (3.45%) Algorithms
4 1 (3.45%) Self-Motivation
Operating Systems
1 5 (17.24%) 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 9 (31.03%) Data Modelling
2 8 (27.59%) Problem-Solving
3 6 (20.69%) Analytics
3 6 (20.69%) Data Science
4 5 (17.24%) Business Intelligence
4 5 (17.24%) Cybersecurity
4 5 (17.24%) ETL
4 5 (17.24%) Information Security
4 5 (17.24%) Machine Learning
4 5 (17.24%) Security Operations
4 5 (17.24%) Software Engineering
5 4 (13.79%) Agile Software Development
5 4 (13.79%) Business Development
5 4 (13.79%) Logical Data Model
5 4 (13.79%) Open Source
5 4 (13.79%) Physical Data Model
5 4 (13.79%) Stakeholder Identification
5 4 (13.79%) Stakeholder Management
6 3 (10.34%) Data Analysis
7 2 (6.90%) Mathematics
Programming Languages
1 15 (51.72%) Python
2 14 (48.28%) Java
3 12 (41.38%) SQL
4 5 (17.24%) C#
4 5 (17.24%) R
4 5 (17.24%) Ruby
4 5 (17.24%) Scala
5 3 (10.34%) JavaScript
5 3 (10.34%) PHP
5 3 (10.34%) SAS Macro
5 3 (10.34%) VBA
6 2 (6.90%) Bash Shell
7 1 (3.45%) MATLAB
7 1 (3.45%) Perl
7 1 (3.45%) PL/SQL
7 1 (3.45%) XPath
Qualifications
1 4 (13.79%) Degree
2 1 (3.45%) AWS Certification
2 1 (3.45%) CISM
2 1 (3.45%) CISSP
2 1 (3.45%) CompTIA Security+
2 1 (3.45%) PhD
Quality Assurance & Compliance
1 5 (17.24%) ISO/IEC 27001
2 2 (6.90%) Data Quality
System Software
1 5 (17.24%) HDFS
2 1 (3.45%) Docker
Systems Management
1 3 (10.34%) Oozie
1 3 (10.34%) Terraform
2 2 (6.90%) Ansible
2 2 (6.90%) Kibana
2 2 (6.90%) logstash
2 2 (6.90%) Mesos
3 1 (3.45%) Ambari
3 1 (3.45%) Consul
3 1 (3.45%) Enterprise Manager Cloud Control
3 1 (3.45%) Kubernetes
3 1 (3.45%) Opscode Chef
3 1 (3.45%) Oracle RMAN
Vendors
1 9 (31.03%) Teradata
2 8 (27.59%) Oracle
3 5 (17.24%) Ab Initio
3 5 (17.24%) Splunk
4 4 (13.79%) IBM
5 3 (10.34%) Cognos
5 3 (10.34%) MicroStrategy
6 2 (6.90%) Google
6 2 (6.90%) Informatica
7 1 (3.45%) CA
7 1 (3.45%) Cloudera
7 1 (3.45%) Microsoft
7 1 (3.45%) Salesforce.com