Period
to 18 October 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 18 October 2018 with a comparison to the same period in the previous 2 years.

Apache Hadoop
Scotland > Edinburgh
6 months to
18 Oct 2018
Same period 2017 Same period 2016
Rank 116 117 102
Rank change year-on-year +1 -15 +30
Permanent jobs citing Hadoop 31 42 37
As % of all permanent IT jobs advertised in Edinburgh 1.23% 1.57% 1.59%
As % of the Database & Business Intelligence category 4.56% 4.54% 5.86%
Number of salaries quoted 24 39 27
Edinburgh median annual salary £50,000 £40,000 £50,000
Median salary % change year-on-year +25.00% -20.00% -9.09%
10th Percentile £33,750 £35,000 £36,250
90th Percentile £74,250 £106,350 £57,500
Scotland median annual salary £50,000 £53,750 £55,000
% change year-on-year -6.98% -2.27% -

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 680 926 631
As % of all permanent IT jobs advertised in Edinburgh 27.01% 34.55% 27.14%
Number of salaries quoted 472 581 427
Edinburgh median annual salary £45,000 £40,000 £45,000
Median salary % change year-on-year +12.50% -11.11% +12.50%
10th Percentile £28,000 £27,000 £27,000
90th Percentile £69,875 £65,000 £63,000
Scotland median annual salary £45,000 £41,500 £43,000
% change year-on-year +8.43% -3.49% +6.17%

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 October 2018.

Salary histogram for Hadoop in Edinburgh

For the 6 months to 18 October 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 21 (67.74%) SQL
2 16 (51.61%) Big Data
3 14 (45.16%) Python
4 13 (41.94%) SAS
4 13 (41.94%) Amazon AWS
4 13 (41.94%) Analytics
4 13 (41.94%) Apache Spark
5 11 (35.48%) Java
5 11 (35.48%) Finance
6 9 (29.03%) Data Science
7 8 (25.81%) Machine Learning
7 8 (25.81%) R
7 8 (25.81%) Banking
8 7 (22.58%) ETL
8 7 (22.58%) Analytical Skills
8 7 (22.58%) HDFS
9 6 (19.35%) Apache Pig
9 6 (19.35%) Kafka
9 6 (19.35%) Amazon Redshift
9 6 (19.35%) Problem-Solving
9 6 (19.35%) Software Engineering
9 6 (19.35%) Apache Hive
9 6 (19.35%) Oracle
10 5 (16.13%) DB2
10 5 (16.13%) Business Intelligence
10 5 (16.13%) Data Modelling
10 5 (16.13%) Teradata
10 5 (16.13%) Amazon S3
10 5 (16.13%) NoSQL
10 5 (16.13%) MapReduce

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 13 (41.94%) Apache Spark
1 13 (41.94%) SAS
2 6 (19.35%) Apache Pig
3 3 (9.68%) SharePoint
3 3 (9.68%) SharePoint 2013
4 1 (3.23%) Apache
4 1 (3.23%) Apache Solr
4 1 (3.23%) Elasticsearch
4 1 (3.23%) PowerExchange
Applications
1 3 (9.68%) Microsoft Excel
1 3 (9.68%) Microsoft Office
1 3 (9.68%) Microsoft PowerPoint
1 3 (9.68%) Microsoft Project
1 3 (9.68%) MS Visio
Cloud Services
1 13 (41.94%) Amazon AWS
2 5 (16.13%) Amazon EMR
2 5 (16.13%) Amazon S3
3 4 (12.90%) Amazon EC2
3 4 (12.90%) AWS Lambda
3 4 (12.90%) Microsoft Azure
3 4 (12.90%) Serverless
4 2 (6.45%) Amazon ElastiCache
4 2 (6.45%) Amazon ELB
4 2 (6.45%) Google Cloud Platform
4 2 (6.45%) Virtual Private Cloud
5 1 (3.23%) AWS Data Pipeline
5 1 (3.23%) Google Analytics
Communications & Networking
1 1 (3.23%) Internet
Database & Business Intelligence
1 16 (51.61%) Big Data
2 6 (19.35%) Amazon Redshift
2 6 (19.35%) Apache Hive
3 5 (16.13%) DB2
3 5 (16.13%) NoSQL
3 5 (16.13%) Sqoop
4 4 (12.90%) Amazon RDS
4 4 (12.90%) Data Warehouse
4 4 (12.90%) QlikView
5 3 (9.68%) SAS EBI
6 2 (6.45%) Amazon DynamoDB
6 2 (6.45%) Base SAS
6 2 (6.45%) Data Lake
6 2 (6.45%) Relational Database
6 2 (6.45%) SAS Data Integration Studio
6 2 (6.45%) SAS Enterprise Guide
6 2 (6.45%) SAS Enterprise Miner
7 1 (3.23%) HBase
7 1 (3.23%) Impala
7 1 (3.23%) MongoDB
Development Applications
1 2 (6.45%) Git (software)
2 1 (3.23%) ERwin
2 1 (3.23%) Jenkins
2 1 (3.23%) JUnit
2 1 (3.23%) Mockito
2 1 (3.23%) TestNG
General
1 11 (35.48%) Finance
2 8 (25.81%) Banking
3 2 (6.45%) Marketing
3 2 (6.45%) Retail
3 2 (6.45%) Retail Banking
4 1 (3.23%) Games
4 1 (3.23%) Local Government
4 1 (3.23%) Manufacturing
Job Titles
1 10 (32.26%) Consultant
2 6 (19.35%) AWS Consultant
3 5 (16.13%) Data Consultant
4 4 (12.90%) Big Data Consultant
4 4 (12.90%) Data Scientist
5 3 (9.68%) Analyst
5 3 (9.68%) Business Intelligence Consultant
5 3 (9.68%) Data Analyst
5 3 (9.68%) Developer
5 3 (9.68%) Junior
5 3 (9.68%) Senior Analyst
5 3 (9.68%) Senior Data Analyst
5 3 (9.68%) Software Engineer
5 3 (9.68%) Systems Manager
6 2 (6.45%) Data Engineer
6 2 (6.45%) Java Engineer
6 2 (6.45%) Java Software Engineer
6 2 (6.45%) JavaScript Engineer
6 2 (6.45%) SAS BI Consultant
6 2 (6.45%) SAS Consultant
Libraries, Frameworks & Software Standards
1 6 (19.35%) Kafka
2 3 (9.68%) Web Services
3 2 (6.45%) Natural Language Processing
3 2 (6.45%) Node.js
4 1 (3.23%) .NET
4 1 (3.23%) AngularJS
4 1 (3.23%) Backbone.js
4 1 (3.23%) Hibernate
4 1 (3.23%) JSON
4 1 (3.23%) React
4 1 (3.23%) REST
4 1 (3.23%) RESTful
4 1 (3.23%) SOAP
4 1 (3.23%) Spring
4 1 (3.23%) Struts
4 1 (3.23%) Swing
4 1 (3.23%) Velocity
4 1 (3.23%) Vue.js
Miscellaneous
1 7 (22.58%) Analytical Skills
2 3 (9.68%) Computer Science
2 3 (9.68%) Public Cloud
2 3 (9.68%) Security Operations Centre
3 2 (6.45%) Enterprise Cloud
4 1 (3.23%) Analytical Mindset
4 1 (3.23%) Private Cloud
4 1 (3.23%) Self-Motivation
Operating Systems
1 4 (12.90%) Linux
2 2 (6.45%) Unix
3 1 (3.23%) Android
3 1 (3.23%) Apple iOS
Processes & Methodologies
1 13 (41.94%) Analytics
2 9 (29.03%) Data Science
3 8 (25.81%) Machine Learning
4 7 (22.58%) ETL
5 6 (19.35%) Problem-Solving
5 6 (19.35%) Software Engineering
6 5 (16.13%) Business Intelligence
6 5 (16.13%) Data Modelling
6 5 (16.13%) MapReduce
7 4 (12.90%) Mathematics
8 3 (9.68%) Business Analysis
8 3 (9.68%) Cybersecurity
8 3 (9.68%) Data Analysis
8 3 (9.68%) Data Governance
8 3 (9.68%) Information Security
8 3 (9.68%) Microservices
8 3 (9.68%) Project Management
8 3 (9.68%) Root Cause Analysis
8 3 (9.68%) Security Operations
9 2 (6.45%) Data Engineering
Programming Languages
1 21 (67.74%) SQL
2 14 (45.16%) Python
3 11 (35.48%) Java
4 8 (25.81%) R
5 5 (16.13%) Scala
6 3 (9.68%) JavaScript
6 3 (9.68%) SAS Macro
6 3 (9.68%) VBA
7 2 (6.45%) Bash Shell
7 2 (6.45%) PHP
7 2 (6.45%) Ruby
8 1 (3.23%) C#
Qualifications
1 3 (9.68%) Degree
2 2 (6.45%) PhD
3 1 (3.23%) AWS Certification
3 1 (3.23%) CISM
3 1 (3.23%) CISSP
3 1 (3.23%) CompTIA Security+
3 1 (3.23%) Computer Science Degree
3 1 (3.23%) Numerate Degree
Quality Assurance & Compliance
1 5 (16.13%) Data Quality
2 3 (9.68%) ISO/IEC 27001
3 1 (3.23%) GDPR
3 1 (3.23%) QA
System Software
1 7 (22.58%) HDFS
2 2 (6.45%) Docker
3 1 (3.23%) Samba
Systems Management
1 5 (16.13%) Oozie
2 3 (9.68%) Terraform
3 1 (3.23%) Ansible
3 1 (3.23%) Consul
3 1 (3.23%) Kubernetes
3 1 (3.23%) Opscode Chef
Vendors
1 6 (19.35%) Oracle
2 5 (16.13%) Teradata
3 3 (9.68%) Ab Initio
3 3 (9.68%) Cognos
3 3 (9.68%) Google
3 3 (9.68%) MicroStrategy
3 3 (9.68%) Splunk
4 2 (6.45%) Informatica
5 1 (3.23%) CA
5 1 (3.23%) Cloudera