Period
to 21 July 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 21 July 2018 with a comparison to the same period in the previous 2 years.

Apache Hadoop
Scotland > Edinburgh
6 months to
21 Jul 2018
Same period 2017 Same period 2016
Rank 113 65 115
Rank change year-on-year -48 +50 +12
Permanent jobs citing Hadoop 42 84 32
As % of all permanent IT jobs advertised in Edinburgh 1.57% 3.36% 1.26%
As % of the Database & Business Intelligence category 5.85% 9.79% 4.64%
Number of salaries quoted 27 77 23
Edinburgh median annual salary £50,000 £40,000 £55,000
Median salary % change year-on-year +25.00% -27.27% -21.43%
10th Percentile £33,750 £35,000 £36,250
90th Percentile £71,000 £83,500 £61,250
Scotland median annual salary £50,000 £42,500 £55,000
% change year-on-year +17.65% -22.73% +6.54%

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 718 858 689
As % of all permanent IT jobs advertised in Edinburgh 26.89% 34.29% 27.16%
Number of salaries quoted 492 559 417
Edinburgh median annual salary £45,000 £42,500 £45,000
Median salary % change year-on-year +5.88% -5.56% +12.50%
10th Percentile £28,000 £27,500 £28,900
90th Percentile £68,750 £70,000 £63,450
Scotland median annual salary £45,000 £42,500 £43,500
% change year-on-year +5.88% -2.30% +8.75%

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 21 July 2018.

Salary histogram for Hadoop in Edinburgh

For the 6 months to 21 July 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 24 (57.14%) SQL
2 21 (50.00%) Big Data
3 20 (47.62%) Analytics
3 20 (47.62%) Apache Spark
4 15 (35.71%) SAS
5 14 (33.33%) Python
6 13 (30.95%) Java
6 13 (30.95%) Finance
7 12 (28.57%) Apache Hive
8 11 (26.19%) Kafka
8 11 (26.19%) HDFS
8 11 (26.19%) Analytical Skills
8 11 (26.19%) Software Engineering
9 10 (23.81%) Data Science
9 10 (23.81%) Amazon AWS
9 10 (23.81%) R
10 9 (21.43%) Machine Learning
10 9 (21.43%) NoSQL
10 9 (21.43%) JavaScript
11 8 (19.05%) Banking
12 7 (16.67%) Business Analysis
12 7 (16.67%) Degree
12 7 (16.67%) Scala
12 7 (16.67%) ETL
12 7 (16.67%) Apache Cassandra
12 7 (16.67%) HBase
12 7 (16.67%) MapReduce
12 7 (16.67%) Amazon Redshift
12 7 (16.67%) Problem-Solving
13 6 (14.29%) Apache Pig

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 20 (47.62%) Apache Spark
2 15 (35.71%) SAS
3 6 (14.29%) Apache Pig
4 3 (7.14%) SharePoint
5 2 (4.76%) Elasticsearch
5 2 (4.76%) SharePoint 2013
6 1 (2.38%) Apache
6 1 (2.38%) Apache Solr
6 1 (2.38%) Jupyter
Applications
1 6 (14.29%) Microsoft Office
1 6 (14.29%) MS Visio
2 5 (11.90%) Microsoft Excel
2 5 (11.90%) Microsoft PowerPoint
2 5 (11.90%) Microsoft Project
Cloud Services
1 10 (23.81%) Amazon AWS
2 6 (14.29%) Amazon EMR
2 6 (14.29%) Amazon S3
3 5 (11.90%) Amazon EC2
3 5 (11.90%) AWS Lambda
3 5 (11.90%) Serverless
4 4 (9.52%) Microsoft Azure
5 2 (4.76%) Amazon ElastiCache
5 2 (4.76%) Amazon ELB
5 2 (4.76%) Google Cloud Platform
5 2 (4.76%) Virtual Private Cloud
6 1 (2.38%) AWS CloudFormation
6 1 (2.38%) AWS Data Pipeline
6 1 (2.38%) Cloud Computing
6 1 (2.38%) Cortana Intelligence Suite
6 1 (2.38%) Google Analytics
Communications & Networking
1 4 (9.52%) HTTP
Database & Business Intelligence
1 21 (50.00%) Big Data
2 12 (28.57%) Apache Hive
3 9 (21.43%) NoSQL
4 7 (16.67%) Amazon Redshift
4 7 (16.67%) Apache Cassandra
4 7 (16.67%) HBase
5 5 (11.90%) QlikView
5 5 (11.90%) Sqoop
6 4 (9.52%) Amazon RDS
7 3 (7.14%) Amazon DynamoDB
7 3 (7.14%) Data Warehouse
7 3 (7.14%) MongoDB
7 3 (7.14%) PostgreSQL
8 2 (4.76%) Data Lake
8 2 (4.76%) DB2
8 2 (4.76%) Relational Database
9 1 (2.38%) Apache Kudu
9 1 (2.38%) Power BI
9 1 (2.38%) SAS EBI
9 1 (2.38%) SQL Server 2014
Development Applications
1 6 (14.29%) Git (software)
2 1 (2.38%) Jenkins
2 1 (2.38%) JUnit
2 1 (2.38%) Maven
2 1 (2.38%) Mockito
2 1 (2.38%) TestNG
General
1 13 (30.95%) Finance
2 8 (19.05%) Banking
3 5 (11.90%) Marketing
4 1 (2.38%) Legal
4 1 (2.38%) Retail
4 1 (2.38%) Wholesale Banking
Job Titles
1 7 (16.67%) Analyst
1 7 (16.67%) Data Analyst
1 7 (16.67%) Data Engineer
2 6 (14.29%) Consultant
2 6 (14.29%) Software Engineer
3 5 (11.90%) AWS Consultant
3 5 (11.90%) Senior Analyst
3 5 (11.90%) Senior Data Analyst
4 4 (9.52%) Data Scientist
4 4 (9.52%) Developer
4 4 (9.52%) Java Engineer
4 4 (9.52%) Java Software Engineer
4 4 (9.52%) JavaScript Engineer
5 3 (7.14%) Big Data Consultant
5 3 (7.14%) Data Consultant
6 2 (4.76%) Cloud Consultant
6 2 (4.76%) Cloud Engineer
6 2 (4.76%) QlikView Developer
6 2 (4.76%) Security Manager
6 2 (4.76%) Systems Manager
Libraries, Frameworks & Software Standards
1 11 (26.19%) Kafka
2 5 (11.90%) REST
3 4 (9.52%) Node.js
4 3 (7.14%) AngularJS
4 3 (7.14%) Natural Language Processing
4 3 (7.14%) Web Services
5 2 (4.76%) .NET
5 2 (4.76%) D3.js
5 2 (4.76%) HTML
5 2 (4.76%) HTML5
5 2 (4.76%) KnockoutJS
5 2 (4.76%) React
6 1 (2.38%) Apache Thrift
6 1 (2.38%) ASP.NET
6 1 (2.38%) ASP.NET MVC
6 1 (2.38%) ASP.NET Web API
6 1 (2.38%) Elastic Stack
6 1 (2.38%) PostGIS
6 1 (2.38%) Protocol Buffers
6 1 (2.38%) Samza
Miscellaneous
1 11 (26.19%) Analytical Skills
2 5 (11.90%) Computer Science
3 3 (7.14%) Public Cloud
4 2 (4.76%) Enterprise Cloud
4 2 (4.76%) Security Operations Centre
5 1 (2.38%) Analytical Mindset
5 1 (2.38%) Cloud Native
5 1 (2.38%) Data Centre
5 1 (2.38%) Private Cloud
5 1 (2.38%) Self-Motivation
Operating Systems
1 2 (4.76%) Linux
Processes & Methodologies
1 20 (47.62%) Analytics
2 11 (26.19%) Software Engineering
3 10 (23.81%) Data Science
4 9 (21.43%) Machine Learning
5 7 (16.67%) Business Analysis
5 7 (16.67%) ETL
5 7 (16.67%) MapReduce
5 7 (16.67%) Problem-Solving
6 6 (14.29%) Agile Software Development
6 6 (14.29%) Data Governance
7 5 (11.90%) Business Intelligence
7 5 (11.90%) Marketing Analytics
7 5 (11.90%) Project Management
7 5 (11.90%) Root Cause Analysis
8 4 (9.52%) Artificial Intelligence
8 4 (9.52%) Mathematics
8 4 (9.52%) Microservices
9 3 (7.14%) Cybersecurity
9 3 (7.14%) Data Analysis
9 3 (7.14%) Kanban
Programming Languages
1 24 (57.14%) SQL
2 14 (33.33%) Python
3 13 (30.95%) Java
4 10 (23.81%) R
5 9 (21.43%) JavaScript
6 7 (16.67%) Scala
7 4 (9.52%) C#
7 4 (9.52%) Ruby
8 2 (4.76%) Bash Shell
8 2 (4.76%) MATLAB
8 2 (4.76%) PHP
9 1 (2.38%) Go
9 1 (2.38%) PowerShell
9 1 (2.38%) SAS Macro
9 1 (2.38%) VBA
Qualifications
1 7 (16.67%) Degree
2 2 (4.76%) Computer Science Degree
3 1 (2.38%) CISM
3 1 (2.38%) CISSP
3 1 (2.38%) CompTIA Security+
3 1 (2.38%) MCDBA
3 1 (2.38%) MCITP
3 1 (2.38%) Microsoft Certification
3 1 (2.38%) Numerate Degree
3 1 (2.38%) PhD
3 1 (2.38%) Security Cleared
Quality Assurance & Compliance
1 6 (14.29%) Data Quality
2 2 (4.76%) ISO/IEC 27001
3 1 (2.38%) Dodd-Frank
3 1 (2.38%) EMIR
3 1 (2.38%) FATCA
3 1 (2.38%) GCP
3 1 (2.38%) GDPR
3 1 (2.38%) MiFID
3 1 (2.38%) QA
3 1 (2.38%) Solvency II
System Software
1 11 (26.19%) HDFS
2 2 (4.76%) Docker
3 1 (2.38%) Samba
Systems Management
1 5 (11.90%) Hadoop YARN
1 5 (11.90%) Oozie
2 3 (7.14%) Terraform
3 2 (4.76%) Ansible
4 1 (2.38%) Kibana
4 1 (2.38%) Kubernetes
4 1 (2.38%) logstash
4 1 (2.38%) Mesos
4 1 (2.38%) Opscode Chef
Vendors
1 4 (9.52%) Google
1 4 (9.52%) Microsoft
2 3 (7.14%) Splunk
3 2 (4.76%) Ab Initio
3 2 (4.76%) Oracle
3 2 (4.76%) Teradata
4 1 (2.38%) Apple
4 1 (2.38%) CA
4 1 (2.38%) Cloudera
4 1 (2.38%) Cognos
4 1 (2.38%) IBM
4 1 (2.38%) MicroStrategy
4 1 (2.38%) Tableau