Period
to 3 June 2020

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 3 June 2020 with a comparison to the same period in the previous 2 years.

Apache Hadoop
Scotland > Edinburgh
6 months to
3 Jun 2020
Same period 2019 Same period 2018
Rank 79 122 96
Rank change year-on-year +43 -26 -42
Permanent jobs citing Hadoop 26 33 52
As % of all permanent jobs advertised in Edinburgh 1.94% 1.28% 1.98%
As % of the Database & Business Intelligence category 7.22% 4.69% 7.41%
Number of salaries quoted 21 23 25
Median annual salary £55,000 £55,000 £47,500
Median salary % change year-on-year - +15.79% +15.15%
10th Percentile £37,500 £43,350 £33,750
90th Percentile £80,000 £67,500 £68,200
Scotland median annual salary £50,000 £55,000 £50,000
% change year-on-year -9.09% +10.00% +11.11%

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 360 704 702
As % of all permanent IT jobs advertised in Edinburgh 26.83% 27.35% 26.71%
Number of salaries quoted 219 486 469
Median annual salary £50,000 £41,839 £42,500
Median salary % change year-on-year +19.51% -1.56% -
10th Percentile £32,500 £27,750 £28,000
90th Percentile £71,750 £66,625 £67,500
Scotland median annual salary £45,000 £45,000 £45,000

Hadoop
Job Vacancy Trend in Edinburgh

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

Job vacancy trend for Hadoop in Edinburgh

Hadoop
Salary Trend in Edinburgh

3-month moving average salary quoted in jobs citing Hadoop in Edinburgh.

Salary trend for Hadoop in Edinburgh

Hadoop
Salary Histogram in Edinburgh

Salary distribution for jobs citing Hadoop in Edinburgh over the 6 months to 3 June 2020.

Salary histogram for Hadoop in Edinburgh

For the 6 months to 3 June 2020, 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 (69.23%) Apache Spark
2 17 (65.38%) Python
2 17 (65.38%) Finance
3 15 (57.69%) SQL
4 14 (53.85%) Kafka
5 13 (50.00%) Business Intelligence
5 13 (50.00%) Azure
6 12 (46.15%) Big Data
6 12 (46.15%) Data Engineering
7 11 (42.31%) Databricks
8 10 (38.46%) SQL Server Integration Services
8 10 (38.46%) Analytics
9 9 (34.62%) Stakeholder Management
9 9 (34.62%) Data Management
10 7 (26.92%) SQL Server Reporting Services
10 7 (26.92%) SQL Server Analysis Services
10 7 (26.92%) Java
10 7 (26.92%) Linux
10 7 (26.92%) Power BI
10 7 (26.92%) Power Platform
11 6 (23.08%) Apache Hive
11 6 (23.08%) AWS
12 5 (19.23%) Google
12 5 (19.23%) Microsoft
12 5 (19.23%) SAS
12 5 (19.23%) JavaScript
12 5 (19.23%) Splunk
12 5 (19.23%) Data Science
12 5 (19.23%) GCP
12 5 (19.23%) Impala

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 18 (69.23%) Apache Spark
2 5 (19.23%) SAS
3 1 (3.85%) Elasticsearch
Cloud Services
1 13 (50.00%) Azure
2 7 (26.92%) Power Platform
3 6 (23.08%) AWS
4 5 (19.23%) GCP
5 3 (11.54%) Amazon EMR
5 3 (11.54%) Azure Data Factory
6 1 (3.85%) GitHub
Communications & Networking
1 1 (3.85%) HTTP
1 1 (3.85%) Network Security
Database & Business Intelligence
1 12 (46.15%) Big Data
2 10 (38.46%) SQL Server Integration Services
3 7 (26.92%) Power BI
3 7 (26.92%) SQL Server Analysis Services
3 7 (26.92%) SQL Server Reporting Services
4 6 (23.08%) Apache Hive
5 5 (19.23%) Impala
6 3 (11.54%) Base SAS
6 3 (11.54%) SAS Enterprise Guide
7 2 (7.69%) Apache Cassandra
7 2 (7.69%) Data Warehouse
7 2 (7.69%) DB2
7 2 (7.69%) HBase
7 2 (7.69%) MongoDB
7 2 (7.69%) NoSQL
8 1 (3.85%) Data Lake
8 1 (3.85%) PostgreSQL
8 1 (3.85%) Relational Database
8 1 (3.85%) SAS Data Integration Studio
8 1 (3.85%) SAS EBI
Development Applications
1 3 (11.54%) Git (software)
2 1 (3.85%) Artifactory
2 1 (3.85%) GitLab
2 1 (3.85%) Jenkins
General
1 17 (65.38%) Finance
2 1 (3.85%) Manufacturing
2 1 (3.85%) Retail
Job Titles
1 11 (42.31%) Consultant
2 6 (23.08%) Business Intelligence Consultant
3 5 (19.23%) Data Engineer
3 5 (19.23%) Developer
3 5 (19.23%) Microsoft BI Consultant
3 5 (19.23%) SAS Consultant
4 3 (11.54%) SSIS Consultant
4 3 (11.54%) SSRS Consultant
5 2 (7.69%) Architect
5 2 (7.69%) Data Architect
5 2 (7.69%) DevOps Engineer
6 1 (3.85%) Data Consultant
6 1 (3.85%) DevOps Consultant
6 1 (3.85%) Network Architect
6 1 (3.85%) Network Specialist
6 1 (3.85%) SAS BI Consultant
6 1 (3.85%) SAS Developer
6 1 (3.85%) Senior Consultant
6 1 (3.85%) Senior SAS Consultant
6 1 (3.85%) Solutions Architect
Libraries, Frameworks & Software Standards
1 14 (53.85%) Kafka
2 4 (15.38%) CSS
2 4 (15.38%) HTML
3 2 (7.69%) D3.js
3 2 (7.69%) Hibernate
3 2 (7.69%) Node.js
3 2 (7.69%) React
3 2 (7.69%) REST
3 2 (7.69%) Spring
4 1 (3.85%) Dask
4 1 (3.85%) Natural Language Processing
Miscellaneous
1 1 (3.85%) Algorithms
1 1 (3.85%) Data Structures
1 1 (3.85%) Public Cloud
Operating Systems
1 7 (26.92%) Linux
2 1 (3.85%) Windows
Processes & Methodologies
1 13 (50.00%) Business Intelligence
2 12 (46.15%) Data Engineering
3 10 (38.46%) Analytics
4 9 (34.62%) Data Management
4 9 (34.62%) Stakeholder Management
5 5 (19.23%) Data Science
6 4 (15.38%) Data Modelling
6 4 (15.38%) ETL
6 4 (15.38%) Visualisation
7 3 (11.54%) Computer Science
7 3 (11.54%) Data Visualisation
7 3 (11.54%) DevOps
7 3 (11.54%) Kimball Methodology
7 3 (11.54%) Machine Learning
8 2 (7.69%) Agile Software Development
8 2 (7.69%) Mentoring
8 2 (7.69%) Software Engineering
9 1 (3.85%) Continuous Integration
9 1 (3.85%) Open Source
9 1 (3.85%) Unit Testing
Programming Languages
1 17 (65.38%) Python
2 15 (57.69%) SQL
3 7 (26.92%) Java
4 5 (19.23%) JavaScript
5 4 (15.38%) R
5 4 (15.38%) Scala
6 2 (7.69%) Bash Shell
6 2 (7.69%) Go
7 1 (3.85%) SAS Macro
7 1 (3.85%) VBA
Qualifications
1 3 (11.54%) Computer Science Degree
1 3 (11.54%) Degree
2 1 (3.85%) PhD
2 1 (3.85%) SC Cleared
2 1 (3.85%) Security Cleared
Quality Assurance & Compliance
1 1 (3.85%) Data Quality
System Software
1 3 (11.54%) Docker
2 1 (3.85%) Apache ZooKeeper
Systems Management
1 3 (11.54%) Kubernetes
2 2 (7.69%) Ansible
3 1 (3.85%) Hadoop YARN
3 1 (3.85%) Prometheus
3 1 (3.85%) Puppet
3 1 (3.85%) Terraform
3 1 (3.85%) ZABBIX
Vendors
1 11 (42.31%) Databricks
2 5 (19.23%) Google
2 5 (19.23%) Microsoft
2 5 (19.23%) Splunk
3 3 (11.54%) Talend
4 2 (7.69%) Oracle
4 2 (7.69%) Teradata
5 1 (3.85%) Cognos
5 1 (3.85%) Hortonworks
5 1 (3.85%) MicroStrategy