Period
to 27 January 2021

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 27 January 2021 with a comparison to the same period in the previous 2 years.

Apache Hadoop
Scotland > Edinburgh
6 months to
27 Jan 2021
Same period 2020 Same period 2019
Rank 82 98 117
Rank change year-on-year +16 +19 -18
Permanent jobs citing Hadoop 16 32 30
As % of all permanent jobs advertised in Edinburgh 1.38% 1.72% 1.25%
As % of the Database & Business Intelligence category 4.42% 6.43% 4.67%
Number of salaries quoted 14 18 23
Median annual salary £57,500 £56,250 £60,000
Median salary % change year-on-year +2.22% -6.25% +20.00%
10th Percentile £40,375 £37,500 £36,500
90th Percentile £65,875 £84,500 £77,000
Scotland median annual salary £62,500 £51,775 £55,000
% change year-on-year +20.71% -5.86% +10.00%

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 362 498 643
As % of all permanent IT jobs advertised in Edinburgh 31.23% 26.75% 26.75%
Number of salaries quoted 251 324 460
Median annual salary £50,000 £45,000 £45,000
Median salary % change year-on-year +11.11% - +12.50%
10th Percentile £36,250 £28,750 £28,725
90th Percentile £77,500 £72,500 £70,000
Scotland median annual salary £50,000 £45,000 £45,000
% change year-on-year +11.11% - +5.88%

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 27 January 2021.

Salary histogram for Hadoop in Edinburgh

For the 6 months to 27 January 2021, 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 14 (87.50%) Python
2 13 (81.25%) Apache Spark
3 8 (50.00%) ETL
3 8 (50.00%) Scala
3 8 (50.00%) AWS
4 7 (43.75%) NoSQL
4 7 (43.75%) Big Data
4 7 (43.75%) Java
4 7 (43.75%) SQL
4 7 (43.75%) Linux
4 7 (43.75%) Software Engineering
4 7 (43.75%) GCP
5 6 (37.50%) JavaScript
5 6 (37.50%) HTML
5 6 (37.50%) Kafka
5 6 (37.50%) Splunk
5 6 (37.50%) CSS
5 6 (37.50%) Azure
5 6 (37.50%) Visualisation
6 5 (31.25%) R
6 5 (31.25%) Apache Cassandra
6 5 (31.25%) Analytics
6 5 (31.25%) Data Warehouse
6 5 (31.25%) Data Modelling
6 5 (31.25%) Data Science
7 4 (25.00%) Apache Airflow
7 4 (25.00%) Luigi
7 4 (25.00%) Relational Database
7 4 (25.00%) REST
7 4 (25.00%) MongoDB

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 (81.25%) Apache Spark
2 4 (25.00%) Apache Airflow
2 4 (25.00%) Luigi
3 1 (6.25%) SAS
Cloud Services
1 8 (50.00%) AWS
2 7 (43.75%) GCP
3 6 (37.50%) Azure
4 2 (12.50%) Serverless
5 1 (6.25%) Amazon EC2
5 1 (6.25%) Amazon EMR
5 1 (6.25%) AWS Lambda
5 1 (6.25%) Cloud Computing
5 1 (6.25%) GitHub
Database & Business Intelligence
1 7 (43.75%) Big Data
1 7 (43.75%) NoSQL
2 5 (31.25%) Apache Cassandra
2 5 (31.25%) Data Warehouse
3 4 (25.00%) MongoDB
3 4 (25.00%) Relational Database
4 3 (18.75%) Apache Hive
4 3 (18.75%) Azkaban
4 3 (18.75%) Flink
4 3 (18.75%) Impala
5 2 (12.50%) Amazon Redshift
5 2 (12.50%) PostgreSQL
6 1 (6.25%) Amazon RDS
6 1 (6.25%) BigQuery
6 1 (6.25%) Data Lake
6 1 (6.25%) Enterprise Data Warehouse
6 1 (6.25%) RDBMS
6 1 (6.25%) Snowflake Schema
6 1 (6.25%) SQL Server
Development Applications
1 1 (6.25%) Git (software)
General
1 3 (18.75%) Finance
Job Titles
1 8 (50.00%) Data Engineer
2 5 (31.25%) Software Engineer
3 3 (18.75%) Big Data Engineer
3 3 (18.75%) Network Engineer
4 2 (12.50%) Big Data Consultant
4 2 (12.50%) Consultant
4 2 (12.50%) Data Consultant
4 2 (12.50%) Senior Software Engineer
5 1 (6.25%) Architect
5 1 (6.25%) Cloud Architect
5 1 (6.25%) Cloud Engineer
5 1 (6.25%) Data Architect
5 1 (6.25%) Network Specialist
Libraries, Frameworks & Software Standards
1 6 (37.50%) CSS
1 6 (37.50%) HTML
1 6 (37.50%) Kafka
2 4 (25.00%) REST
3 2 (12.50%) Spark Streaming
4 1 (6.25%) D3.js
Miscellaneous
1 3 (18.75%) Distributed Denial-of-Service
2 1 (6.25%) Algorithms
Operating Systems
1 7 (43.75%) Linux
Processes & Methodologies
1 8 (50.00%) ETL
2 7 (43.75%) Software Engineering
3 6 (37.50%) Visualisation
4 5 (31.25%) Analytics
4 5 (31.25%) Data Modelling
4 5 (31.25%) Data Science
5 3 (18.75%) Cybersecurity
5 3 (18.75%) Dashboard Development
5 3 (18.75%) Data Analysis
5 3 (18.75%) Data Engineering
5 3 (18.75%) Data Integration
5 3 (18.75%) Data Visualisation
5 3 (18.75%) OO
5 3 (18.75%) Workflow
5 3 (18.75%) Workflow Management
6 2 (12.50%) Data Acquisition
6 2 (12.50%) Data Governance
6 2 (12.50%) Data Management
6 2 (12.50%) DevOps
6 2 (12.50%) Machine Learning
Programming Languages
1 14 (87.50%) Python
2 8 (50.00%) Scala
3 7 (43.75%) Java
3 7 (43.75%) SQL
4 6 (37.50%) JavaScript
5 5 (31.25%) R
6 3 (18.75%) C++
7 1 (6.25%) Julia
Qualifications
1 2 (12.50%) Computer Science Degree
1 2 (12.50%) Degree
Systems Management
1 1 (6.25%) Kubernetes
1 1 (6.25%) Oozie
Vendors
1 6 (37.50%) Splunk
2 1 (6.25%) Google
2 1 (6.25%) Teradata