Period
to 23 January 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 23 January 2018 with a comparison to the same period in the previous 2 years.

Apache Hadoop
Scotland > Edinburgh
6 months to
23 Jan 2018
Same period 2017 Same period 2016
Rank 99 70 118
Rank change year-on-year -29 +48 +17
Permanent jobs citing Hadoop 48 59 35
As % of all permanent IT jobs advertised in Edinburgh 1.81% 2.70% 1.26%
As % of the Database & Business Intelligence category 5.65% 9.55% 4.72%
Number of salaries quoted 16 39 24
Edinburgh median annual salary £50,000 £50,000 £43,000
Median salary % change year-on-year - +16.28% -4.44%
10th Percentile £37,500 £36,000 £38,000
90th Percentile £111,750 £77,250 £73,000
Scotland median annual salary £50,000 £45,000 £47,500
% change year-on-year +11.11% -5.26% +18.75%

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 850 618 742
As % of all permanent IT jobs advertised in Edinburgh 31.99% 28.31% 26.68%
Number of salaries quoted 538 436 530
Edinburgh median annual salary £40,000 £45,000 £42,500
Median salary % change year-on-year -11.11% +5.88% +6.25%
10th Percentile £27,925 £28,375 £27,500
90th Percentile £61,250 £63,750 £61,250
Scotland median annual salary £42,500 £42,500 £41,500
% change year-on-year - +2.41% +3.75%

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 23 January 2018.

Salary histogram for Hadoop in Edinburgh

For the 6 months to 23 January 2018, IT jobs citing Hadoop also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Edinburgh region with a requirement for Hadoop.

1 29 (60.42%) Apache Spark
2 23 (47.92%) Big Data
2 23 (47.92%) SQL
3 21 (43.75%) Degree
4 18 (37.50%) Apache Hive
5 17 (35.42%) Apache Cassandra
5 17 (35.42%) Python
5 17 (35.42%) Finance
6 14 (29.17%) HBase
6 14 (29.17%) Kafka
6 14 (29.17%) Analytics
7 13 (27.08%) Java
7 13 (27.08%) SAS
8 11 (22.92%) Hadoop YARN
8 11 (22.92%) Analytical Skills
9 10 (20.83%) HTTP
9 10 (20.83%) ETL
9 10 (20.83%) Machine Learning
9 10 (20.83%) Computer Science
10 9 (18.75%) Data Analysis
10 9 (18.75%) REST
11 8 (16.67%) R
11 8 (16.67%) Banking
11 8 (16.67%) Data Modelling
11 8 (16.67%) Business Intelligence
11 8 (16.67%) RDBMS
11 8 (16.67%) SQL Server
11 8 (16.67%) Relational Database
12 7 (14.58%) Software Engineering
12 7 (14.58%) Scala

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 29 (60.42%) Apache Spark
2 13 (27.08%) SAS
3 3 (6.25%) Elasticsearch
4 2 (4.17%) Apache
4 2 (4.17%) Apache Pig
4 2 (4.17%) SharePoint
5 1 (2.08%) Jupyter
5 1 (2.08%) Oracle SOA Suite
Applications
1 1 (2.08%) SPSS
Cloud Services
1 4 (8.33%) Google Cloud Platform
2 3 (6.25%) Microsoft Azure
3 2 (4.17%) Amazon AWS
3 2 (4.17%) Amazon EMR
3 2 (4.17%) Google Analytics
Communications & Networking
1 10 (20.83%) HTTP
Database & Business Intelligence
1 23 (47.92%) Big Data
2 18 (37.50%) Apache Hive
3 17 (35.42%) Apache Cassandra
4 14 (29.17%) HBase
5 8 (16.67%) RDBMS
5 8 (16.67%) Relational Database
5 8 (16.67%) SQL Server
6 6 (12.50%) MongoDB
7 5 (10.42%) Data Warehouse
7 5 (10.42%) NoSQL
8 4 (8.33%) Amazon Redshift
8 4 (8.33%) PostgreSQL
9 3 (6.25%) Azure SQL Database
9 3 (6.25%) Data Mining
9 3 (6.25%) SQL Server 2014
9 3 (6.25%) SQL Server Integration Services
9 3 (6.25%) SQL Server Reporting Services
10 2 (4.17%) Text Mining
11 1 (2.08%) Couchbase
11 1 (2.08%) Data Lake
Development Applications
1 1 (2.08%) ERwin
General
1 17 (35.42%) Finance
2 8 (16.67%) Banking
3 1 (2.08%) Electronics
3 1 (2.08%) Games
3 1 (2.08%) Manufacturing
3 1 (2.08%) Marketing
3 1 (2.08%) Retail
3 1 (2.08%) Telecoms
Job Titles
1 14 (29.17%) Data Engineer
2 12 (25.00%) Analyst
3 11 (22.92%) Data Analyst
4 6 (12.50%) Data Scientist
5 5 (10.42%) Architect
6 4 (8.33%) Senior Manager
7 3 (6.25%) Big Data Engineer
7 3 (6.25%) DBA
7 3 (6.25%) Security Manager
7 3 (6.25%) SQL DBA
7 3 (6.25%) SQL Server DBA
7 3 (6.25%) Technical Architect
8 2 (4.17%) Data Architect
8 2 (4.17%) Data Manager
8 2 (4.17%) Senior Architect
8 2 (4.17%) Senior Data Architect
9 1 (2.08%) Administrator
9 1 (2.08%) IT Manager
9 1 (2.08%) Quality Engineer
9 1 (2.08%) Software Engineer
Libraries, Frameworks & Software Standards
1 14 (29.17%) Kafka
2 9 (18.75%) REST
3 4 (8.33%) AngularJS
4 3 (6.25%) HTML
4 3 (6.25%) HTML5
4 3 (6.25%) KnockoutJS
4 3 (6.25%) Node.js
4 3 (6.25%) React
4 3 (6.25%) scikit-learn
5 2 (4.17%) .NET
5 2 (4.17%) Pandas
6 1 (2.08%) MLlib
6 1 (2.08%) TensorFlow
Miscellaneous
1 11 (22.92%) Analytical Skills
2 10 (20.83%) Computer Science
3 3 (6.25%) Algorithms
4 1 (2.08%) Taxonomies
Operating Systems
1 6 (12.50%) Linux
2 2 (4.17%) Unix
Processes & Methodologies
1 14 (29.17%) Analytics
2 10 (20.83%) ETL
2 10 (20.83%) Machine Learning
3 9 (18.75%) Data Analysis
4 8 (16.67%) Business Intelligence
4 8 (16.67%) Data Modelling
5 7 (14.58%) Software Engineering
6 5 (10.42%) Statistical Modelling
7 4 (8.33%) Agile Software Development
7 4 (8.33%) Data Mapping
7 4 (8.33%) SOA
7 4 (8.33%) Validation
7 4 (8.33%) Visualisation
8 3 (6.25%) Kanban
8 3 (6.25%) Mathematics
8 3 (6.25%) Microservices
8 3 (6.25%) Physics
8 3 (6.25%) Scrum
8 3 (6.25%) Statistics
9 2 (4.17%) DevOps
Programming Languages
1 23 (47.92%) SQL
2 17 (35.42%) Python
3 13 (27.08%) Java
4 8 (16.67%) R
5 7 (14.58%) Scala
6 6 (12.50%) C#
7 4 (8.33%) JavaScript
7 4 (8.33%) MATLAB
8 3 (6.25%) PowerShell
9 2 (4.17%) C
9 2 (4.17%) C++
Qualifications
1 21 (43.75%) Degree
2 5 (10.42%) PhD
3 3 (6.25%) MCDBA
3 3 (6.25%) MCITP
3 3 (6.25%) Microsoft Certification
4 2 (4.17%) Master's Degree
4 2 (4.17%) Numerate Degree
5 1 (2.08%) Computer Science Degree
Quality Assurance & Compliance
1 1 (2.08%) Data Quality
System Software
1 1 (2.08%) Docker
Systems Management
1 11 (22.92%) Hadoop YARN
2 1 (2.08%) Ansible
2 1 (2.08%) Terraform
Vendors
1 6 (12.50%) Google
1 6 (12.50%) Microsoft
2 4 (8.33%) Ab Initio
2 4 (8.33%) Oracle
3 3 (6.25%) Cloudera
3 3 (6.25%) Sybase
4 2 (4.17%) CA
4 2 (4.17%) SAP
4 2 (4.17%) Teradata
5 1 (2.08%) IBM
5 1 (2.08%) Tableau
5 1 (2.08%) Vertica