Period
to 20 April 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 20 April 2018 with a comparison to the same period in the previous 2 years.

Apache Hadoop
Scotland > Edinburgh
6 months to
20 Apr 2018
Same period 2017 Same period 2016
Rank 95 49 104
Rank change year-on-year -46 +55 +23
Permanent jobs citing Hadoop 52 96 40
As % of all permanent IT jobs advertised in Edinburgh 1.97% 4.32% 1.52%
As % of the Database & Business Intelligence category 7.24% 13.04% 5.57%
Number of salaries quoted 17 71 28
Edinburgh median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% -
10th Percentile £33,750 £35,000 £38,000
90th Percentile £69,300 £85,000 £77,500
Scotland median annual salary £50,000 £47,500 £45,000
% change year-on-year +5.26% +5.56% +12.50%

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 718 736 718
As % of all permanent IT jobs advertised in Edinburgh 27.18% 33.14% 27.21%
Number of salaries quoted 477 482 503
Edinburgh median annual salary £42,500 £42,750 £44,500
Median salary % change year-on-year -0.58% -3.93% +11.25%
10th Percentile £28,000 £28,750 £29,000
90th Percentile £65,000 £70,000 £61,250
Scotland median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - +6.25%

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 20 April 2018.

Salary histogram for Hadoop in Edinburgh

For the 6 months to 20 April 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 35 (67.31%) Apache Spark
2 25 (48.08%) Big Data
3 22 (42.31%) Apache Hive
4 21 (40.38%) Apache Cassandra
5 20 (38.46%) SQL
5 20 (38.46%) HBase
5 20 (38.46%) Kafka
6 18 (34.62%) Degree
7 17 (32.69%) Finance
7 17 (32.69%) Analytics
8 16 (30.77%) Hadoop YARN
9 15 (28.85%) Java
10 14 (26.92%) HTTP
11 13 (25.00%) SAS
11 13 (25.00%) Python
11 13 (25.00%) REST
12 12 (23.08%) Computer Science
13 10 (19.23%) Banking
13 10 (19.23%) JavaScript
13 10 (19.23%) Software Engineering
13 10 (19.23%) Analytical Skills
14 9 (17.31%) Machine Learning
14 9 (17.31%) Data Science
14 9 (17.31%) ETL
14 9 (17.31%) Microsoft
15 8 (15.38%) Data Analysis
16 7 (13.46%) R
16 7 (13.46%) NoSQL
16 7 (13.46%) C#
17 6 (11.54%) AngularJS

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 35 (67.31%) Apache Spark
2 13 (25.00%) SAS
3 5 (9.62%) Elasticsearch
4 2 (3.85%) Jupyter
5 1 (1.92%) Oracle SOA Suite
5 1 (1.92%) SharePoint
Applications
1 3 (5.77%) Microsoft Office
1 3 (5.77%) MS Visio
2 2 (3.85%) Microsoft Excel
2 2 (3.85%) Microsoft PowerPoint
2 2 (3.85%) Microsoft Project
Cloud Services
1 4 (7.69%) Google Cloud Platform
2 3 (5.77%) Microsoft Azure
3 2 (3.85%) Amazon AWS
4 1 (1.92%) Amazon EC2
4 1 (1.92%) Amazon EMR
4 1 (1.92%) Amazon S3
4 1 (1.92%) AWS CloudFormation
4 1 (1.92%) AWS Lambda
4 1 (1.92%) Cloud Computing
4 1 (1.92%) Cortana Intelligence Suite
4 1 (1.92%) Serverless
Communications & Networking
1 14 (26.92%) HTTP
Database & Business Intelligence
1 25 (48.08%) Big Data
2 22 (42.31%) Apache Hive
3 21 (40.38%) Apache Cassandra
4 20 (38.46%) HBase
5 7 (13.46%) NoSQL
6 6 (11.54%) SQL Server
7 5 (9.62%) RDBMS
7 5 (9.62%) Relational Database
8 4 (7.69%) MongoDB
8 4 (7.69%) PostgreSQL
9 3 (5.77%) Data Mining
10 2 (3.85%) QlikView
10 2 (3.85%) Text Mining
11 1 (1.92%) Amazon Redshift
11 1 (1.92%) Lumira
11 1 (1.92%) OpenTSDB
11 1 (1.92%) Parquet
11 1 (1.92%) Power BI
11 1 (1.92%) SQL Server Integration Services
11 1 (1.92%) SQL Server Reporting Services
Development Applications
1 4 (7.69%) Git (software)
2 1 (1.92%) ERwin
2 1 (1.92%) Maven
General
1 17 (32.69%) Finance
2 10 (19.23%) Banking
3 3 (5.77%) Marketing
4 1 (1.92%) Legal
4 1 (1.92%) Wholesale Banking
Job Titles
1 18 (34.62%) Data Engineer
2 12 (23.08%) Analyst
2 12 (23.08%) Data Analyst
3 7 (13.46%) Data Scientist
4 6 (11.54%) Architect
5 5 (9.62%) Software Engineer
6 4 (7.69%) Big Data Engineer
6 4 (7.69%) Technical Architect
7 3 (5.77%) Java Engineer
7 3 (5.77%) Java Software Engineer
7 3 (5.77%) Security Manager
8 2 (3.85%) Cassandra Engineer
8 2 (3.85%) Data Architect
8 2 (3.85%) Developer
8 2 (3.85%) JavaScript Engineer
8 2 (3.85%) Senior Analyst
8 2 (3.85%) Senior Architect
8 2 (3.85%) Senior Data Analyst
8 2 (3.85%) Senior Data Architect
9 1 (1.92%) Software Developer
Libraries, Frameworks & Software Standards
1 20 (38.46%) Kafka
2 13 (25.00%) REST
3 6 (11.54%) AngularJS
4 4 (7.69%) HTML
4 4 (7.69%) HTML5
4 4 (7.69%) KnockoutJS
4 4 (7.69%) Node.js
4 4 (7.69%) React
5 2 (3.85%) D3.js
6 1 (1.92%) .NET
6 1 (1.92%) Apache Thrift
6 1 (1.92%) ASP.NET Web API
6 1 (1.92%) Elastic Stack
6 1 (1.92%) MLlib
6 1 (1.92%) Natural Language Processing
6 1 (1.92%) PostGIS
6 1 (1.92%) Protocol Buffers
6 1 (1.92%) Samza
6 1 (1.92%) scikit-learn
6 1 (1.92%) TensorFlow
Miscellaneous
1 12 (23.08%) Computer Science
2 10 (19.23%) Analytical Skills
3 3 (5.77%) Algorithms
4 1 (1.92%) Cloud Native
4 1 (1.92%) Data Centre
4 1 (1.92%) Taxonomies
Operating Systems
1 4 (7.69%) Linux
Processes & Methodologies
1 17 (32.69%) Analytics
2 10 (19.23%) Software Engineering
3 9 (17.31%) Data Science
3 9 (17.31%) ETL
3 9 (17.31%) Machine Learning
4 8 (15.38%) Data Analysis
5 6 (11.54%) Agile Software Development
5 6 (11.54%) Data Modelling
5 6 (11.54%) Problem-Solving
6 5 (9.62%) Business Intelligence
6 5 (9.62%) SOA
6 5 (9.62%) Visualisation
7 4 (7.69%) Business Analysis
7 4 (7.69%) Data Mapping
7 4 (7.69%) Kanban
7 4 (7.69%) MapReduce
7 4 (7.69%) Mathematics
7 4 (7.69%) Scrum
7 4 (7.69%) Statistical Modelling
7 4 (7.69%) Validation
Programming Languages
1 20 (38.46%) SQL
2 15 (28.85%) Java
3 13 (25.00%) Python
4 10 (19.23%) JavaScript
5 7 (13.46%) C#
5 7 (13.46%) R
6 6 (11.54%) Scala
7 3 (5.77%) MATLAB
8 2 (3.85%) C
8 2 (3.85%) C++
8 2 (3.85%) Ruby
9 1 (1.92%) Go
9 1 (1.92%) PowerShell
Qualifications
1 18 (34.62%) Degree
2 3 (5.77%) PhD
3 2 (3.85%) Computer Science Degree
3 2 (3.85%) Numerate Degree
4 1 (1.92%) MCDBA
4 1 (1.92%) MCITP
4 1 (1.92%) Microsoft Certification
4 1 (1.92%) Security Cleared
Quality Assurance & Compliance
1 4 (7.69%) Data Quality
2 1 (1.92%) Dodd-Frank
2 1 (1.92%) EMIR
2 1 (1.92%) FATCA
2 1 (1.92%) MiFID
2 1 (1.92%) Solvency II
System Software
1 4 (7.69%) HDFS
Systems Management
1 16 (30.77%) Hadoop YARN
2 1 (1.92%) Ansible
2 1 (1.92%) Kibana
2 1 (1.92%) logstash
2 1 (1.92%) Mesos
2 1 (1.92%) Opscode Chef
2 1 (1.92%) Terraform
Vendors
1 9 (17.31%) Microsoft
2 5 (9.62%) Google
3 4 (7.69%) Oracle
4 3 (5.77%) Sybase
4 3 (5.77%) Teradata
5 2 (3.85%) Ab Initio
5 2 (3.85%) IBM
6 1 (1.92%) Apple
6 1 (1.92%) CA
6 1 (1.92%) Cloudera
6 1 (1.92%) SAP
6 1 (1.92%) Splunk
6 1 (1.92%) Tableau