Period
to 18 November 2017

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 18 November 2017 with a comparison to the same period in the previous 2 years.

Apache Hadoop
Scotland > Edinburgh
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 113 95 127
Rank change year-on-year -18 +32 +18
Permanent jobs citing Hadoop 37 43 30
As % of all permanent IT jobs advertised in Edinburgh 1.37% 1.86% 0.98%
As % of the Database & Business Intelligence category 4.07% 6.70% 3.57%
Number of salaries quoted 29 32 21
Edinburgh median annual salary £45,000 £48,750 £55,000
Median salary % change year-on-year -7.69% -11.36% +46.67%
10th Percentile £35,000 £36,250 £38,000
90th Percentile £111,750 £57,500 £84,250
Scotland median annual salary £55,000 £50,000 £55,000
% change year-on-year +10.00% -9.09% +46.67%

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 909 642 841
As % of all permanent IT jobs advertised in Edinburgh 33.70% 27.72% 27.53%
Number of salaries quoted 578 455 561
Edinburgh median annual salary £40,000 £45,000 £40,000
Median salary % change year-on-year -11.11% +12.50% -
10th Percentile £27,000 £27,200 £26,250
90th Percentile £62,500 £62,500 £62,500
Scotland median annual salary £41,750 £42,500 £40,000
% change year-on-year -1.76% +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 18 November 2017.

Salary histogram for Hadoop in Edinburgh

For the 6 months to 18 November 2017, 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 20 (54.05%) Big Data
2 19 (51.35%) SQL
3 17 (45.95%) Degree
4 15 (40.54%) Java
5 14 (37.84%) Apache Spark
6 13 (35.14%) Finance
6 13 (35.14%) Analytics
7 12 (32.43%) Machine Learning
7 12 (32.43%) MongoDB
7 12 (32.43%) Python
7 12 (32.43%) Analytical Skills
8 11 (29.73%) Scala
9 10 (27.03%) SAS
10 9 (24.32%) Computer Science
10 9 (24.32%) Software Engineering
11 8 (21.62%) Apache Hive
12 7 (18.92%) R
12 7 (18.92%) Data Warehouse
13 6 (16.22%) SDLC
13 6 (16.22%) Open Source Development
13 6 (16.22%) Data Modelling
13 6 (16.22%) Business Intelligence
13 6 (16.22%) PhD
13 6 (16.22%) Banking
13 6 (16.22%) Neo4j
13 6 (16.22%) Security Cleared
13 6 (16.22%) Open Source
14 5 (13.51%) Google
14 5 (13.51%) Data Analysis
14 5 (13.51%) Tableau

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 14 (37.84%) Apache Spark
2 10 (27.03%) SAS
3 4 (10.81%) Apache Pig
4 2 (5.41%) Apache
4 2 (5.41%) SharePoint
Applications
1 1 (2.70%) SPSS
Cloud Services
1 4 (10.81%) Google Cloud Platform
1 4 (10.81%) Microsoft Azure
2 3 (8.11%) Amazon AWS
3 2 (5.41%) Amazon EMR
3 2 (5.41%) Google Analytics
Communications & Networking
1 1 (2.70%) HTTP
Database & Business Intelligence
1 20 (54.05%) Big Data
2 12 (32.43%) MongoDB
3 8 (21.62%) Apache Hive
4 7 (18.92%) Data Warehouse
5 6 (16.22%) Neo4j
6 5 (13.51%) Apache Cassandra
7 4 (10.81%) Amazon Redshift
7 4 (10.81%) NoSQL
8 3 (8.11%) Azure SQL Database
8 3 (8.11%) PowerCenter
8 3 (8.11%) QlikView
8 3 (8.11%) RDBMS
8 3 (8.11%) Relational Database
8 3 (8.11%) SQL Server
8 3 (8.11%) SQL Server 2014
8 3 (8.11%) SQL Server Integration Services
8 3 (8.11%) SQL Server Reporting Services
9 2 (5.41%) PostgreSQL
9 2 (5.41%) Text Mining
10 1 (2.70%) HBase
General
1 13 (35.14%) Finance
2 6 (16.22%) Banking
3 1 (2.70%) Electronics
3 1 (2.70%) Games
3 1 (2.70%) Manufacturing
3 1 (2.70%) Marketing
3 1 (2.70%) Retail
3 1 (2.70%) Telecoms
Job Titles
1 9 (24.32%) Developer
2 7 (18.92%) Data Scientist
3 6 (16.22%) Analyst
3 6 (16.22%) Developer/Software Engineer
3 6 (16.22%) Java Developer
3 6 (16.22%) Java Engineer
3 6 (16.22%) Java Software Developer
3 6 (16.22%) Java Software Engineer
3 6 (16.22%) Software Developer
3 6 (16.22%) Software Engineer
4 5 (13.51%) Data Analyst
5 4 (10.81%) Senior Manager
6 3 (8.11%) Data Engineer
6 3 (8.11%) DBA
6 3 (8.11%) Informatica Developer
6 3 (8.11%) Security Manager
6 3 (8.11%) SQL DBA
7 2 (5.41%) Data Manager
7 2 (5.41%) SQL Server DBA
8 1 (2.70%) SAS Analyst
Libraries, Frameworks & Software Standards
1 3 (8.11%) .NET
1 3 (8.11%) scikit-learn
2 2 (5.41%) Pandas
3 1 (2.70%) D3.js
3 1 (2.70%) Kafka
3 1 (2.70%) MLlib
3 1 (2.70%) Natural Language Processing
3 1 (2.70%) REST
3 1 (2.70%) TensorFlow
Miscellaneous
1 12 (32.43%) Analytical Skills
2 9 (24.32%) Computer Science
3 2 (5.41%) Algorithms
4 1 (2.70%) Virtual Team
Operating Systems
1 5 (13.51%) Linux
2 2 (5.41%) Unix
Processes & Methodologies
1 13 (35.14%) Analytics
2 12 (32.43%) Machine Learning
3 9 (24.32%) Software Engineering
4 6 (16.22%) Business Intelligence
4 6 (16.22%) Data Modelling
4 6 (16.22%) Open Source
4 6 (16.22%) Open Source Development
4 6 (16.22%) SDLC
5 5 (13.51%) Data Analysis
5 5 (13.51%) ETL
6 4 (10.81%) Mathematics
6 4 (10.81%) Physics
6 4 (10.81%) Statistical Modelling
6 4 (10.81%) Visualisation
7 3 (8.11%) Anti-Money Laundering
7 3 (8.11%) Data Management
7 3 (8.11%) Data Mapping
7 3 (8.11%) KYC
7 3 (8.11%) Migration
7 3 (8.11%) Statistics
Programming Languages
1 19 (51.35%) SQL
2 15 (40.54%) Java
3 12 (32.43%) Python
4 11 (29.73%) Scala
5 7 (18.92%) R
6 3 (8.11%) C#
6 3 (8.11%) MATLAB
6 3 (8.11%) PL/SQL
6 3 (8.11%) PowerShell
7 2 (5.41%) C
7 2 (5.41%) C++
Qualifications
1 17 (45.95%) Degree
2 6 (16.22%) PhD
2 6 (16.22%) Security Cleared
3 3 (8.11%) MCDBA
3 3 (8.11%) MCITP
3 3 (8.11%) Microsoft Certification
3 3 (8.11%) Numerate Degree
4 2 (5.41%) Master's Degree
5 1 (2.70%) Computer Science Degree
Quality Assurance & Compliance
1 3 (8.11%) Data Quality
System Software
1 1 (2.70%) Docker
Systems Management
1 3 (8.11%) Ambari
2 1 (2.70%) Ansible
2 1 (2.70%) Hadoop YARN
2 1 (2.70%) Terraform
Vendors
1 5 (13.51%) Google
1 5 (13.51%) Tableau
2 4 (10.81%) Ab Initio
3 3 (8.11%) Informatica
3 3 (8.11%) Oracle
4 2 (5.41%) Cloudera
5 1 (2.70%) CA
5 1 (2.70%) SAP
5 1 (2.70%) Splunk
5 1 (2.70%) Vertica