Period
to 15 October 2018

The following table provides summary statistics for contract job vacancies advertised in Edinburgh with a requirement for Hadoop skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Hadoop over the 6 months to 15 October 2018 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Apache Hadoop
Scotland > Edinburgh
6 months to
15 Oct 2018
Same period 2017 Same period 2016
Rank 110 92 111
Rank change year-on-year -18 +19 +14
Contract jobs citing Hadoop 30 42 16
As % of all contract IT jobs advertised in Edinburgh 1.00% 1.52% 0.69%
As % of the Database & Business Intelligence category 5.94% 7.78% 3.21%
Number of daily rates quoted 9 27 13
Edinburgh median daily rate £475 £413 £525
Median daily rate % change year-on-year +15.15% -21.43% +4.79%
10th Percentile £339 £313 £400
90th Percentile £545 £500 £588
Scotland median daily rate £456 £400 £500
% change year-on-year +14.06% -20.00% -0.10%
Number of hourly rates quoted 0 0 0
Edinburgh median hourly rate - - -
Scotland median hourly rate - - -

Hadoop is in the Databases and Business Intelligence category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in Edinburgh with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Edinburgh
Contract vacancies with a requirement for database or business intelligence skills 505 540 498
As % of all contract IT jobs advertised in Edinburgh 16.90% 19.51% 21.50%
Number of daily rates quoted 271 284 268
Edinburgh median daily rate £400 £400 £375
Median daily rate % change year-on-year - +6.67% +2.74%
10th Percentile £313 £288 £255
90th Percentile £544 £538 £513
Scotland median daily rate £400 £390 £350
% change year-on-year +2.56% +11.43% -
Number of hourly rates quoted 1 2 3
Edinburgh median hourly rate £15.50 £43.39 £47.25
Median hourly rate % change year-on-year -64.28% -8.17% +45.72%
Scotland median hourly rate £16.25 £43.39 £36.00
% change year-on-year -62.55% +20.53% +11.03%

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
Contractor Daily Rate Trend in Edinburgh

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Hadoop in Edinburgh.

Contractor daily rate trend for Hadoop in Edinburgh

Hadoop
Contractor Daily Rate Histogram in Edinburgh

The daily rate distribution of IT jobs citing Hadoop in Edinburgh over the 6 months to 15 October 2018.

Contractor daily rate histogram for Hadoop in Edinburgh

For the 6 months to 15 October 2018, IT contractor 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 contract job ads across the Edinburgh region with a requirement for Hadoop.

1 14 (46.67%) Banking
2 13 (43.33%) Finance
2 13 (43.33%) Python
2 13 (43.33%) Analytics
3 12 (40.00%) SQL
3 12 (40.00%) Teradata
4 11 (36.67%) Java
5 10 (33.33%) Data Modelling
5 10 (33.33%) Big Data
6 9 (30.00%) Visualisation
7 7 (23.33%) Business Intelligence
7 7 (23.33%) SAS
7 7 (23.33%) Agile Software Development
7 7 (23.33%) Data Analytics
7 7 (23.33%) Data Visualisation
7 7 (23.33%) Apache Spark
8 6 (20.00%) Cloudera
8 6 (20.00%) Microsoft Azure
8 6 (20.00%) Apache Hive
8 6 (20.00%) R
9 5 (16.67%) Tableau
9 5 (16.67%) SQL Server
9 5 (16.67%) Logical Data Model
9 5 (16.67%) Physical Data Model
9 5 (16.67%) Data Lake
9 5 (16.67%) Self-Motivation
10 4 (13.33%) Power BI
10 4 (13.33%) Analytical Skills
10 4 (13.33%) JavaScript
10 4 (13.33%) Oracle

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 7 (23.33%) Apache Spark
1 7 (23.33%) SAS
2 2 (6.67%) Apache Solr
3 1 (3.33%) Apache
3 1 (3.33%) Apache Pig
3 1 (3.33%) Confluence
3 1 (3.33%) Elasticsearch
Applications
1 1 (3.33%) Chatbot
Cloud Services
1 6 (20.00%) Microsoft Azure
2 3 (10.00%) Amazon AWS
3 2 (6.67%) PaaS
4 1 (3.33%) Amazon SageMaker
4 1 (3.33%) Azure Data Factory
4 1 (3.33%) Azure Machine Learning
4 1 (3.33%) Data Lake Analytics
4 1 (3.33%) IaaS
Communications & Networking
1 1 (3.33%) Firewall
1 1 (3.33%) Network Security
1 1 (3.33%) VPN
Database & Business Intelligence
1 10 (33.33%) Big Data
2 6 (20.00%) Apache Hive
3 5 (16.67%) Data Lake
3 5 (16.67%) SQL Server
4 4 (13.33%) Power BI
4 4 (13.33%) Relational Database
5 3 (10.00%) Amazon Athena
5 3 (10.00%) Enterprise Data Warehouse
5 3 (10.00%) MySQL
5 3 (10.00%) QlikView
5 3 (10.00%) RDBMS
5 3 (10.00%) SAS Enterprise Guide
5 3 (10.00%) Spotfire
6 2 (6.67%) Base SAS
6 2 (6.67%) Data Warehouse
6 2 (6.67%) Impala
6 2 (6.67%) NoSQL
6 2 (6.67%) SAS Visual Analytics
7 1 (3.33%) Oracle Database
7 1 (3.33%) Oracle Database 12c
Development Applications
1 2 (6.67%) JIRA
2 1 (3.33%) Hudson
2 1 (3.33%) Maven
General
1 14 (46.67%) Banking
2 13 (43.33%) Finance
3 2 (6.67%) Retail Banking
4 1 (3.33%) Investment Banking
4 1 (3.33%) Legal
Job Titles
1 8 (26.67%) Developer
2 5 (16.67%) Architect
3 4 (13.33%) Analyst
3 4 (13.33%) Data Analyst
3 4 (13.33%) Data Engineer
3 4 (13.33%) Designer
3 4 (13.33%) Solutions Designer
4 3 (10.00%) Business Intelligence Developer
4 3 (10.00%) Data Architect
4 3 (10.00%) Hadoop Engineer
4 3 (10.00%) Power BI Developer
4 3 (10.00%) SAS Developer
4 3 (10.00%) Senior Analyst
4 3 (10.00%) Senior Data Analyst
5 2 (6.67%) Big Data Architect
5 2 (6.67%) Data Scientist
5 2 (6.67%) Platform Engineer
6 1 (3.33%) Lead Architect
6 1 (3.33%) Lead Data Architect
6 1 (3.33%) Platform Manager
Libraries, Frameworks & Software Standards
1 3 (10.00%) .NET
1 3 (10.00%) Kafka
2 1 (3.33%) Bokeh
2 1 (3.33%) D3.js
2 1 (3.33%) ggplot
2 1 (3.33%) HTML
2 1 (3.33%) HTML5
2 1 (3.33%) JSON
2 1 (3.33%) Natural Language Processing
2 1 (3.33%) Node.js
2 1 (3.33%) REST
2 1 (3.33%) Seaborn
2 1 (3.33%) Spark Streaming
2 1 (3.33%) Web Services
2 1 (3.33%) XML
Miscellaneous
1 5 (16.67%) Self-Motivation
2 4 (13.33%) Analytical Skills
3 2 (6.67%) Computer Science
4 1 (3.33%) Greenfield Project
4 1 (3.33%) Private Cloud
4 1 (3.33%) User Experience
Operating Systems
1 2 (6.67%) Linux
2 1 (3.33%) Red Hat Enterprise Linux
2 1 (3.33%) Windows
Processes & Methodologies
1 13 (43.33%) Analytics
2 10 (33.33%) Data Modelling
3 9 (30.00%) Visualisation
4 7 (23.33%) Agile Software Development
4 7 (23.33%) Business Intelligence
4 7 (23.33%) Data Analytics
4 7 (23.33%) Data Visualisation
5 5 (16.67%) Logical Data Model
5 5 (16.67%) Physical Data Model
6 4 (13.33%) Data Analysis
6 4 (13.33%) Infrastructure Management
7 3 (10.00%) Artificial Intelligence
7 3 (10.00%) Data Integration
7 3 (10.00%) Data Science
7 3 (10.00%) Decision-Making
7 3 (10.00%) ETL
7 3 (10.00%) Open Source
7 3 (10.00%) Prototyping
7 3 (10.00%) Risk Analytics
7 3 (10.00%) TDD
Programming Languages
1 13 (43.33%) Python
2 12 (40.00%) SQL
3 11 (36.67%) Java
4 6 (20.00%) R
5 4 (13.33%) JavaScript
6 3 (10.00%) Scala
7 1 (3.33%) Bash Shell
7 1 (3.33%) C#
7 1 (3.33%) C++
7 1 (3.33%) Perl
7 1 (3.33%) PL/SQL
7 1 (3.33%) PowerShell
7 1 (3.33%) T-SQL
Qualifications
1 2 (6.67%) Degree
2 1 (3.33%) BPSS Clearance
2 1 (3.33%) Computer Science Degree
2 1 (3.33%) PhD
System Software
1 1 (3.33%) Apache ZooKeeper
1 1 (3.33%) Virtual Machines
Systems Management
1 1 (3.33%) Ansible
1 1 (3.33%) Opscode Chef
1 1 (3.33%) Puppet
Vendors
1 12 (40.00%) Teradata
2 6 (20.00%) Cloudera
3 5 (16.67%) Tableau
4 4 (13.33%) Oracle
5 3 (10.00%) Datameer
5 3 (10.00%) Informatica
6 2 (6.67%) Microsoft
7 1 (3.33%) IBM
7 1 (3.33%) Red Hat
7 1 (3.33%) SaltStack