Period
to 17 January 2019

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 17 January 2019 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
17 Jan 2019
Same period 2018 Same period 2017
Rank 107 99 102
Rank change year-on-year -8 +3 +30
Contract jobs citing Hadoop 24 40 8
As % of all contract IT jobs advertised in Edinburgh 0.92% 1.38% 0.45%
As % of the Database & Business Intelligence category 5.00% 7.38% 2.12%
Number of daily rates quoted 9 28 6
Edinburgh median daily rate £475 £406 £563
Median daily rate % change year-on-year +16.92% -27.78% +25.00%
10th Percentile £353 £313 £438
90th Percentile £495 £523 £588
Scotland median daily rate £475 £400 £495
% change year-on-year +18.75% -19.19% +4.21%
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 480 542 377
As % of all contract IT jobs advertised in Edinburgh 18.33% 18.76% 21.10%
Number of daily rates quoted 273 309 197
Edinburgh median daily rate £425 £400 £363
Median daily rate % change year-on-year +6.25% +10.34% -9.38%
10th Percentile £313 £313 £288
90th Percentile £538 £515 £513
Scotland median daily rate £400 £388 £350
% change year-on-year +3.23% +10.71% -6.67%
Number of hourly rates quoted 3 0 11
Edinburgh median hourly rate £30.00 - £52.00
10th Percentile £18.40 - £46.13
90th Percentile £34.00 - £52.17
Scotland median hourly rate £14.00 £24.00 £42.00
% change year-on-year -41.67% -42.86% +68.00%

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 17 January 2019.

Contractor daily rate histogram for Hadoop in Edinburgh

For the 6 months to 17 January 2019, 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 13 (54.17%) Banking
1 13 (54.17%) Big Data
2 10 (41.67%) Finance
3 9 (37.50%) ETL
4 8 (33.33%) Data Modelling
5 7 (29.17%) Python
5 7 (29.17%) Java
5 7 (29.17%) SQL
6 6 (25.00%) Informatica
6 6 (25.00%) Apache Hive
6 6 (25.00%) Visualisation
6 6 (25.00%) Apache Spark
7 5 (20.83%) Data Integration
7 5 (20.83%) Teradata
7 5 (20.83%) Agile Software Development
7 5 (20.83%) Business Intelligence
7 5 (20.83%) Linux
8 4 (16.67%) Oracle
8 4 (16.67%) Unix
8 4 (16.67%) Hudson
8 4 (16.67%) Data Visualisation
8 4 (16.67%) Analytical Skills
8 4 (16.67%) Logical Data Model
9 3 (12.50%) Physical Data Model
9 3 (12.50%) Enterprise Data Warehouse
9 3 (12.50%) Analytics
9 3 (12.50%) REST
9 3 (12.50%) R
9 3 (12.50%) Amazon AWS
9 3 (12.50%) 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 6 (25.00%) Apache Spark
2 2 (8.33%) SAS
3 1 (4.17%) Apache
3 1 (4.17%) Apache Pig
3 1 (4.17%) Apache Solr
3 1 (4.17%) Confluence
3 1 (4.17%) Elasticsearch
Applications
1 1 (4.17%) Microsoft Excel
1 1 (4.17%) Microsoft PowerPoint
Cloud Services
1 3 (12.50%) Amazon AWS
2 2 (8.33%) Microsoft Azure
3 1 (4.17%) PaaS
Database & Business Intelligence
1 13 (54.17%) Big Data
2 6 (25.00%) Apache Hive
3 3 (12.50%) Data Lake
3 3 (12.50%) Data Warehouse
3 3 (12.50%) Enterprise Data Warehouse
3 3 (12.50%) QlikView
4 2 (8.33%) NoSQL
4 2 (8.33%) Power BI
4 2 (8.33%) Qlik Sense
5 1 (4.17%) Apache Cassandra
5 1 (4.17%) DataStax
5 1 (4.17%) HBase
5 1 (4.17%) Impala
5 1 (4.17%) MongoDB
5 1 (4.17%) Oracle Database
5 1 (4.17%) Oracle Database 12c
5 1 (4.17%) Spotfire
5 1 (4.17%) SQL Server
5 1 (4.17%) SQL Server Integration Services
5 1 (4.17%) Sqoop
Development Applications
1 4 (16.67%) Hudson
2 2 (8.33%) JIRA
3 1 (4.17%) Maven
General
1 13 (54.17%) Banking
2 10 (41.67%) Finance
3 3 (12.50%) Retail Banking
4 2 (8.33%) Investment Banking
Job Titles
1 6 (25.00%) Developer
2 5 (20.83%) Designer
2 5 (20.83%) Solutions Designer
3 4 (16.67%) Architect
4 3 (12.50%) Data Architect
5 2 (8.33%) Analyst
5 2 (8.33%) Business Intelligence Developer
5 2 (8.33%) Consultant
5 2 (8.33%) Data Analyst
5 2 (8.33%) Data Scientist
5 2 (8.33%) Power BI Developer
5 2 (8.33%) QlikView Developer
6 1 (4.17%) Data Engineer
6 1 (4.17%) Data Science Consultant
6 1 (4.17%) Full Stack Developer
6 1 (4.17%) Hadoop Engineer
6 1 (4.17%) Hadoop Infrastructure Engineer
6 1 (4.17%) Junior Data Scientist
6 1 (4.17%) Senior Consultant
6 1 (4.17%) Senior QlikView Developer
Libraries, Frameworks & Software Standards
1 3 (12.50%) REST
2 2 (8.33%) Bokeh
2 2 (8.33%) D3.js
2 2 (8.33%) ggplot
2 2 (8.33%) Seaborn
2 2 (8.33%) Web Services
2 2 (8.33%) XML
3 1 (4.17%) HTML
3 1 (4.17%) HTML5
3 1 (4.17%) Java EE
3 1 (4.17%) JDBC
3 1 (4.17%) JSON
3 1 (4.17%) JSP
3 1 (4.17%) React
3 1 (4.17%) Redux
3 1 (4.17%) Servlets
3 1 (4.17%) SOAP
3 1 (4.17%) Spark Streaming
Miscellaneous
1 4 (16.67%) Analytical Skills
2 3 (12.50%) Self-Motivation
3 1 (4.17%) Private Cloud
Operating Systems
1 5 (20.83%) Linux
2 4 (16.67%) Unix
3 1 (4.17%) Red Hat Enterprise Linux
3 1 (4.17%) Windows
Processes & Methodologies
1 9 (37.50%) ETL
2 8 (33.33%) Data Modelling
3 6 (25.00%) Visualisation
4 5 (20.83%) Agile Software Development
4 5 (20.83%) Business Intelligence
4 5 (20.83%) Data Integration
5 4 (16.67%) Data Visualisation
5 4 (16.67%) Logical Data Model
6 3 (12.50%) Analytics
6 3 (12.50%) Artificial Intelligence
6 3 (12.50%) Data Analysis
6 3 (12.50%) Data Science
6 3 (12.50%) Open Source
6 3 (12.50%) Physical Data Model
7 2 (8.33%) Applied Mathematics
7 2 (8.33%) Data Analytics
7 2 (8.33%) Data Management
7 2 (8.33%) Machine Learning
7 2 (8.33%) Mathematics
7 2 (8.33%) Statistics
Programming Languages
1 7 (29.17%) Java
1 7 (29.17%) Python
1 7 (29.17%) SQL
2 3 (12.50%) R
3 2 (8.33%) C#
3 2 (8.33%) C++
4 1 (4.17%) Java 8
4 1 (4.17%) JavaScript
4 1 (4.17%) MATLAB
4 1 (4.17%) Perl
4 1 (4.17%) PL/SQL
4 1 (4.17%) PowerShell
4 1 (4.17%) Scala
4 1 (4.17%) Shell Script
4 1 (4.17%) T-SQL
Qualifications
1 2 (8.33%) PhD
2 1 (4.17%) BPSS Clearance
Systems Management
1 1 (4.17%) Ansible
1 1 (4.17%) Opscode Chef
1 1 (4.17%) Puppet
Vendors
1 6 (25.00%) Informatica
2 5 (20.83%) Teradata
3 4 (16.67%) Oracle
4 3 (12.50%) Tableau
5 2 (8.33%) Cloudera
6 1 (4.17%) Datameer
6 1 (4.17%) Microsoft
6 1 (4.17%) Red Hat
6 1 (4.17%) SaltStack