The following table provides summary statistics for permanent job vacancies advertised in Scotland with a requirement for Hadoop skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Hadoop over the 3 months to 27 June 2017 with a comparison to the same period in the previous 2 years.

Apache Hadoop
UK / Scotland
3 months to
27 Jun 2017
Same period 2016 Same period 2015
Rank 106 106 139
Rank change year-on-year 0 +33  
Permanent jobs citing Hadoop 51 56 27
As % of all permanent IT jobs advertised in Scotland 1.88% 1.95% 0.87%
As % of the Database & Business Intelligence category 5.06% 6.15% 2.55%
Number of salaries quoted 34 21 10
Median salary £40,000 £55,000 £50,000
Median salary % change year-on-year -27.27% +10.00%  
UK excluding London median salary £53,750 £54,000 £50,000
% change year-on-year -0.46% +8.00%  

Hadoop is in the database and business intelligence skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Scotland with a requirement for database and business intelligence skills.

Database & Business Intelligence Skills
Scotland
Permanent job vacancies with a requirement for database and business intelligence skills 1007 911 1060
As % of all permanent IT job vacancies advertised in Scotland 37.10% 31.79% 34.01%
Number of salaries quoted 635 434 676
Median salary £43,000 £45,000 £42,500
Median salary % change year-on-year -4.44% +5.88%  
90% offered a salary of more than £30,500 £31,000 £30,000
10% offered a salary of more than £70,000 £60,000 £60,000
UK excluding London median salary £42,500 £42,500 £41,500
% change year-on-year - +2.40%  

Hadoop
Job Vacancy Trend in Scotland

The job posting trend of jobs advertised in Scotland citing Hadoop as a proportion of all permanent or contract IT jobs with a match in the Database & Business Intelligence category.

Job vacancy trend for Hadoop in Scotland

Hadoop
Salary Trend in Scotland

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Hadoop in Scotland.

Salary trend for Hadoop in Scotland

Hadoop
Salary Histogram in Scotland

The salary distribution of IT jobs citing Hadoop in Scotland over the 3 months to 27 June 2017.

Salary histogram for Hadoop in Scotland

Hadoop
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Hadoop within the Scotland region over the 3 months to 27 June 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Edinburgh +21 36 £42,500 -22.72% 5
Glasgow -9 24 £40,000 -19.19% 7
Perth and Kinross - 2 £60,000 -
Hadoop
UK

For the 6 months to 27 June 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 Scotland region with a requirement for Hadoop.

1 64 (54.70%) Analytics
2 53 (45.30%) Finance
3 50 (42.74%) Java
4 47 (40.17%) Python
4 47 (40.17%) Big Data
5 44 (37.61%) Machine Learning
5 44 (37.61%) SQL
6 43 (36.75%) Analytical Skills
7 40 (34.19%) Apache Hive
8 36 (30.77%) R
9 31 (26.50%) Apache Spark
10 30 (25.64%) Software Engineering
11 29 (24.79%) Open Source
11 29 (24.79%) Degree
12 28 (23.93%) SAS
13 27 (23.08%) MongoDB
14 25 (21.37%) Scala
15 24 (20.51%) SDLC
16 23 (19.66%) Neo4j
16 23 (19.66%) Oracle
17 21 (17.95%) Agile Software Development
17 21 (17.95%) Open Source Development
18 20 (17.09%) Security Cleared
19 19 (16.24%) Apache Pig
19 19 (16.24%) Anti-Money Laundering
20 18 (15.38%) KYC
21 17 (14.53%) .NET
22 16 (13.68%) Relational Database
22 16 (13.68%) Computer Science
22 16 (13.68%) Visualisation

Hadoop
Co-occurring IT Skills in Scotland 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 31 (26.50%) Apache Spark
2 28 (23.93%) SAS
3 19 (16.24%) Apache Pig
4 6 (5.13%) Oracle SOA Suite
5 3 (2.56%) Alfresco
6 2 (1.71%) Apache
6 2 (1.71%) Confluence
6 2 (1.71%) FileNet
7 1 (0.85%) Elasticsearch
7 1 (0.85%) JBoss
7 1 (0.85%) SharePoint
Applications
1 1 (0.85%) Microsoft Excel
1 1 (0.85%) Microsoft Office
Cloud Services
1 10 (8.55%) Microsoft Azure
2 8 (6.84%) Amazon AWS
3 5 (4.27%) Google Cloud Platform
4 4 (3.42%) Cloud Computing
5 1 (0.85%) Amazon CloudWatch
5 1 (0.85%) Amazon EC2
5 1 (0.85%) Amazon S3
5 1 (0.85%) IaaS
5 1 (0.85%) PaaS
5 1 (0.85%) SaaS
Communications & Networking
1 3 (2.56%) Internet
Database & Business Intelligence
1 47 (40.17%) Big Data
2 40 (34.19%) Apache Hive
3 27 (23.08%) MongoDB
4 23 (19.66%) Neo4j
5 16 (13.68%) Relational Database
6 13 (11.11%) RDBMS
7 12 (10.26%) SQL Server
8 10 (8.55%) Data Mining
8 10 (8.55%) Data Warehouse
9 9 (7.69%) HBase
10 7 (5.98%) QlikView
11 5 (4.27%) BigQuery
12 4 (3.42%) PowerCenter
13 3 (2.56%) Amazon Redshift
13 3 (2.56%) Apache Cassandra
13 3 (2.56%) Cloudera CDH
13 3 (2.56%) Pentaho
13 3 (2.56%) PostgreSQL
13 3 (2.56%) Sqoop
14 2 (1.71%) SQL Server 2014
Development Applications
1 8 (6.84%) Git (software)
2 7 (5.98%) ERwin
3 5 (4.27%) Jenkins
4 4 (3.42%) Atlassian Bamboo
4 4 (3.42%) Subversion
5 3 (2.56%) Talend Open Studio
6 2 (1.71%) Bitbucket
6 2 (1.71%) JIRA
General
1 53 (45.30%) Finance
2 9 (7.69%) Legal
3 6 (5.13%) Retail
4 3 (2.56%) Banking
5 2 (1.71%) Publishing
6 1 (0.85%) Games
6 1 (0.85%) Investment Banking
Job Titles
1 38 (32.48%) Developer
2 31 (26.50%) Java Developer
3 28 (23.93%) Data Scientist
4 23 (19.66%) Software Engineer
5 22 (18.80%) Java Engineer
5 22 (18.80%) Java Software Engineer
6 20 (17.09%) Developer/Software Engineer
6 20 (17.09%) Java Software Developer
6 20 (17.09%) Software Developer
7 17 (14.53%) Architect
8 14 (11.97%) Data Architect
9 11 (9.40%) Senior Architect
9 11 (9.40%) Senior Data Architect
10 9 (7.69%) Senior Data Scientist
11 7 (5.98%) Consultant
12 6 (5.13%) Analyst
12 6 (5.13%) Senior Consultant
13 5 (4.27%) Full Stack Developer
13 5 (4.27%) JavaScript Developer
14 4 (3.42%) Hadoop Consultant
Libraries, Frameworks & Software Standards
1 17 (14.53%) .NET
2 15 (12.82%) Kafka
2 15 (12.82%) Natural Language Processing
3 10 (8.55%) Spring
4 6 (5.13%) D3.js
5 5 (4.27%) Java EE
5 5 (4.27%) REST
5 5 (4.27%) XML
6 4 (3.42%) AngularJS
6 4 (3.42%) Elastic Stack
6 4 (3.42%) HTML
6 4 (3.42%) HTML5
6 4 (3.42%) SOAP
7 3 (2.56%) ActiveMQ
7 3 (2.56%) Drools
7 3 (2.56%) J2EE
7 3 (2.56%) jBPM
7 3 (2.56%) Node.js
8 2 (1.71%) Ajax
8 2 (1.71%) Hibernate
Miscellaneous
1 43 (36.75%) Analytical Skills
2 16 (13.68%) Computer Science
3 6 (5.13%) Algorithms
3 6 (5.13%) Greenfield Project
3 6 (5.13%) Taxonomies
4 3 (2.56%) Data Structures
4 3 (2.56%) Virtual Team
5 1 (0.85%) Client/Server
5 1 (0.85%) Hybrid Cloud
5 1 (0.85%) Internet of Things
5 1 (0.85%) Mainframe
5 1 (0.85%) Mobile App
5 1 (0.85%) User Experience
Operating Systems
1 13 (11.11%) Linux
1 13 (11.11%) Unix
2 3 (2.56%) Red Hat Enterprise Linux
3 1 (0.85%) CentOS
3 1 (0.85%) MVS
3 1 (0.85%) Ubuntu
3 1 (0.85%) Windows
Processes & Methodologies
1 64 (54.70%) Analytics
2 44 (37.61%) Machine Learning
3 30 (25.64%) Software Engineering
4 29 (24.79%) Open Source
5 24 (20.51%) SDLC
6 21 (17.95%) Agile Software Development
6 21 (17.95%) Open Source Development
7 19 (16.24%) Anti-Money Laundering
8 18 (15.38%) KYC
9 16 (13.68%) Visualisation
10 15 (12.82%) Spatial Analysis
11 13 (11.11%) Data Management
11 13 (11.11%) Project Management
12 12 (10.26%) Data Acquisition
12 12 (10.26%) Data Analysis
12 12 (10.26%) Line Management
12 12 (10.26%) MapReduce
13 11 (9.40%) Microservices
13 11 (9.40%) Workflow
14 10 (8.55%) ETL
Programming Languages
1 50 (42.74%) Java
2 47 (40.17%) Python
3 44 (37.61%) SQL
4 36 (30.77%) R
5 25 (21.37%) Scala
6 10 (8.55%) JavaScript
7 8 (6.84%) PL/SQL
8 5 (4.27%) MATLAB
9 3 (2.56%) C
9 3 (2.56%) Ruby
10 2 (1.71%) C#
10 2 (1.71%) C++
10 2 (1.71%) Perl
10 2 (1.71%) PHP
10 2 (1.71%) Shell Script
10 2 (1.71%) T-SQL
11 1 (0.85%) Jython
11 1 (0.85%) PowerShell
11 1 (0.85%) VB
Qualifications
1 29 (24.79%) Degree
2 20 (17.09%) Security Cleared
3 11 (9.40%) Master's Degree
4 7 (5.98%) PhD
5 5 (4.27%) Numerate Degree
6 1 (0.85%) Computer Science Degree
6 1 (0.85%) MCDBA
6 1 (0.85%) MCITP
6 1 (0.85%) Microsoft Certification
6 1 (0.85%) SAS Certification
Quality Assurance & Compliance
1 3 (2.56%) Data Quality
System Software
1 13 (11.11%) HDFS
2 4 (3.42%) Docker
3 2 (1.71%) Apache Flume
4 1 (0.85%) KVM
4 1 (0.85%) Virtual Machines
Systems Management
1 15 (12.82%) Ambari
2 8 (6.84%) Hadoop YARN
3 3 (2.56%) Oozie
4 1 (0.85%) Docker Swarm
4 1 (0.85%) Kibana
4 1 (0.85%) Kubernetes
4 1 (0.85%) Mesos
Vendors
1 23 (19.66%) Oracle
2 11 (9.40%) IBM
3 10 (8.55%) Tableau
4 8 (6.84%) Cloudera
4 8 (6.84%) Teradata
5 6 (5.13%) Informatica
6 4 (3.42%) Splunk
7 3 (2.56%) Guidewire
7 3 (2.56%) Talend
8 2 (1.71%) AppDynamics
9 1 (0.85%) Microsoft
9 1 (0.85%) Norkom
9 1 (0.85%) Red Hat
Glasgow
Churchill Frank
Salary: £55000 - £60000 per annum
Posted: 3 days ago
Glasgow, Lanarkshire
Net Talent
Salary: £45000 - £60000 per annum
Posted: 5 days ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £45,000 - £60,000k plus brilliant package and unrivalled development
Posted: 6 days ago
Glasgow, Lanarkshire
McGregor Boyall
Posted: 3 days ago
Edinburgh
Cathcart Associates
Salary: £35000 - £50000 per annum + Benefits
Posted: 11 days ago
Edinburgh
Churchill Frank
Salary: £55000 - £65000 per annum + Benefits
Posted: 17 days ago
Glasgow
Cathcart Associates
Salary: Benefits
Posted: 21 days ago
Edinburgh
OHO Group Ltd.
Salary: £40000 - £65000 per annum
Posted: 21 days ago
Edinburgh
OHO Group Ltd.
Salary: £40000 - £75000 per annum
Posted: 20 days ago
Glasgow, Lanarkshire
CGI
Salary: £30000 - £45000 per annum + benefits
Posted: 19 days ago
Glasgow, Lanarkshire
CGI
Salary: £45000 - £55000 per annum + benefits
Posted: 19 days ago
Glasgow
Morgan Stanley
Salary: Competitive plus benefits
Posted: 13 days ago