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 25 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
25 Mar 2017
Same period 2016 Same period 2015
Apache Hadoop
UK / Scotland
Rank 75 137 132
Rank change year-on-year +62 -5  
Permanent jobs citing Hadoop 65 26 26
As % of all permanent IT jobs advertised in Scotland 2.80% 0.89% 0.84%
As % of the Database & Business Intelligence category 7.14% 2.92% 2.82%
Number of salaries quoted 39 16 16
Median salary £45,000 £47,500 £45,000
Median salary % change year-on-year -5.26% +5.55%  
90% offered a salary of more than £40,000 £36,250 £40,000
10% offered a salary of more than £85,750 £70,000 £55,000
UK excluding London median salary £52,500 £50,000 £50,000
% change year-on-year +5.00% -  

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 911 890 923
As % of all permanent IT job vacancies advertised in Scotland 39.27% 30.35% 29.85%
Number of salaries quoted 548 566 592
Median salary £42,500 £47,500 £40,000
Median salary % change year-on-year -10.52% +18.75%  
90% offered a salary of more than £31,500 £32,500 £32,000
10% offered a salary of more than £70,000 £55,000 £57,500
UK excluding London median salary £42,500 £42,500 £40,000
% change year-on-year - +6.25%  

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 25 March 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 25 March 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 +42 61 £65,000 +13.04% 6
Glasgow +24 12 £40,000 -8.57% 3
Perth and Kinross - 1 - -
Hadoop
UK

Hadoop
Top 30 Related IT Skills in Scotland

For the 6 months to 25 March 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 65 (63.11%) Analytics
2 53 (51.46%) Python
3 51 (49.51%) Big Data
4 49 (47.57%) Finance
5 47 (45.63%) Apache Hive
6 43 (41.75%) Java
7 34 (33.01%) Open Source
8 30 (29.13%) MongoDB
8 30 (29.13%) Machine Learning
9 29 (28.16%) SQL
10 28 (27.18%) Linux
10 28 (27.18%) Analytical Skills
11 27 (26.21%) Apache Pig
11 27 (26.21%) Degree
12 26 (25.24%) Neo4j
13 25 (24.27%) R
14 24 (23.30%) Apache Spark
14 24 (23.30%) Agile Software Development
14 24 (23.30%) SAS
15 23 (22.33%) Continuous Integration
16 22 (21.36%) Software Engineering
16 22 (21.36%) Workflow
17 21 (20.39%) SOA
18 20 (19.42%) Microservices
18 20 (19.42%) Elastic Stack
18 20 (19.42%) Kafka
19 19 (18.45%) Anti-Money Laundering
19 19 (18.45%) Spring
20 18 (17.48%) SDLC
21 17 (16.50%) KYC

Hadoop
Top Related 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 27 (26.21%) Apache Pig
2 24 (23.30%) Apache Spark
2 24 (23.30%) SAS
3 11 (10.68%) JBoss
4 4 (3.88%) Oracle SOA Suite
5 2 (1.94%) Apache
6 1 (0.97%) Alfresco
6 1 (0.97%) Confluence
6 1 (0.97%) FileNet
6 1 (0.97%) Liferay
Applications
1 1 (0.97%) MS Office
Cloud Services
1 9 (8.74%) Amazon AWS
1 9 (8.74%) Microsoft Azure
2 5 (4.85%) Amazon CloudWatch
2 5 (4.85%) Amazon EC2
2 5 (4.85%) Amazon S3
2 5 (4.85%) IaaS
2 5 (4.85%) PaaS
3 3 (2.91%) SaaS
4 2 (1.94%) Cloud Computing
4 2 (1.94%) Google Cloud Platform
5 1 (0.97%) Amazon EMR
Communications & Networking
1 2 (1.94%) HTTP
1 2 (1.94%) Internet
Database & Business Intelligence
1 51 (49.51%) Big Data
2 47 (45.63%) Apache Hive
3 30 (29.13%) MongoDB
4 26 (25.24%) Neo4j
5 17 (16.50%) Pentaho
5 17 (16.50%) PostgreSQL
6 15 (14.56%) Relational Database
7 14 (13.59%) Data Mining
8 12 (11.65%) RDBMS
9 11 (10.68%) HBase
9 11 (10.68%) SQL Server
10 10 (9.71%) Data Warehouse
11 7 (6.80%) NoSQL
11 7 (6.80%) Sqoop
12 5 (4.85%) Flink
13 3 (2.91%) Amazon Redshift
13 3 (2.91%) Cloudera CDH
14 2 (1.94%) Apache Cassandra
14 2 (1.94%) BigQuery
14 2 (1.94%) Impala
Development Applications
1 17 (16.50%) Talend Open Studio
2 8 (7.77%) Jenkins
3 6 (5.83%) ERwin
4 5 (4.85%) Git (software)
5 3 (2.91%) Atlassian Bamboo
5 3 (2.91%) Subversion
6 2 (1.94%) Ant
6 2 (1.94%) Maven
7 1 (0.97%) Bitbucket
7 1 (0.97%) JIRA
General
1 49 (47.57%) Finance
2 12 (11.65%) Legal
3 5 (4.85%) Retail
4 3 (2.91%) Banking
4 3 (2.91%) Spanish Language
5 2 (1.94%) Publishing
6 1 (0.97%) Games
6 1 (0.97%) Investment Banking
Job Titles
1 28 (27.18%) Developer
2 24 (23.30%) Java Developer
3 19 (18.45%) Architect
4 18 (17.48%) Data Architect
5 15 (14.56%) Software Engineer
6 13 (12.62%) Senior Architect
6 13 (12.62%) Senior Data Architect
7 12 (11.65%) Data Scientist
7 12 (11.65%) Software Developer
8 11 (10.68%) Java Engineer
8 11 (10.68%) Java Software Engineer
9 10 (9.71%) Java Software Developer
10 9 (8.74%) Consultant
10 9 (8.74%) Developer/Software Engineer
11 8 (7.77%) Senior Consultant
12 6 (5.83%) Analyst
12 6 (5.83%) Hadoop Engineer
13 5 (4.85%) Big Data Architect
13 5 (4.85%) Hadoop Consultant
14 4 (3.88%) Hadoop Architect
Libraries, Frameworks & Software Standards
1 20 (19.42%) Elastic Stack
1 20 (19.42%) Kafka
2 19 (18.45%) Spring
3 17 (16.50%) ActiveMQ
3 17 (16.50%) Drools
3 17 (16.50%) Java EE
3 17 (16.50%) jBPM
4 16 (15.53%) Apache Camel
5 10 (9.71%) XML
6 9 (8.74%) .NET
6 9 (8.74%) Middleware
6 9 (8.74%) XSLT
7 8 (7.77%) REST
8 7 (6.80%) Natural Language Processing
9 5 (4.85%) NumPy
9 5 (4.85%) SciPy
10 4 (3.88%) AngularJS
11 3 (2.91%) CSS
11 3 (2.91%) SOAP
11 3 (2.91%) Web Services
Miscellaneous
1 28 (27.18%) Analytical Skills
2 9 (8.74%) Computer Science
3 5 (4.85%) Hybrid Cloud
3 5 (4.85%) Taxonomies
4 4 (3.88%) Public Cloud
5 2 (1.94%) Algorithms
6 1 (0.97%) Client/Server
6 1 (0.97%) Mainframe
6 1 (0.97%) Management Information System
6 1 (0.97%) Mobile App
6 1 (0.97%) Virtual Team
Operating Systems
1 28 (27.18%) Linux
2 16 (15.53%) Unix
3 5 (4.85%) Windows
4 2 (1.94%) Red Hat Enterprise Linux
4 2 (1.94%) Ubuntu
5 1 (0.97%) Android
5 1 (0.97%) Apple iOS
5 1 (0.97%) MVS
Processes & Methodologies
1 65 (63.11%) Analytics
2 34 (33.01%) Open Source
3 30 (29.13%) Machine Learning
4 24 (23.30%) Agile Software Development
5 23 (22.33%) Continuous Integration
6 22 (21.36%) Software Engineering
6 22 (21.36%) Workflow
7 21 (20.39%) SOA
8 20 (19.42%) Microservices
9 19 (18.45%) Anti-Money Laundering
10 18 (17.48%) SDLC
11 17 (16.50%) KYC
11 17 (16.50%) Project Management
12 15 (14.56%) Business Analysis
12 15 (14.56%) Business Intelligence
12 15 (14.56%) Data Analytics
12 15 (14.56%) Data Modelling
12 15 (14.56%) Line Management
12 15 (14.56%) TDD
13 14 (13.59%) Functional Testing
Programming Languages
1 53 (51.46%) Python
2 43 (41.75%) Java
3 29 (28.16%) SQL
4 25 (24.27%) R
5 7 (6.80%) Ruby
5 7 (6.80%) Scala
6 6 (5.83%) JavaScript
6 6 (5.83%) Perl
7 3 (2.91%) C++
7 3 (2.91%) PL/SQL
8 2 (1.94%) C
8 2 (1.94%) MATLAB
9 1 (0.97%) C#
9 1 (0.97%) PHP
9 1 (0.97%) Shell Script
9 1 (0.97%) T-SQL
9 1 (0.97%) VB
Qualifications
1 27 (26.21%) Degree
2 12 (11.65%) Security Cleared
3 3 (2.91%) SC Cleared
4 1 (0.97%) PhD
System Software
1 15 (14.56%) HDFS
2 6 (5.83%) Docker
3 5 (4.85%) Apache Flume
4 1 (0.97%) Hyper-V
Systems Management
1 14 (13.59%) Ambari
2 10 (9.71%) Hadoop YARN
3 7 (6.80%) Oozie
4 5 (4.85%) Docker Swarm
4 5 (4.85%) Kubernetes
4 5 (4.85%) Mesos
Vendors
1 17 (16.50%) Talend
2 11 (10.68%) Oracle
3 8 (7.77%) Cloudera
4 7 (6.80%) IBM
5 6 (5.83%) Splunk
5 6 (5.83%) Teradata
6 3 (2.91%) MicroStrategy
7 2 (1.94%) Informatica
7 2 (1.94%) Tableau
8 1 (0.97%) AppDynamics
8 1 (0.97%) Guidewire
8 1 (0.97%) Microsoft
8 1 (0.97%) Norkom
Edinburgh, Midlothian
HAYS INFORMATION TECHNOLOGY
Salary: £60000.00 - £75000.00 per annum
Posted: Yesterday
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Salary: From £50,000 to £65,000 per annum
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Edinburgh & Lothians
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Salary: £45,000 - £85,000 + extensive benefits package
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Dundee, Angus
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Salary: £60,000 - £100,000 per year
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