Hadoop Jobs in Scotland

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
Location	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.

Hadoop
Salary Histogram in Scotland

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

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

Hadoop
Top 30 Co-occurring IT Skills in Scotland

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
Applications
Cloud Services
Communications & Networking
Database & Business Intelligence
Development Applications
General
Job Titles
Libraries, Frameworks & Software Standards
Miscellaneous
Operating Systems
Processes & Methodologies
Programming Languages
Qualifications
Quality Assurance & Compliance
System Software
Systems Management
Vendors

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