The following table provides summary statistics for permanent job vacancies advertised in Edinburgh with a requirement for Data Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Analytics 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
Data Analytics
Scotland / Edinburgh
Rank 83 89 83
Rank change year-on-year +6 -6  
Permanent jobs citing Data Analytics 12 6 18
As % of all permanent IT jobs advertised in Edinburgh 1.06% 0.45% 1.34%
As % of the Processes & Methodologies category 1.14% 0.49% 1.51%
Number of salaries quoted 10 4 12
Median salary £38,750 £50,000 £48,750
Median salary % change year-on-year -22.50% +2.56%  
90% offered a salary of more than £29,750 £35,100 £32,700
10% offered a salary of more than £56,550 £63,500 £52,500
UK excluding London median salary £45,000 £48,000 £47,500
% change year-on-year -6.25% +1.05%  

Data Analytics is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Edinburgh with a requirement for process and methodology skills.

Process & Methodology Skills
Edinburgh
Permanent job vacancies with a requirement for process and methodology skills 1049 1214 1191
As % of all permanent IT job vacancies advertised in Edinburgh 93.08% 90.87% 88.75%
Number of salaries quoted 679 817 712
Median salary £47,500 £47,500 £44,000
Median salary % change year-on-year - +7.95%  
90% offered a salary of more than £34,000 £32,500 £32,500
10% offered a salary of more than £72,500 £59,000 £67,500
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Data Analytics
Job Vacancy Trend in Edinburgh

The job posting trend of jobs advertised in Edinburgh citing Data Analytics as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Data Analytics in Edinburgh

Data Analytics
Salary Trend in Edinburgh

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Analytics in Edinburgh.

Salary trend for Data Analytics in Edinburgh

Data Analytics
Salary Histogram in Edinburgh

The salary distribution of IT jobs citing Data Analytics in Edinburgh over the 3 months to 25 March 2017.

Salary histogram for Data Analytics in Edinburgh

Data Analytics
Top 30 Related IT Skills in Edinburgh

For the 6 months to 25 March 2017, IT jobs citing Data Analytics 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 Edinburgh region with a requirement for Data Analytics.

1 24 (100.00%) Analytics
2 12 (50.00%) Big Data
3 10 (41.67%) Java
3 10 (41.67%) Agile Software Development
4 9 (37.50%) Spring
4 9 (37.50%) SQL
4 9 (37.50%) JBoss
5 8 (33.33%) Linux
5 8 (33.33%) Python
5 8 (33.33%) Big Data Analytics
5 8 (33.33%) Hadoop
6 7 (29.17%) Talend Open Studio
6 7 (29.17%) Pentaho
6 7 (29.17%) Open Source
6 7 (29.17%) MongoDB
6 7 (29.17%) jBPM
6 7 (29.17%) Java EE
6 7 (29.17%) Continuous Integration
6 7 (29.17%) Drools
6 7 (29.17%) Neo4j
6 7 (29.17%) Talend
6 7 (29.17%) Coaching
6 7 (29.17%) Microservices
6 7 (29.17%) Elastic Stack
6 7 (29.17%) XML
6 7 (29.17%) XSLT
6 7 (29.17%) SOA
6 7 (29.17%) Middleware
6 7 (29.17%) TDD
6 7 (29.17%) ActiveMQ

Data Analytics
Top Related 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 9 (37.50%) JBoss
2 4 (16.67%) SAS
3 2 (8.33%) Tomcat
Applications
1 1 (4.17%) MS Excel
1 1 (4.17%) SPSS
Business Applications
1 1 (4.17%) Dynamics CRM
Communications & Networking
1 1 (4.17%) Network Security
Database & Business Intelligence
1 12 (50.00%) Big Data
2 8 (33.33%) Hadoop
3 7 (29.17%) MongoDB
3 7 (29.17%) Neo4j
3 7 (29.17%) Pentaho
3 7 (29.17%) PostgreSQL
4 2 (8.33%) Blockchain
4 2 (8.33%) Data Mining
4 2 (8.33%) SQL Server
5 1 (4.17%) Business Intelligence Development Studio
5 1 (4.17%) Data Warehouse
5 1 (4.17%) QlikView
5 1 (4.17%) SAS Enterprise Miner
5 1 (4.17%) SAS Visual Analytics
5 1 (4.17%) Spotfire
5 1 (4.17%) SQL Server Integration Services
5 1 (4.17%) SQL Server Reporting Services
Development Applications
1 7 (29.17%) Talend Open Studio
General
1 6 (25.00%) Finance
2 4 (16.67%) Marketing
3 1 (4.17%) Banking
3 1 (4.17%) Investment Banking
3 1 (4.17%) Retail
Job Titles
1 7 (29.17%) Developer
2 5 (20.83%) Analyst
2 5 (20.83%) Software Developer
3 4 (16.67%) Consultant
3 4 (16.67%) Data Analyst
3 4 (16.67%) Java Developer
4 3 (12.50%) Java Software Developer
4 3 (12.50%) Software Engineer
5 2 (8.33%) Big Data Consultant
5 2 (8.33%) Business Intelligence Lead
5 2 (8.33%) Data Consultant
5 2 (8.33%) Data Insight Analyst
5 2 (8.33%) Insight Analyst
5 2 (8.33%) Insight Data Analyst
5 2 (8.33%) Lead Developer
5 2 (8.33%) Lead Java Developer
5 2 (8.33%) Lead Software Developer
5 2 (8.33%) Marketing Analyst
5 2 (8.33%) Marketing Data Analyst
5 2 (8.33%) Marketing Insight Analyst
Libraries, Frameworks & Software Standards
1 9 (37.50%) Spring
2 7 (29.17%) ActiveMQ
2 7 (29.17%) Drools
2 7 (29.17%) Elastic Stack
2 7 (29.17%) Java EE
2 7 (29.17%) jBPM
2 7 (29.17%) Middleware
2 7 (29.17%) XML
2 7 (29.17%) XSLT
3 6 (25.00%) Apache Camel
4 2 (8.33%) Hibernate
4 2 (8.33%) Node.js
Miscellaneous
1 2 (8.33%) Analytical Skills
2 1 (4.17%) Cyber Attack
Operating Systems
1 8 (33.33%) Linux
2 1 (4.17%) Unix
Processes & Methodologies
1 24 (100.00%) Analytics
2 10 (41.67%) Agile Software Development
3 8 (33.33%) Big Data Analytics
4 7 (29.17%) Coaching
4 7 (29.17%) Continuous Integration
4 7 (29.17%) Microservices
4 7 (29.17%) Open Source
4 7 (29.17%) Scrum
4 7 (29.17%) SOA
4 7 (29.17%) TDD
4 7 (29.17%) Workflow
5 4 (16.67%) Business Intelligence
5 4 (16.67%) Data Analysis
6 3 (12.50%) Software Engineering
6 3 (12.50%) Stakeholder Management
6 3 (12.50%) Statistics
7 2 (8.33%) Data Management
7 2 (8.33%) Data Modelling
7 2 (8.33%) Stakeholder Engagement
7 2 (8.33%) Visualisation
Programming Languages
1 10 (41.67%) Java
2 9 (37.50%) SQL
3 8 (33.33%) Python
4 2 (8.33%) Bash Shell
4 2 (8.33%) JavaScript
4 2 (8.33%) Perl
4 2 (8.33%) PL/SQL
4 2 (8.33%) R
5 1 (4.17%) C#
5 1 (4.17%) Shell Script
Qualifications
1 3 (12.50%) Degree
2 1 (4.17%) CCAB
2 1 (4.17%) CISA
Vendors
1 7 (29.17%) Talend
2 3 (12.50%) Microsoft
3 2 (8.33%) Oracle
3 2 (8.33%) Tableau
4 1 (4.17%) Norkom
4 1 (4.17%) Red Hat
4 1 (4.17%) Splunk
Edinburgh
Churchill Frank
Salary: £55000 - £61000 per annum
Posted: 22 hours ago
Edinburgh, Midlothian
NCC Group
Salary: £competitive + company benefits + training
Posted: Yesterday
Edinburgh
Churchill Frank
Salary: £40000 - £45000 per annum
Posted: 6 days ago
Edinburgh
TDA Group
Salary: £60000 - £75000 per annum + Bonus & Benefits
Posted: 16 days ago