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 24 June 2017 with a comparison to the same period in the previous 2 years.

Data Analytics
Scotland / Edinburgh
3 months to
24 Jun 2017
Same period 2016 Same period 2015
Rank 81 66 87
Rank change year-on-year -15 +21  
Permanent jobs citing Data Analytics 20 28 13
As % of all permanent IT jobs advertised in Edinburgh 1.64% 2.32% 0.93%
As % of the Processes & Methodologies category 1.78% 2.53% 1.04%
Number of salaries quoted 20 15 8
Median salary £41,250 £74,000 £43,750
Median salary % change year-on-year -44.25% +69.14%  
90% offered a salary of more than £28,000 £68,500 £31,000
10% offered a salary of more than £65,000 £77,000 £54,750
UK excluding London median salary £47,000 £54,000 £45,000
% change year-on-year -12.96% +20.00%  

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 1122 1107 1249
As % of all permanent IT job vacancies advertised in Edinburgh 91.89% 91.71% 89.66%
Number of salaries quoted 684 632 762
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 £30,000 £27,500 £32,500
10% offered a salary of more than £70,000 £60,000 £70,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

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 24 June 2017.

Salary histogram for Data Analytics in Edinburgh

For the 6 months to 24 June 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 32 (100.00%) Analytics
2 15 (46.88%) Big Data
2 15 (46.88%) Big Data Analytics
3 11 (34.38%) Linux
4 9 (28.13%) Splunk
4 9 (28.13%) Threat Management
4 9 (28.13%) Security Operations
4 9 (28.13%) Security Monitoring
5 8 (25.00%) Cybersecurity
5 8 (25.00%) SQL
5 8 (25.00%) Finance
6 7 (21.88%) SAS
6 7 (21.88%) Degree
7 6 (18.75%) Red Hat
8 5 (15.63%) Law
8 5 (15.63%) Data Analysis
8 5 (15.63%) Security Operations Centre
8 5 (15.63%) Analytical Skills
8 5 (15.63%) Identity Access Management
9 4 (12.50%) Cyber Attack
9 4 (12.50%) Statistics
9 4 (12.50%) Marketing
9 4 (12.50%) Network Security
9 4 (12.50%) Security Architecture
9 4 (12.50%) Business Intelligence
9 4 (12.50%) Microsoft Excel
10 3 (9.38%) Java
10 3 (9.38%) R
10 3 (9.38%) Blockchain
11 2 (6.25%) Marketing Automation

Data Analytics
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 7 (21.88%) SAS
2 1 (3.13%) JBoss
Applications
1 4 (12.50%) Microsoft Excel
2 2 (6.25%) SPSS
Business Applications
1 1 (3.13%) Dynamics CRM
Communications & Networking
1 4 (12.50%) Network Security
Database & Business Intelligence
1 15 (46.88%) Big Data
2 3 (9.38%) Blockchain
3 2 (6.25%) Base SAS
3 2 (6.25%) Data Mining
3 2 (6.25%) Hadoop
3 2 (6.25%) SAS Enterprise Guide
3 2 (6.25%) SQL Server
4 1 (3.13%) Business Intelligence Development Studio
4 1 (3.13%) Cognos Report Studio
4 1 (3.13%) DataStage
4 1 (3.13%) MongoDB
4 1 (3.13%) Neo4j
4 1 (3.13%) Pentaho
4 1 (3.13%) PostgreSQL
4 1 (3.13%) QlikView
4 1 (3.13%) Relational Database
4 1 (3.13%) SAS Enterprise Miner
4 1 (3.13%) Spotfire
4 1 (3.13%) SQL Server Integration Services
4 1 (3.13%) SQL Server Reporting Services
Development Applications
1 1 (3.13%) Talend Open Studio
General
1 8 (25.00%) Finance
2 5 (15.63%) Law
3 4 (12.50%) Marketing
4 1 (3.13%) Banking
4 1 (3.13%) Investment Banking
4 1 (3.13%) Retail
Job Titles
1 15 (46.88%) Consultant
2 14 (43.75%) Security Consultant
3 6 (18.75%) Analyst
3 6 (18.75%) Developer
4 5 (15.63%) Associate Consultant
4 5 (15.63%) Linux Consultant
4 5 (15.63%) Senior Consultant
4 5 (15.63%) Senior Security Consultant
4 5 (15.63%) SOC Consultant
5 4 (12.50%) Analytics Consultant
5 4 (12.50%) Big Data Consultant
5 4 (12.50%) Data Analyst
5 4 (12.50%) Data Analytics Consultant
5 4 (12.50%) Data Consultant
5 4 (12.50%) Splunk Consultant
5 4 (12.50%) Trainee
5 4 (12.50%) Trainee Consultant
6 3 (9.38%) Analytics Developer
7 2 (6.25%) Data Analytics Specialist
7 2 (6.25%) Marketing Insight Analyst
Libraries, Frameworks & Software Standards
1 2 (6.25%) jQuery
1 2 (6.25%) Node.js
2 1 (3.13%) ActiveMQ
2 1 (3.13%) Drools
2 1 (3.13%) Elastic Stack
2 1 (3.13%) Java EE
2 1 (3.13%) jBPM
2 1 (3.13%) Middleware
2 1 (3.13%) Spring
2 1 (3.13%) XML
2 1 (3.13%) XSLT
Miscellaneous
1 5 (15.63%) Analytical Skills
1 5 (15.63%) Security Operations Centre
2 4 (12.50%) Cyber Attack
3 1 (3.13%) Credit Risk
Operating Systems
1 11 (34.38%) Linux
2 1 (3.13%) Unix
Processes & Methodologies
1 32 (100.00%) Analytics
2 15 (46.88%) Big Data Analytics
3 9 (28.13%) Security Monitoring
3 9 (28.13%) Security Operations
3 9 (28.13%) Threat Management
4 8 (25.00%) Cybersecurity
5 5 (15.63%) Data Analysis
5 5 (15.63%) Identity Access Management
6 4 (12.50%) Business Intelligence
6 4 (12.50%) Security Architecture
6 4 (12.50%) Statistics
7 2 (6.25%) Agile Software Development
7 2 (6.25%) Data Cleansing
7 2 (6.25%) Data Extraction
7 2 (6.25%) Data Modelling
7 2 (6.25%) Data Visualisation
7 2 (6.25%) Marketing Automation
7 2 (6.25%) Project Management
7 2 (6.25%) Statistical Analysis
7 2 (6.25%) Visualisation
Programming Languages
1 8 (25.00%) SQL
2 3 (9.38%) Java
2 3 (9.38%) R
3 2 (6.25%) JavaScript
3 2 (6.25%) Python
4 1 (3.13%) C#
4 1 (3.13%) Shell Script
Qualifications
1 7 (21.88%) Degree
2 2 (6.25%) Numerate Degree
3 1 (3.13%) Master's Degree
Vendors
1 9 (28.13%) Splunk
2 6 (18.75%) Red Hat
3 2 (6.25%) Microsoft
3 2 (6.25%) Oracle
3 2 (6.25%) Tableau
4 1 (3.13%) Cognos
4 1 (3.13%) Norkom
4 1 (3.13%) Talend
Edinburgh, Midlothian
ECS
Salary: benefits
Posted: 12 hours ago
Edinburgh, Midlothian
ECS
Salary: benefits
Posted: 2 days ago
Edinburgh
Churchill Frank
Salary: £35000 - £40000 per annum + 10% BONUS
Posted: 11 days ago
Edinburgh
Call Centre Associates
Posted: 19 days ago
Edinburgh
Call Centre Associates
Posted: 19 days ago