The table below looks at the statistics for Data Analytics skills in IT jobs advertised for the Edinburgh region. Included is a guide to the salaries offered in IT jobs that have cited Data Analytics over the 3 months to 25 September 2016 with a comparison to the same period over the previous 2 years.

3 months to
25 Sep 2016
Same period 2015 Same period 2014
Data Analytics
Rank 79 97 101
Rank change year-on-year
+18 +4
Permanent jobs citing Data Analytics 12 9 8
As % of all permanent IT jobs located in Edinburgh 1.07% 0.57% 0.54%
As % of the Processes & Methodologies category 1.17% 0.62% 0.62%
Number of salaries quoted 6 5 4
Median salary £42,500 £45,000 £55,000
Median salary % change year-on-year
-5.55% -18.18%
90% offered a salary of more than £29,000 £37,800 £30,000
10% offered a salary of more than £45,750 £46,200 £80,000
UK excluding London median salary £50,000 £47,702 £45,000
% change year-on-year
+4.81% +6.00%
Data Analytics
Scotland

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the Edinburgh region.

Processes & Methodologies Category
Edinburgh
Permanent IT job ads with a match in the
Processes & Methodologies category
1023 1442 1292
As % of all permanent IT jobs located in Edinburgh 91.50% 90.75% 86.77%
Number of salaries quoted 726 902 877
Median salary £47,500 £44,000 £41,000
Median salary % change year-on-year
+7.95% +7.31%
90% offered a salary of more than £32,500 £32,000 £30,000
10% offered a salary of more than £72,500 £60,000 £65,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Data Analytics
Jobs Demand Trend in Edinburgh

The demand trend of job ads across the Edinburgh region citing Data Analytics as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Data Analytics Jobs Demand Trend 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 across the Edinburgh region.

Data Analytics Salary Trend in Edinburgh

Data Analytics
Salary Histogram in Edinburgh

This chart provides a salary histogram for IT jobs citing Data Analytics across the Edinburgh region over the 3 months to 25 September 2016.

Data Analytics Salary Histogram in Edinburgh

Data Analytics
Top 30 Related IT Skills in Edinburgh

For the 6 months to 25 September 2016, 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 40 (100.00%) Analytics
2 21 (52.50%) Business Intelligence
3 19 (47.50%) Data Modelling
3 19 (47.50%) Visualisation
4 18 (45.00%) SPSS
4 18 (45.00%) SAS
5 17 (42.50%) Data Visualisation
6 16 (40.00%) Big Data
7 13 (32.50%) Oracle
8 12 (30.00%) SQL Server
8 12 (30.00%) Banking
8 12 (30.00%) Retail
8 12 (30.00%) Business Development
8 12 (30.00%) Credit Risk
9 11 (27.50%) Degree
10 8 (20.00%) Marketing
10 8 (20.00%) Tableau
11 7 (17.50%) Finance
12 6 (15.00%) Data Mining
12 6 (15.00%) Customer Insight
12 6 (15.00%) SQL Server Reporting Services
12 6 (15.00%) SQL Server Integration Services
13 5 (12.50%) Cognos
14 4 (10.00%) Ab Initio
14 4 (10.00%) IAS 39
14 4 (10.00%) SQL
14 4 (10.00%) BusinessObjects
14 4 (10.00%) Hyperion
14 4 (10.00%) Informatica
14 4 (10.00%) QlikView

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 18 (45.00%) SAS
2 2 (5.00%) Apache Spark
3 1 (2.50%) JBoss
Applications
1 18 (45.00%) SPSS
2 3 (7.50%) MS Excel
3 1 (2.50%) MS PowerPoint
3 1 (2.50%) MS Project
3 1 (2.50%) MS Visio
Business Applications
1 2 (5.00%) Dynamics CRM
Communications & Networking
1 1 (2.50%) SMS
Database & Business Intelligence
1 16 (40.00%) Big Data
2 12 (30.00%) SQL Server
3 6 (15.00%) Data Mining
3 6 (15.00%) SQL Server Integration Services
3 6 (15.00%) SQL Server Reporting Services
4 4 (10.00%) BusinessObjects
4 4 (10.00%) QlikView
5 3 (7.50%) Data Warehouse
6 2 (5.00%) Hadoop
6 2 (5.00%) Power BI
6 2 (5.00%) Sisense
6 2 (5.00%) SQL Server Analysis Services
7 1 (2.50%) MongoDB
7 1 (2.50%) Neo4j
7 1 (2.50%) Pentaho
7 1 (2.50%) PostgreSQL
Development Applications
1 1 (2.50%) Codeship
1 1 (2.50%) Git (software)
1 1 (2.50%) Jenkins
1 1 (2.50%) Subversion
1 1 (2.50%) Talend Open Studio
1 1 (2.50%) Vagrant
General
1 12 (30.00%) Banking
1 12 (30.00%) Retail
2 8 (20.00%) Marketing
3 7 (17.50%) Finance
Job Titles
1 12 (30.00%) Analytics Manager
1 12 (30.00%) Business Intelligence Manager
1 12 (30.00%) Data Analytics Manager
1 12 (30.00%) Data Manager
2 9 (22.50%) Analyst
3 7 (17.50%) Data Analyst
4 6 (15.00%) Architect
4 6 (15.00%) Marketing Analyst
4 6 (15.00%) Marketing Data Analyst
5 5 (12.50%) Consultant
5 5 (12.50%) Senior Consultant
6 4 (10.00%) Data Consultant
7 3 (7.50%) Data Architect
7 3 (7.50%) Developer
7 3 (7.50%) Senior Strategy Consultant
7 3 (7.50%) Solutions Architect
7 3 (7.50%) Strategy Consultant
8 2 (5.00%) Business Developer
8 2 (5.00%) Business Intelligence Analyst
8 2 (5.00%) Software Engineer
Libraries, Frameworks & Software Standards
1 1 (2.50%) ActiveMQ
1 1 (2.50%) AngularJS
1 1 (2.50%) Apache Camel
1 1 (2.50%) Apache CXF
1 1 (2.50%) D3.js
1 1 (2.50%) Drools
1 1 (2.50%) ELK Stack
1 1 (2.50%) Hibernate
1 1 (2.50%) jBPM
1 1 (2.50%) Middleware
1 1 (2.50%) Node.js
1 1 (2.50%) RESTful
1 1 (2.50%) Spring
Miscellaneous
1 19 (47.50%) Visualisation
2 12 (30.00%) Credit Risk
3 2 (5.00%) Analytical Skills
3 2 (5.00%) Blockchain
3 2 (5.00%) Data Integration
4 1 (2.50%) Computer Science
4 1 (2.50%) Mobile App
4 1 (2.50%) Statistics
Operating Systems
1 2 (5.00%) CentOS
1 2 (5.00%) Linux
2 1 (2.50%) Red Hat Enterprise Linux
2 1 (2.50%) Ubuntu
2 1 (2.50%) Unix
2 1 (2.50%) Windows
Processes & Methodologies
1 40 (100.00%) Analytics
2 21 (52.50%) Business Intelligence
3 19 (47.50%) Data Modelling
4 17 (42.50%) Data Visualisation
5 12 (30.00%) Business Development
6 6 (15.00%) Customer Insight
7 4 (10.00%) Data Transformation
8 3 (7.50%) Data Analysis
8 3 (7.50%) Data Architecture
8 3 (7.50%) Data Management
8 3 (7.50%) Risk Management
9 2 (5.00%) Agile Software Development
9 2 (5.00%) B2B
9 2 (5.00%) CRM
9 2 (5.00%) Data Governance
9 2 (5.00%) Information Management
9 2 (5.00%) People Management
9 2 (5.00%) Software Engineering
10 1 (2.50%) KYC
10 1 (2.50%) Microservices
Programming Languages
1 4 (10.00%) SQL
2 3 (7.50%) Python
3 1 (2.50%) Java
3 1 (2.50%) JavaScript
3 1 (2.50%) Jython
3 1 (2.50%) PowerShell
3 1 (2.50%) Ruby
Qualifications
1 11 (27.50%) Degree
2 1 (2.50%) SC Cleared
2 1 (2.50%) Security Cleared
Quality Assurance & Compliance
1 4 (10.00%) IAS 39
2 2 (5.00%) Data Quality
3 1 (2.50%) ISO/IEC 27001
3 1 (2.50%) QA
Systems Management
1 2 (5.00%) Opscode Chef
1 2 (5.00%) Puppet
2 1 (2.50%) Ansible
2 1 (2.50%) Capistrano
Vendors
1 13 (32.50%) Oracle
2 8 (20.00%) Tableau
3 5 (12.50%) Cognos
4 4 (10.00%) Ab Initio
4 4 (10.00%) Hyperion
4 4 (10.00%) Informatica
5 2 (5.00%) Microsoft
5 2 (5.00%) VMware
6 1 (2.50%) Adobe
6 1 (2.50%) Red Hat
6 1 (2.50%) Talend