The table below looks at the statistics for Analytics skills in IT jobs advertised for the Edinburgh region. Included is a guide to the salaries offered in IT jobs that have cited Analytics over the 3 months to 30 July 2016 with a comparison to the same period over the previous 2 years.

3 months to
30 Jul 2016
Same period 2015 Same period 2014
Analytics
Rank 38 55 64
Rank change year-on-year
+17 +9
Permanent jobs citing Analytics 62 50 47
As % of all permanent IT jobs located in Edinburgh 5.10% 3.39% 3.16%
As % of the Processes & Methodologies category 5.60% 3.73% 3.60%
Number of salaries quoted 21 38 23
Median salary £45,000 £45,000 £33,500
Median salary % change year-on-year
- +34.32%
90% offered a salary of more than £27,000 £30,000 £28,100
10% offered a salary of more than £74,000 £79,500 £68,500
UK excluding London median salary £45,000 £42,500 £42,500
% change year-on-year
+5.88% -
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
1108 1339 1304
As % of all permanent IT jobs located in Edinburgh 91.19% 90.84% 87.63%
Number of salaries quoted 653 855 870
Median salary £47,500 £44,500 £42,500
Median salary % change year-on-year
+6.74% +4.70%
90% offered a salary of more than £32,500 £32,000 £30,000
10% offered a salary of more than £67,500 £60,000 £65,000
UK excluding London median salary £45,000 £44,000 £42,500
% change year-on-year
+2.27% +3.52%

Analytics
Jobs Demand Trend in Edinburgh

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

Analytics Jobs Demand Trend in Edinburgh

Analytics
Salary Trend in Edinburgh

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

Analytics Salary Trend in Edinburgh

Analytics
Salary Histogram in Edinburgh

This chart provides a salary histogram for IT jobs citing Analytics across the Edinburgh region over the 3 months to 30 July 2016.

Analytics Salary Histogram in Edinburgh

Analytics
Top 30 Related IT Skills in Edinburgh

For the 6 months to 30 July 2016, IT jobs citing 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 Analytics.

1 49 (42.98%) SAS
2 38 (33.33%) Data Analytics
3 37 (32.46%) Big Data
3 37 (32.46%) SQL Server
3 37 (32.46%) Finance
4 34 (29.82%) Business Intelligence
5 32 (28.07%) Agile Software Development
6 29 (25.44%) Visualisation
7 28 (24.56%) Banking
8 26 (22.81%) Data Modelling
8 26 (22.81%) SQL
9 24 (21.05%) Credit Risk
10 23 (20.18%) Microsoft
10 23 (20.18%) Data Visualisation
11 21 (18.42%) Oracle
11 21 (18.42%) Marketing
11 21 (18.42%) Degree
12 19 (16.67%) Tableau
13 16 (14.04%) SPSS
13 16 (14.04%) MS Excel
13 16 (14.04%) R
14 15 (13.16%) Statistical Modelling
14 15 (13.16%) Analytical Skills
14 15 (13.16%) Retail
14 15 (13.16%) Mathematics
15 14 (12.28%) Hadoop
16 13 (11.40%) Business Development
17 12 (10.53%) Apache Spark
17 12 (10.53%) Games
17 12 (10.53%) C#

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 49 (42.98%) SAS
2 12 (10.53%) Apache Spark
3 5 (4.39%) CMS
4 3 (2.63%) Sitecore CMS
5 2 (1.75%) BizTalk Server
5 2 (1.75%) IIS
5 2 (1.75%) MS Exchange
Applications
1 16 (14.04%) MS Excel
1 16 (14.04%) SPSS
2 6 (5.26%) Stata
3 4 (3.51%) S-PLUS
4 2 (1.75%) MS PowerPoint
5 1 (0.88%) MS Office
5 1 (0.88%) MS Project
5 1 (0.88%) MS Visio
Business Applications
1 1 (0.88%) Dynamics CRM
Cloud Services
1 8 (7.02%) Google Analytics
2 1 (0.88%) Google Cloud Platform
2 1 (0.88%) Office 365
Communications & Networking
1 3 (2.63%) Internet
1 3 (2.63%) SAN
2 2 (1.75%) Firewall
2 2 (1.75%) Unified Communications
3 1 (0.88%) Remote Desktop
Database & Business Intelligence
1 37 (32.46%) Big Data
1 37 (32.46%) SQL Server
2 14 (12.28%) Hadoop
3 12 (10.53%) SQL Server Integration Services
4 11 (9.65%) Data Mining
4 11 (9.65%) PostgreSQL
5 10 (8.77%) Data Warehouse
5 10 (8.77%) QlikView
5 10 (8.77%) SQL Server Reporting Services
6 8 (7.02%) MongoDB
7 7 (6.14%) BusinessObjects
7 7 (6.14%) SAS Enterprise Guide
8 6 (5.26%) SAS Enterprise Miner
8 6 (5.26%) SQL Server Analysis Services
9 5 (4.39%) SAS Visual Analytics
10 3 (2.63%) MS Access
10 3 (2.63%) Spotfire
10 3 (2.63%) SQL Server 2012
10 3 (2.63%) SQL Server 2014
11 2 (1.75%) RDBMS
Development Applications
1 5 (4.39%) Visual Studio
2 4 (3.51%) Team Foundation Server
3 1 (0.88%) Codeship
3 1 (0.88%) Git (software)
3 1 (0.88%) Jenkins
3 1 (0.88%) Subversion
3 1 (0.88%) Vagrant
General
1 37 (32.46%) Finance
2 28 (24.56%) Banking
3 21 (18.42%) Marketing
4 15 (13.16%) Retail
5 12 (10.53%) Games
6 4 (3.51%) Investment Banking
7 2 (1.75%) Local Government
7 2 (1.75%) Retail Banking
8 1 (0.88%) Front Office
Job Titles
1 24 (21.05%) Analyst
2 18 (15.79%) Consultant
3 13 (11.40%) Analytics Manager
3 13 (11.40%) Developer
4 12 (10.53%) Business Intelligence Manager
4 12 (10.53%) Data Analytics Manager
4 12 (10.53%) Data Manager
5 11 (9.65%) Architect
6 9 (7.89%) Senior Consultant
7 8 (7.02%) Solutions Architect
8 7 (6.14%) Data Scientist
9 6 (5.26%) Financial Services Project Manager
9 6 (5.26%) IT Manager
9 6 (5.26%) IT Project Manager
9 6 (5.26%) IT Services Manager
9 6 (5.26%) Marketing Analyst
9 6 (5.26%) Project Manager
9 6 (5.26%) Risk Analyst
10 5 (4.39%) Data Consultant
10 5 (4.39%) Qualitative Analyst
Libraries, Frameworks & Software Standards
1 8 (7.02%) .NET
2 7 (6.14%) D3.js
2 7 (6.14%) HTML
3 4 (3.51%) ASP.NET
4 3 (2.63%) CSS
4 3 (2.63%) Middleware
5 2 (1.75%) Ajax
5 2 (1.75%) AngularJS
5 2 (1.75%) Backbone.js
5 2 (1.75%) jQuery
5 2 (1.75%) Twitter Bootstrap
6 1 (0.88%) CGI
6 1 (0.88%) Ember.js
6 1 (0.88%) HTML5
6 1 (0.88%) RESTful
Miscellaneous
1 29 (25.44%) Visualisation
2 24 (21.05%) Credit Risk
3 15 (13.16%) Analytical Skills
3 15 (13.16%) Mathematics
4 12 (10.53%) Informatics
5 10 (8.77%) Statistics
6 7 (6.14%) Applied Mathematics
6 7 (6.14%) Computer Science
7 5 (4.39%) Data Integration
7 5 (4.39%) Derivative
7 5 (4.39%) Economics
7 5 (4.39%) Management Information System
8 4 (3.51%) Credit Derivative
8 4 (3.51%) Fixed Income
8 4 (3.51%) Physics
8 4 (3.51%) Pricing Data
9 3 (2.63%) Client/Server
9 3 (2.63%) Enterprise Software
9 3 (2.63%) Virtual Team
10 2 (1.75%) IVR
Operating Systems
1 8 (7.02%) Windows
2 7 (6.14%) Linux
3 3 (2.63%) Unix
4 2 (1.75%) Red Hat Enterprise Linux
5 1 (0.88%) CentOS
5 1 (0.88%) Windows Server 2003
5 1 (0.88%) Windows Server 2012
Processes & Methodologies
1 38 (33.33%) Data Analytics
2 34 (29.82%) Business Intelligence
3 32 (28.07%) Agile Software Development
4 26 (22.81%) Data Modelling
5 23 (20.18%) Data Visualisation
6 15 (13.16%) Statistical Modelling
7 13 (11.40%) Business Development
8 12 (10.53%) Data Management
9 11 (9.65%) Project Management
10 10 (8.77%) Web Analytics
11 9 (7.89%) Data Governance
11 9 (7.89%) Presales
11 9 (7.89%) Risk Analytics
11 9 (7.89%) Scrum
12 7 (6.14%) Business Analysis
12 7 (6.14%) Stakeholder Management
12 7 (6.14%) Wireframes
13 6 (5.26%) Continuous Integration
13 6 (5.26%) Data Analysis
13 6 (5.26%) TDD
Programming Languages
1 26 (22.81%) SQL
2 16 (14.04%) R
3 12 (10.53%) C#
4 11 (9.65%) JavaScript
4 11 (9.65%) Python
5 9 (7.89%) VBA
6 6 (5.26%) C++
6 6 (5.26%) Java
6 6 (5.26%) MATLAB
6 6 (5.26%) Scala
7 4 (3.51%) PowerShell
8 3 (2.63%) T-SQL
9 2 (1.75%) PL/SQL
10 1 (0.88%) F#
10 1 (0.88%) Ruby
Qualifications
1 21 (18.42%) Degree
2 7 (6.14%) PhD
3 4 (3.51%) CISSP
4 3 (2.63%) ITIL Certification
4 3 (2.63%) MCSA
4 3 (2.63%) MCSE
4 3 (2.63%) Microsoft Certification
5 1 (0.88%) ISEB
5 1 (0.88%) ISTQB
5 1 (0.88%) ISTQB Foundation Certification
5 1 (0.88%) Postgraduate
Quality Assurance & Compliance
1 8 (7.02%) Data Quality
2 4 (3.51%) IAS 39
3 3 (2.63%) ISO/IEC 27001
4 1 (0.88%) PCI DSS
4 1 (0.88%) QA
System Software
1 6 (5.26%) VMware Infrastructure
2 3 (2.63%) vSphere
3 2 (1.75%) Active Directory
4 1 (0.88%) HDFS
Systems Management
1 5 (4.39%) Puppet
2 4 (3.51%) Opscode Chef
3 3 (2.63%) Ansible
4 1 (0.88%) Capistrano
4 1 (0.88%) Hadoop YARN
4 1 (0.88%) HP Quality Center
4 1 (0.88%) Red Hat Spacewalk
Vendors
1 23 (20.18%) Microsoft
2 21 (18.42%) Oracle
3 19 (16.67%) Tableau
4 8 (7.02%) Google
4 8 (7.02%) VMware
5 6 (5.26%) Greenplum
6 4 (3.51%) Ab Initio
6 4 (3.51%) Cognos
6 4 (3.51%) Hyperion
6 4 (3.51%) Informatica
6 4 (3.51%) Netezza
6 4 (3.51%) Red Hat
6 4 (3.51%) Teradata
7 3 (2.63%) Sitecore
8 2 (1.75%) Avaya
8 2 (1.75%) Verint
8 2 (1.75%) Vertica
9 1 (0.88%) Alteryx
9 1 (0.88%) Birst
9 1 (0.88%) Jaspersoft
Edinburgh, Midlothian
HAYS INFORMATION TECHNOLOGY
Salary: £30000.00 - £45000.00 per annum
Posted: Yesterday
Edinburgh, Midlothian
Sopra Steria Recruitment
Salary: Up to £65,000 per annum
Posted: 2 days ago
Edinburgh
Real Staffing
Salary: £52000 per annum + competitive benefits
Posted: 5 days ago
Edinburgh, Midlothian
FPSG Connect
Salary: Career Progression + Benefits
Posted: 4 days ago
Edinburgh
Real Staffing
Salary: £36000 per annum + competitive benefits
Posted: 2 days ago
Edinburgh
TDA Group
Salary: £70000 - £75000 per annum + +OT +30 days holiday
Posted: 2 days ago
Edinburgh
Sainsbury's Bank
Salary: Excellent Salary +Benefits
Posted: 5 days ago
Edinburgh
TDA Group
Salary: £55000 - £60000 per annum + Bonus +OT
Posted: 2 days ago
Edinburgh
Real Staffing
Salary: £36000 per annum + competitive benefits
Posted: 8 days ago
Edinburgh, Midlothian
Harvey Nash plc
Posted: 5 days ago
Edinburgh
Sainsburys Bank
Salary: Excellent Salary +Benefits
Posted: 16 days ago
Edinburgh, Midlothian
Harvey Nash plc
Salary: £40000 - £45000 per annum
Posted: 5 days ago
Edinburgh, Midlothian
Harvey Nash plc
Salary: £40000 - £50000 per annum + pension, excellent holidays
Posted: 5 days ago