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 29 September 2016 with a comparison to the same period over the previous 2 years.

3 months to
29 Sep 2016
Same period 2015 Same period 2014
Analytics
Rank 40 39 61
Rank change year-on-year
-1 +22
Permanent jobs citing Analytics 52 73 52
As % of all permanent IT jobs located in Edinburgh 4.59% 4.56% 3.45%
As % of the Processes & Methodologies category 5.02% 5.04% 3.96%
Number of salaries quoted 32 50 24
Median salary £40,711 £51,250 £45,000
Median salary % change year-on-year
-20.56% +13.88%
90% offered a salary of more than £37,700 £34,800 £30,000
10% offered a salary of more than £50,000 £79,500 £67,750
UK excluding London median salary £47,500 £45,000 £42,750
% change year-on-year
+5.55% +5.26%
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
1035 1448 1314
As % of all permanent IT jobs located in Edinburgh 91.35% 90.44% 87.14%
Number of salaries quoted 738 902 890
Median salary £47,500 £44,000 £41,500
Median salary % change year-on-year
+7.95% +6.02%
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%

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 29 September 2016.

Analytics Salary Histogram in Edinburgh

Analytics
Top 30 Related IT Skills in Edinburgh

For the 6 months to 29 September 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 40 (35.09%) Data Analytics
2 38 (33.33%) SAS
2 38 (33.33%) Business Intelligence
2 38 (33.33%) Finance
3 33 (28.95%) SQL
4 30 (26.32%) SQL Server
4 30 (26.32%) Data Modelling
4 30 (26.32%) Big Data
5 29 (25.44%) Marketing
6 25 (21.93%) Visualisation
7 24 (21.05%) Microsoft
7 24 (21.05%) Degree
8 22 (19.30%) Analytical Skills
9 21 (18.42%) Oracle
10 19 (16.67%) MS Excel
10 19 (16.67%) Agile Software Development
10 19 (16.67%) Data Visualisation
11 18 (15.79%) Tableau
11 18 (15.79%) SPSS
12 17 (14.91%) JavaScript
13 16 (14.04%) Banking
13 16 (14.04%) Retail
14 15 (13.16%) Credit Risk
15 14 (12.28%) Data Warehouse
16 13 (11.40%) PostgreSQL
16 13 (11.40%) SQL Server Integration Services
17 12 (10.53%) Google
17 12 (10.53%) Data Management
17 12 (10.53%) Google Analytics
17 12 (10.53%) Python

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 38 (33.33%) SAS
2 7 (6.14%) 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
6 1 (0.88%) JBoss
Applications
1 19 (16.67%) MS Excel
2 18 (15.79%) SPSS
3 3 (2.63%) Stata
4 1 (0.88%) MS Office
4 1 (0.88%) MS PowerPoint
4 1 (0.88%) MS Project
4 1 (0.88%) MS Visio
Business Applications
1 2 (1.75%) Dynamics CRM
1 2 (1.75%) WebTrends
Cloud Services
1 12 (10.53%) Google Analytics
2 2 (1.75%) Adobe Analytics
2 2 (1.75%) Google Cloud Platform
3 1 (0.88%) Amazon AWS
Communications & Networking
1 5 (4.39%) Internet
2 3 (2.63%) SAN
3 2 (1.75%) Firewall
3 2 (1.75%) Unified Communications
4 1 (0.88%) DNS
4 1 (0.88%) SMS
4 1 (0.88%) VPN
Database & Business Intelligence
1 30 (26.32%) Big Data
1 30 (26.32%) SQL Server
2 14 (12.28%) Data Warehouse
3 13 (11.40%) PostgreSQL
3 13 (11.40%) SQL Server Integration Services
4 11 (9.65%) Hadoop
4 11 (9.65%) SQL Server Reporting Services
5 10 (8.77%) Data Mining
5 10 (8.77%) MongoDB
6 8 (7.02%) QlikView
7 7 (6.14%) SQL Server Analysis Services
8 6 (5.26%) Amazon Redshift
8 6 (5.26%) Apache Cassandra
8 6 (5.26%) BusinessObjects
8 6 (5.26%) MySQL
8 6 (5.26%) NoSQL
8 6 (5.26%) RDBMS
8 6 (5.26%) Relational Database
9 5 (4.39%) SQL Server 2012
9 5 (4.39%) SQL Server 2014
Development Applications
1 7 (6.14%) Visual Studio
2 5 (4.39%) 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%) Talend Open Studio
3 1 (0.88%) Vagrant
General
1 38 (33.33%) Finance
2 29 (25.44%) Marketing
3 16 (14.04%) Banking
3 16 (14.04%) Retail
4 8 (7.02%) Games
5 2 (1.75%) Pharmaceutical
6 1 (0.88%) Billing
6 1 (0.88%) Front Office
Job Titles
1 25 (21.93%) Analyst
2 20 (17.54%) Developer
3 15 (13.16%) Consultant
4 13 (11.40%) Analytics Manager
5 12 (10.53%) Data Analytics Manager
5 12 (10.53%) Data Manager
6 11 (9.65%) Business Intelligence Manager
7 9 (7.89%) Senior Consultant
8 8 (7.02%) Architect
8 8 (7.02%) Marketing Analyst
8 8 (7.02%) Web Developer
9 7 (6.14%) Data Analyst
10 6 (5.26%) Applications Developer
10 6 (5.26%) Business Intelligence Developer
10 6 (5.26%) Marketing Data Analyst
10 6 (5.26%) Web Applications Developer
11 5 (4.39%) Solutions Architect
12 4 (3.51%) Data Consultant
12 4 (3.51%) Data Scientist
12 4 (3.51%) Senior Analyst
Libraries, Frameworks & Software Standards
1 8 (7.02%) HTML
2 5 (4.39%) AngularJS
2 5 (4.39%) CSS
3 4 (3.51%) .NET
3 4 (3.51%) ASP.NET
3 4 (3.51%) Backbone.js
3 4 (3.51%) D3.js
4 2 (1.75%) Ajax
4 2 (1.75%) CSS3
4 2 (1.75%) Ext JS
4 2 (1.75%) HTML5
4 2 (1.75%) jQuery
4 2 (1.75%) KnockoutJS
4 2 (1.75%) Twitter Bootstrap
4 2 (1.75%) XML
5 1 (0.88%) Apache Camel
5 1 (0.88%) ELK Stack
5 1 (0.88%) Ember.js
5 1 (0.88%) jBPM
5 1 (0.88%) Node.js
Miscellaneous
1 25 (21.93%) Visualisation
2 22 (19.30%) Analytical Skills
3 15 (13.16%) Credit Risk
4 8 (7.02%) Informatics
4 8 (7.02%) Mathematics
4 8 (7.02%) Statistics
5 7 (6.14%) Data Integration
6 5 (4.39%) Computer Science
6 5 (4.39%) Enterprise Software
7 4 (3.51%) Applied Mathematics
7 4 (3.51%) Pricing Data
8 3 (2.63%) Client/Server
8 3 (2.63%) Management Information System
9 2 (1.75%) Algorithms
9 2 (1.75%) Blockchain
9 2 (1.75%) IVR
9 2 (1.75%) User Experience
9 2 (1.75%) Virtual Team
10 1 (0.88%) Data Structures
10 1 (0.88%) OTC Derivatives
Operating Systems
1 9 (7.89%) Linux
1 9 (7.89%) Windows
2 4 (3.51%) Unix
3 2 (1.75%) CentOS
3 2 (1.75%) Red Hat Enterprise Linux
4 1 (0.88%) Ubuntu
4 1 (0.88%) Windows Server 2003
4 1 (0.88%) Windows Server 2012
Processes & Methodologies
1 40 (35.09%) Data Analytics
2 38 (33.33%) Business Intelligence
3 30 (26.32%) Data Modelling
4 19 (16.67%) Agile Software Development
4 19 (16.67%) Data Visualisation
5 12 (10.53%) Data Management
6 11 (9.65%) Business Development
7 10 (8.77%) Scrum
7 10 (8.77%) Statistical Modelling
8 9 (7.89%) Customer Insight
9 8 (7.02%) Data Analysis
10 7 (6.14%) CRM
10 7 (6.14%) Stakeholder Management
10 7 (6.14%) Web Development
11 6 (5.26%) Digital Marketing
11 6 (5.26%) SEO
11 6 (5.26%) Web Analytics
12 5 (4.39%) Data Architecture
12 5 (4.39%) Data Governance
12 5 (4.39%) Project Management
Programming Languages
1 33 (28.95%) SQL
2 17 (14.91%) JavaScript
3 12 (10.53%) Python
4 11 (9.65%) R
5 10 (8.77%) C#
6 7 (6.14%) Java
7 6 (5.26%) VBA
8 5 (4.39%) PowerShell
8 5 (4.39%) T-SQL
9 3 (2.63%) Scala
10 2 (1.75%) C++
10 2 (1.75%) MATLAB
10 2 (1.75%) PL/SQL
10 2 (1.75%) Ruby
11 1 (0.88%) Bash Shell
11 1 (0.88%) F#
11 1 (0.88%) Jython
11 1 (0.88%) SAS Macro
Qualifications
1 24 (21.05%) Degree
2 4 (3.51%) CISSP
3 3 (2.63%) ITIL Certification
3 3 (2.63%) MCSA
3 3 (2.63%) MCSE
3 3 (2.63%) Microsoft Certification
3 3 (2.63%) PhD
3 3 (2.63%) SC Cleared
3 3 (2.63%) Security Cleared
4 2 (1.75%) Analytics IQ
5 1 (0.88%) CRISC
5 1 (0.88%) Postgraduate
Quality Assurance & Compliance
1 11 (9.65%) Data Quality
2 4 (3.51%) IAS 39
3 3 (2.63%) ISO/IEC 27001
4 2 (1.75%) PCI DSS
5 1 (0.88%) QA
System Software
1 5 (4.39%) VMware Infrastructure
2 3 (2.63%) vSphere
3 2 (1.75%) Active Directory
3 2 (1.75%) HDFS
Systems Management
1 4 (3.51%) Opscode Chef
1 4 (3.51%) Puppet
2 3 (2.63%) Ansible
3 2 (1.75%) Hadoop YARN
4 1 (0.88%) Capistrano
4 1 (0.88%) Systems Management Server (SMS)
Vendors
1 24 (21.05%) Microsoft
2 21 (18.42%) Oracle
3 18 (15.79%) Tableau
4 12 (10.53%) Google
5 7 (6.14%) VMware
6 6 (5.26%) Vertica
7 5 (4.39%) Adobe
7 5 (4.39%) Cognos
8 4 (3.51%) Ab Initio
8 4 (3.51%) Hyperion
8 4 (3.51%) Informatica
8 4 (3.51%) Teradata
9 3 (2.63%) Greenplum
9 3 (2.63%) Red Hat
9 3 (2.63%) Sitecore
10 2 (1.75%) Avaya
10 2 (1.75%) Cloudera
10 2 (1.75%) Netezza
10 2 (1.75%) Omniture
10 2 (1.75%) Verint
Edinburgh, Midlothian
HAYS INFORMATION TECHNOLOGY
Salary: £30000.00 - £45000.00 per annum
Posted: 2 days ago
Edinburgh, Midlothian
HAYS INFORMATION TECHNOLOGY
Salary: £35000.00 - £45000.00 per annum
Posted: 2 days ago
Edinburgh, Midlothian
Harvey Nash plc
Posted: 21 hours ago
Edinburgh
Real Staffing
Salary: £51000 per annum + competitive benefits and car allowance
Posted: 6 days ago
Edinburgh, Midlothian
Sopra Steria Recruitment
Salary: Unspecified
Posted: 6 days ago
Edinburgh
Cathcart Associates
Salary: £35000 - £40000 per annum + Benefits
Posted: 14 days ago
Edinburgh, Midlothian
Tesco Bank
Salary: £Highly Competitive Salary
Posted: 26 days ago
Edinburgh
Sainsbury's Bank
Salary: Excellent Salary +Benefits
Posted: 14 days ago