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 8 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
8 Dec 2016
Same period 2015 Same period 2014
Analytics
Rank 36 49 46
Rank change year-on-year
+13 -3
Permanent jobs citing Analytics 59 54 69
As % of all permanent IT jobs located in Edinburgh 5.37% 3.80% 4.69%
As % of the Processes & Methodologies category 5.90% 4.19% 5.22%
Number of salaries quoted 43 40 31
Median salary £50,000 £52,500 £45,000
Median salary % change year-on-year
-4.76% +16.66%
90% offered a salary of more than £40,000 £32,500 £32,000
10% offered a salary of more than £65,000 £61,150 £57,500
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year
- +2.27%
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
1000 1288 1321
As % of all permanent IT jobs located in Edinburgh 90.99% 90.70% 89.80%
Number of salaries quoted 640 806 887
Median salary £47,500 £45,000 £43,000
Median salary % change year-on-year
+5.55% +4.65%
90% offered a salary of more than £34,000 £32,500 £30,000
10% offered a salary of more than £71,500 £60,000 £62,500
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 8 December 2016.

Analytics Salary Histogram in Edinburgh

Analytics
Top 30 Related IT Skills in Edinburgh

For the 6 months to 8 December 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 (35.40%) SQL
2 36 (31.86%) Finance
3 34 (30.09%) Marketing
3 34 (30.09%) Big Data
4 32 (28.32%) Data Analytics
5 29 (25.66%) Business Intelligence
6 28 (24.78%) SAS
6 28 (24.78%) Analytical Skills
7 22 (19.47%) Degree
8 20 (17.70%) Agile Software Development
8 20 (17.70%) Hadoop
9 19 (16.81%) Data Modelling
9 19 (16.81%) Microsoft
9 19 (16.81%) JavaScript
10 18 (15.93%) Java
10 18 (15.93%) Python
11 17 (15.04%) MS Excel
11 17 (15.04%) Data Warehouse
11 17 (15.04%) PostgreSQL
11 17 (15.04%) MongoDB
12 15 (13.27%) Customer Insight
12 15 (13.27%) Data Analysis
13 14 (12.39%) SQL Server
14 13 (11.50%) Tableau
15 12 (10.62%) Data Management
16 11 (9.73%) Web Development
16 11 (9.73%) Web Analytics
16 11 (9.73%) NoSQL
16 11 (9.73%) Scrum
16 11 (9.73%) Oracle

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 28 (24.78%) SAS
2 9 (7.96%) JBoss
3 7 (6.19%) CMS
4 5 (4.42%) Apache Spark
5 3 (2.65%) Sitecore CMS
6 2 (1.77%) Apache Pig
6 2 (1.77%) BizTalk Server
6 2 (1.77%) Elasticsearch
6 2 (1.77%) IIS
6 2 (1.77%) Oracle SOA Suite
6 2 (1.77%) Tomcat
7 1 (0.88%) Drupal
7 1 (0.88%) Marvel
7 1 (0.88%) SharePoint
Applications
1 17 (15.04%) MS Excel
2 7 (6.19%) SPSS
3 3 (2.65%) Stata
4 2 (1.77%) MS Office
4 2 (1.77%) MS PowerPoint
5 1 (0.88%) Adobe Illustrator
5 1 (0.88%) MS Project
5 1 (0.88%) MS Visio
5 1 (0.88%) Photoshop
Business Applications
1 2 (1.77%) Dynamics CRM
1 2 (1.77%) WebTrends
2 1 (0.88%) Cognos Business Intelligence
Cloud Services
1 9 (7.96%) Google Analytics
2 3 (2.65%) Amazon AWS
3 2 (1.77%) Adobe Analytics
4 1 (0.88%) Amazon EMR
4 1 (0.88%) Cloud Computing
4 1 (0.88%) Google Cloud Platform
4 1 (0.88%) Office 365
Communications & Networking
1 5 (4.42%) Internet
2 1 (0.88%) DNS
2 1 (0.88%) Firewall
2 1 (0.88%) SMS
2 1 (0.88%) VPN
Database & Business Intelligence
1 34 (30.09%) Big Data
2 20 (17.70%) Hadoop
3 17 (15.04%) Data Warehouse
3 17 (15.04%) MongoDB
3 17 (15.04%) PostgreSQL
4 14 (12.39%) SQL Server
5 11 (9.73%) Data Mining
5 11 (9.73%) NoSQL
5 11 (9.73%) RDBMS
5 11 (9.73%) Relational Database
6 10 (8.85%) MySQL
7 7 (6.19%) Amazon Redshift
7 7 (6.19%) Apache Cassandra
7 7 (6.19%) Neo4j
7 7 (6.19%) Pentaho
7 7 (6.19%) SQL Server Integration Services
8 4 (3.54%) Apache Hive
8 4 (3.54%) MS Access
8 4 (3.54%) SQL Server Analysis Services
8 4 (3.54%) SQL Server Reporting Services
Development Applications
1 7 (6.19%) Talend Open Studio
2 4 (3.54%) Visual Studio
3 2 (1.77%) Team Foundation Server
4 1 (0.88%) Axure RP
4 1 (0.88%) Git (software)
4 1 (0.88%) Subversion
General
1 36 (31.86%) Finance
2 34 (30.09%) Marketing
3 10 (8.85%) Retail
4 7 (6.19%) Banking
5 3 (2.65%) Games
6 2 (1.77%) Billing
6 2 (1.77%) Pharmaceutical
7 1 (0.88%) Front Office
7 1 (0.88%) Retail Banking
Job Titles
1 24 (21.24%) Analyst
2 23 (20.35%) Developer
3 15 (13.27%) Consultant
4 13 (11.50%) Architect
5 10 (8.85%) Web Developer
6 8 (7.08%) Data Analyst
6 8 (7.08%) Data Architect
7 7 (6.19%) Applications Developer
7 7 (6.19%) Web Applications Developer
8 6 (5.31%) Marketing Analyst
8 6 (5.31%) Marketing Data Analyst
8 6 (5.31%) Senior Analyst
8 6 (5.31%) Software Developer
8 6 (5.31%) Software Engineer
8 6 (5.31%) Solutions Architect
9 4 (3.54%) Data Scientist
9 4 (3.54%) Java Developer
9 4 (3.54%) Java Software Developer
9 4 (3.54%) Technical Leader
10 3 (2.65%) Data Consultant
Libraries, Frameworks & Software Standards
1 9 (7.96%) Spring
2 8 (7.08%) HTML
2 8 (7.08%) XML
3 7 (6.19%) .NET
3 7 (6.19%) ActiveMQ
3 7 (6.19%) Apache Camel
3 7 (6.19%) CSS
3 7 (6.19%) Drools
3 7 (6.19%) ELK Stack
3 7 (6.19%) jBPM
3 7 (6.19%) Middleware
4 6 (5.31%) Java EE
4 6 (5.31%) XSLT
5 5 (4.42%) AngularJS
6 4 (3.54%) ASP.NET
6 4 (3.54%) Backbone.js
6 4 (3.54%) D3.js
7 3 (2.65%) Hibernate
7 3 (2.65%) jQuery
7 3 (2.65%) Web Services
Miscellaneous
1 28 (24.78%) Analytical Skills
2 9 (7.96%) Credit Risk
2 9 (7.96%) Data Integration
3 8 (7.08%) Mathematics
3 8 (7.08%) Statistics
3 8 (7.08%) Visualisation
4 6 (5.31%) Computer Science
5 4 (3.54%) Applied Mathematics
5 4 (3.54%) Pricing Data
6 3 (2.65%) Client/Server
6 3 (2.65%) Informatics
6 3 (2.65%) User Experience
7 2 (1.77%) Algorithms
7 2 (1.77%) Blockchain
7 2 (1.77%) Enterprise Software
7 2 (1.77%) Virtual Team
8 1 (0.88%) Data Structures
8 1 (0.88%) Driving Licence
8 1 (0.88%) Mobile App
8 1 (0.88%) OTC Derivatives
Operating Systems
1 9 (7.96%) Linux
2 3 (2.65%) Windows
3 2 (1.77%) Unix
4 1 (0.88%) CentOS
4 1 (0.88%) Ubuntu
Processes & Methodologies
1 32 (28.32%) Data Analytics
2 29 (25.66%) Business Intelligence
3 20 (17.70%) Agile Software Development
4 19 (16.81%) Data Modelling
5 15 (13.27%) Customer Insight
5 15 (13.27%) Data Analysis
6 12 (10.62%) Data Management
7 11 (9.73%) Scrum
7 11 (9.73%) Web Analytics
7 11 (9.73%) Web Development
8 10 (8.85%) Coaching
8 10 (8.85%) Open Source
8 10 (8.85%) Predictive Analytics
9 9 (7.96%) Continuous Integration
9 9 (7.96%) CRM
9 9 (7.96%) SOA
9 9 (7.96%) TDD
10 8 (7.08%) Workflow
11 7 (6.19%) Market Research
11 7 (6.19%) Stakeholder Management
Programming Languages
1 40 (35.40%) SQL
2 19 (16.81%) JavaScript
3 18 (15.93%) Java
3 18 (15.93%) Python
4 8 (7.08%) R
5 7 (6.19%) C#
6 4 (3.54%) C++
6 4 (3.54%) PL/SQL
6 4 (3.54%) VBA
7 3 (2.65%) Bash Shell
7 3 (2.65%) PHP
7 3 (2.65%) PowerShell
7 3 (2.65%) Ruby
7 3 (2.65%) Scala
8 2 (1.77%) MATLAB
8 2 (1.77%) Perl
8 2 (1.77%) T-SQL
9 1 (0.88%) F#
9 1 (0.88%) Jython
9 1 (0.88%) SAS Macro
Qualifications
1 22 (19.47%) Degree
2 3 (2.65%) PhD
2 3 (2.65%) SC Cleared
2 3 (2.65%) Security Cleared
3 1 (0.88%) CCAB
3 1 (0.88%) CISA
3 1 (0.88%) CISSP
3 1 (0.88%) CRISC
3 1 (0.88%) Postgraduate
Quality Assurance & Compliance
1 9 (7.96%) Data Quality
2 2 (1.77%) PCI DSS
3 1 (0.88%) ISO/IEC 27001
3 1 (0.88%) QA
System Software
1 2 (1.77%) HDFS
Systems Management
1 3 (2.65%) Puppet
2 2 (1.77%) Hadoop YARN
3 1 (0.88%) Ambari
3 1 (0.88%) Ansible
3 1 (0.88%) Opscode Chef
3 1 (0.88%) Systems Management Server (SMS)
Vendors
1 19 (16.81%) Microsoft
2 13 (11.50%) Tableau
3 11 (9.73%) Oracle
4 9 (7.96%) Google
5 7 (6.19%) Cognos
5 7 (6.19%) Talend
5 7 (6.19%) Vertica
6 5 (4.42%) Adobe
6 5 (4.42%) Teradata
7 4 (3.54%) Sitecore
8 3 (2.65%) Greenplum
9 2 (1.77%) Cloudera
9 2 (1.77%) MicroStrategy
9 2 (1.77%) Omniture
10 1 (0.88%) Optimizely
Edinburgh, Midlothian
Asset Resourcing Ltd
Salary: £30000 - £45000 per annum + Benefits
Posted: 9 hours ago
Edinburgh, Midlothian
Parallel Consulting
Salary: £40000 - £55000 per annum + bonus, benefits, pension
Posted: 2 days ago
Edinburgh, Midlothian
Asset Resourcing Ltd
Salary: £45000 - £75000 per annum + Benefits
Posted: 9 hours ago
Edinburgh, Midlothian
Churchill Frank
Salary: £80000 - £100000 per annum + Bonus
Posted: 16 hours ago
Edinburgh, Midlothian
McGregor Boyall
Salary: £40000 - £60000 per annum
Posted: 3 days ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £45,000 - £85,000 + 6.5k Car Cash Allowance + Benefits
Posted: 3 days ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £45,000 - £85,000 + extensive benefits package
Posted: 3 days ago
Edinburgh, Midlothian
Churchill Frank
Salary: £30000 - £40000 per annum
Posted: 6 days ago
Edinburgh
Cathcart Associates
Salary: £35000 - £45000 per annum + Benefits
Posted: 20 days ago
Edinburgh
Sainsburys Bank
Salary: Excellent Salary +Benefits
Posted: 23 days ago
Edinburgh
Hays Specialist Recruitment Ltd
Salary: £28000.00 - £35000.00 per annum
Posted: 22 days ago
Edinburgh
Hays Specialist Recruitment Ltd
Salary: £40000.00 - £65000.00 per annum
Posted: 24 days ago
Edinburgh
Real Staffing
Salary: £40000 - £42000 per annum + bonus and benefits
Posted: 14 days ago
Edinburgh
Hays Specialist Recruitment Ltd
Salary: £40000.00 - £55000.00 per annum
Posted: 24 days ago
Edinburgh, Midlothian
CGI
Salary: £35000 - £41000 per annum + benefits
Posted: 21 days ago
Edinburgh
TDA Group
Salary: £60000 - £75000 per annum + Bonus
Posted: 24 days ago
Edinburgh
Cathcart Associates
Salary: £40000 - £55000 per annum + Benefits
Posted: 27 days ago
Edinburgh
Real Staffing
Salary: £36000 per annum + competitive benefits and bonus
Posted: 27 days ago
Edinburgh
TDA Group
Salary: £55000 - £65000 per annum + On Call + Bonus
Posted: 24 days ago
Edinburgh
Hays Specialist Recruitment Ltd
Salary: £45000.00 - £50000.00 per annum
Posted: 16 days ago
Edinburgh
Hays Specialist Recruitment Ltd
Salary: £65000.00 - £80000.00 per annum
Posted: 22 days ago