The following table provides summary statistics for permanent job vacancies advertised in Edinburgh with a requirement for Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytics over the 3 months to 28 March 2017 with a comparison to the same period in the previous 2 years.

Analytics
Scotland / Edinburgh
3 months to
28 Mar 2017
Same period 2016 Same period 2015
Rank 22 45 54
Rank change year-on-year +23 +9  
Permanent jobs citing Analytics 97 57 52
As % of all permanent IT jobs advertised in Edinburgh 8.65% 4.26% 3.85%
As % of the Processes & Methodologies category 9.28% 4.68% 4.33%
Number of salaries quoted 56 43 37
Median salary £50,500 £57,500 £49,500
Median salary % change year-on-year -12.17% +16.16%  
90% offered a salary of more than £35,000 £34,300 £38,500
10% offered a salary of more than £86,250 £75,000 £57,500
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

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 1045 1218 1202
As % of all permanent IT job vacancies advertised in Edinburgh 93.22% 90.96% 88.97%
Number of salaries quoted 680 822 713
Median salary £47,500 £47,500 £44,000
Median salary % change year-on-year - +7.95%  
90% offered a salary of more than £33,500 £32,500 £32,500
10% offered a salary of more than £72,500 £59,500 £67,500
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Analytics
Job Vacancy Trend in Edinburgh

The job posting trend of jobs advertised in Edinburgh citing Analytics as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Analytics in Edinburgh

Analytics
Salary Trend in Edinburgh

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

Salary trend for Analytics in Edinburgh

Analytics
Salary Histogram in Edinburgh

The salary distribution of IT jobs citing Analytics in Edinburgh over the 3 months to 28 March 2017.

Salary histogram for Analytics in Edinburgh

For the 6 months to 28 March 2017, 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 72 (47.37%) Finance
2 61 (40.13%) SQL
3 55 (36.18%) Hadoop
4 50 (32.89%) Analytical Skills
5 49 (32.24%) SAS
6 43 (28.29%) Python
7 41 (26.97%) Big Data
8 37 (24.34%) Business Intelligence
9 34 (22.37%) Data Analysis
9 34 (22.37%) Marketing
9 34 (22.37%) Machine Learning
10 31 (20.39%) Apache Hive
11 30 (19.74%) Degree
12 28 (18.42%) R
13 25 (16.45%) Project Management
13 25 (16.45%) Anti-Money Laundering
14 23 (15.13%) Data Analytics
15 21 (13.82%) Workflow
15 21 (13.82%) Data Mining
15 21 (13.82%) Oracle
16 19 (12.50%) Risk Management
16 19 (12.50%) Agile Software Development
16 19 (12.50%) Apache Pig
17 18 (11.84%) KYC
17 18 (11.84%) Legal
17 18 (11.84%) Data Modelling
18 17 (11.18%) Banking
18 17 (11.18%) Retail
19 16 (10.53%) SQL Server
19 16 (10.53%) Java

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 49 (32.24%) SAS
2 19 (12.50%) Apache Pig
3 9 (5.92%) JBoss
4 8 (5.26%) Apache Spark
4 8 (5.26%) CMS
5 4 (2.63%) Oracle SOA Suite
5 4 (2.63%) Sitecore CMS
6 2 (1.32%) Apache
6 2 (1.32%) Elasticsearch
6 2 (1.32%) Tomcat
7 1 (0.66%) Drupal
7 1 (0.66%) Marvel
7 1 (0.66%) nginx
7 1 (0.66%) SharePoint
Applications
1 5 (3.29%) MS Excel
2 2 (1.32%) MS Office
2 2 (1.32%) MS PowerPoint
3 1 (0.66%) Adobe Illustrator
3 1 (0.66%) Photoshop
3 1 (0.66%) SPSS
Business Applications
1 2 (1.32%) Cognos Business Intelligence
2 1 (0.66%) Dynamics CRM
2 1 (0.66%) Oracle EBS
Cloud Services
1 11 (7.24%) Google Analytics
2 4 (2.63%) Amazon AWS
2 4 (2.63%) MailChimp
3 2 (1.32%) Google Cloud Platform
3 2 (1.32%) Microsoft Azure
4 1 (0.66%) Amazon EMR
4 1 (0.66%) Cloud Computing
4 1 (0.66%) IaaS
4 1 (0.66%) Office 365
4 1 (0.66%) PaaS
4 1 (0.66%) SaaS
Communications & Networking
1 2 (1.32%) Internet
2 1 (0.66%) Network Security
Database & Business Intelligence
1 55 (36.18%) Hadoop
2 41 (26.97%) Big Data
3 31 (20.39%) Apache Hive
4 21 (13.82%) Data Mining
5 16 (10.53%) SQL Server
6 15 (9.87%) RDBMS
6 15 (9.87%) Relational Database
7 12 (7.89%) Data Warehouse
7 12 (7.89%) PostgreSQL
8 11 (7.24%) MongoDB
8 11 (7.24%) NoSQL
9 10 (6.58%) MySQL
10 8 (5.26%) QlikView
11 7 (4.61%) Neo4j
11 7 (4.61%) Pentaho
12 6 (3.95%) SAS Visual Analytics
13 5 (3.29%) DB2
14 4 (2.63%) Amazon Redshift
14 4 (2.63%) Apache Cassandra
14 4 (2.63%) HBase
Development Applications
1 7 (4.61%) Talend Open Studio
2 4 (2.63%) ERwin
3 2 (1.32%) Axure RP
3 2 (1.32%) Git (software)
4 1 (0.66%) Subversion
4 1 (0.66%) Team Foundation Server
4 1 (0.66%) Visual Studio
General
1 72 (47.37%) Finance
2 34 (22.37%) Marketing
3 18 (11.84%) Legal
4 17 (11.18%) Banking
4 17 (11.18%) Retail
5 3 (1.97%) Retail Banking
6 2 (1.32%) Billing
7 1 (0.66%) Investment Banking
7 1 (0.66%) Multimedia
Job Titles
1 27 (17.76%) Analyst
2 25 (16.45%) Consultant
3 18 (11.84%) Architect
4 17 (11.18%) Data Architect
5 16 (10.53%) Data Scientist
5 16 (10.53%) Developer
6 11 (7.24%) Senior Architect
6 11 (7.24%) Senior Data Architect
7 10 (6.58%) Data Analyst
8 9 (5.92%) Senior Consultant
9 6 (3.95%) Java Developer
9 6 (3.95%) Senior Analyst
9 6 (3.95%) Software Engineer
10 5 (3.29%) Big Data Architect
10 5 (3.29%) Hadoop Consultant
10 5 (3.29%) SAS Consultant
10 5 (3.29%) Senior Data Scientist
10 5 (3.29%) Software Developer
10 5 (3.29%) Web Developer
11 4 (2.63%) Hadoop Architect
Libraries, Frameworks & Software Standards
1 13 (8.55%) .NET
2 10 (6.58%) HTML
3 9 (5.92%) CSS
3 9 (5.92%) Natural Language Processing
3 9 (5.92%) Spring
4 8 (5.26%) Kafka
5 7 (4.61%) ActiveMQ
5 7 (4.61%) Drools
5 7 (4.61%) Elastic Stack
5 7 (4.61%) Java EE
5 7 (4.61%) jBPM
5 7 (4.61%) Middleware
5 7 (4.61%) XML
5 7 (4.61%) XSLT
6 6 (3.95%) Apache Camel
7 5 (3.29%) Ruby on Rails
8 4 (2.63%) jQuery
9 3 (1.97%) Twitter Bootstrap
10 2 (1.32%) D3.js
10 2 (1.32%) React
Miscellaneous
1 50 (32.89%) Analytical Skills
2 12 (7.89%) Credit Risk
3 9 (5.92%) Computer Science
4 6 (3.95%) User Experience
5 4 (2.63%) Social Media
5 4 (2.63%) Taxonomies
6 3 (1.97%) Management Information System
7 2 (1.32%) Driving Licence
7 2 (1.32%) Internet of Things
7 2 (1.32%) Virtual Team
8 1 (0.66%) BBC
8 1 (0.66%) Client/Server
8 1 (0.66%) Cyber Attack
8 1 (0.66%) Enterprise Software
8 1 (0.66%) Linux Command Line
8 1 (0.66%) Mainframe
8 1 (0.66%) Public Cloud
8 1 (0.66%) Reference Data
Operating Systems
1 13 (8.55%) Linux
2 10 (6.58%) Unix
3 2 (1.32%) Red Hat Enterprise Linux
Processes & Methodologies
1 37 (24.34%) Business Intelligence
2 34 (22.37%) Data Analysis
2 34 (22.37%) Machine Learning
3 25 (16.45%) Anti-Money Laundering
3 25 (16.45%) Project Management
4 23 (15.13%) Data Analytics
5 21 (13.82%) Workflow
6 19 (12.50%) Agile Software Development
6 19 (12.50%) Risk Management
7 18 (11.84%) Data Modelling
7 18 (11.84%) KYC
8 16 (10.53%) Business Analytics
9 15 (9.87%) Data Management
9 15 (9.87%) Open Source
9 15 (9.87%) Visualisation
10 14 (9.21%) Decision Tree
10 14 (9.21%) Regression Analysis
11 13 (8.55%) Case Management
11 13 (8.55%) Change Control
11 13 (8.55%) Functional Testing
Programming Languages
1 61 (40.13%) SQL
2 43 (28.29%) Python
3 28 (18.42%) R
4 16 (10.53%) Java
4 16 (10.53%) JavaScript
5 9 (5.92%) Scala
6 6 (3.95%) Ruby
7 5 (3.29%) MATLAB
8 4 (2.63%) PHP
8 4 (2.63%) PL/SQL
8 4 (2.63%) Shell Script
9 2 (1.32%) Bash Shell
9 2 (1.32%) C#
9 2 (1.32%) C++
9 2 (1.32%) Perl
10 1 (0.66%) C
10 1 (0.66%) T-SQL
10 1 (0.66%) TypeScript
Qualifications
1 30 (19.74%) Degree
2 3 (1.97%) SAS Certification
3 1 (0.66%) CCAB
3 1 (0.66%) CISA
3 1 (0.66%) PhD
Quality Assurance & Compliance
1 3 (1.97%) Data Quality
2 1 (0.66%) Sarbanes-Oxley
System Software
1 9 (5.92%) HDFS
2 1 (0.66%) SRDF
Systems Management
1 14 (9.21%) Ambari
2 5 (3.29%) Hadoop YARN
3 4 (2.63%) Oozie
4 3 (1.97%) Puppet
5 1 (0.66%) Ansible
5 1 (0.66%) Opscode Chef
Vendors
1 21 (13.82%) Oracle
2 12 (7.89%) Tableau
3 11 (7.24%) Google
4 10 (6.58%) Microsoft
5 8 (5.26%) Teradata
6 7 (4.61%) Talend
7 6 (3.95%) Cognos
8 5 (3.29%) Cloudera
8 5 (3.29%) IBM
8 5 (3.29%) Sitecore
9 4 (2.63%) Twitter
9 4 (2.63%) Vertica
10 3 (1.97%) MicroStrategy
11 2 (1.32%) OpenText
12 1 (0.66%) Apple
12 1 (0.66%) Hyperion
12 1 (0.66%) Informatica
12 1 (0.66%) Progress
12 1 (0.66%) Red Hat
12 1 (0.66%) Salesforce.com
Edinburgh
Churchill Frank
Salary: £30000 - £35000 per annum
Posted: 20 hours ago
Edinburgh, Midlothian
McGregor Boyall
Posted: 15 hours ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £45,000 - £85,000 + extensive benefits package
Posted: Yesterday
Edinburgh, Midlothian
Harvey Nash plc
Salary: £40000 - £50000 per annum
Posted: Yesterday
Edinburgh
Churchill Frank
Salary: £55000 - £61000 per annum
Posted: 4 days ago
Edinburgh, Midlothian
The Bridge Ltd
Salary: Up to £75,000 per annum
Posted: 8 hours ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £45,000 - £85,000 per annum
Posted: Yesterday
Edinburgh, Midlothian
Net Talent
Salary: £45000 - £55000 per annum
Posted: 4 days ago
Edinburgh
Churchill Frank
Salary: £40000 - £50000 per annum
Posted: 4 days ago
Edinburgh, Midlothian
NCC Group
Salary: £competitive + company benefits + training
Posted: 4 days ago
Edinburgh, Midlothian
Search Consultancy
Salary: £30000.00 - £40000.00 per annum + benefits
Posted: 5 days ago
Edinburgh, Midlothian
Ampersand Consulting
Salary: £35000 - £40000 per annum + Fantastic Benefits
Posted: 5 days ago
Edinburgh, Midlothian
McGregor Boyall
Posted: 6 days ago
Edinburgh
Pearson Frank
Salary: £35000 - £45000 per annum + Benefits
Posted: 5 days ago
Edinburgh, Midlothian
Asset Resourcing Ltd
Salary: £45000 - £75000 per annum + Benefits
Posted: 5 days ago
Edinburgh
Churchill Frank
Salary: £40000 - £45000 per annum
Posted: 9 days ago
Edinburgh
Tectre Limited
Salary: £60,000 - £100,000 per year
Posted: 15 days ago
Edinburgh
TDA Group
Salary: £80000 - £100000 per annum + Bonus & Benefits
Posted: 19 days ago
Edinburgh
TDA Group
Salary: £60000 - £75000 per annum + Bonus & Benefits
Posted: 19 days ago
Edinburgh, Midlothian
SSP Worldwide
Salary: Up to £50,000 per annum Plus Benefits
Posted: 20 days ago
Edinburgh
Hays Specialist Recruitment Ltd
Salary: £25000.00 - £35000.00 per annum
Posted: 20 days ago
Edinburgh
Churchill Frank
Salary: £50000 - £55000 per annum
Posted: 26 days ago
Edinburgh
TDA Group
Salary: £80000 - £100000 per annum + Bonus, Benefits
Posted: 19 days ago
Edinburgh, Midlothian
SSP Worldwide
Salary: Up to £60,000 per annum DOE Plus Benefits
Posted: 20 days ago
Edinburgh, Midlothian
Churchill Frank
Salary: £45000 - £60000 per annum
Posted: 3 days ago
Edinburgh
TDA Group
Salary: £60000 - £75000 per annum + Bonus & Benefits
Posted: 19 days ago
Edinburgh
Computer Futures
Salary: £75000 - £150000 per annum + competitive
Posted: 21 days ago