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 25 June 2017 with a comparison to the same period in the previous 2 years.

Analytics
Scotland / Edinburgh
3 months to
25 Jun 2017
Same period 2016 Same period 2015
Rank 25 40 62
Rank change year-on-year +15 +22  
Permanent jobs citing Analytics 99 61 45
As % of all permanent IT jobs advertised in Edinburgh 8.11% 5.13% 3.21%
As % of the Processes & Methodologies category 8.83% 5.60% 3.57%
Number of salaries quoted 47 28 34
Median salary £42,500 £68,750 £42,500
Median salary % change year-on-year -38.18% +61.76%  
90% offered a salary of more than £30,000 £30,150 £30,000
10% offered a salary of more than £67,000 £77,000 £57,500
UK excluding London median salary £47,000 £45,000 £42,500
% change year-on-year +4.44% +5.88%  

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 1121 1089 1260
As % of all permanent IT job vacancies advertised in Edinburgh 91.89% 91.67% 89.74%
Number of salaries quoted 683 619 767
Median salary £45,000 £47,500 £45,000
Median salary % change year-on-year -5.26% +5.55%  
90% offered a salary of more than £30,000 £29,000 £32,500
10% offered a salary of more than £70,000 £60,000 £70,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

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 25 June 2017.

Salary histogram for Analytics in Edinburgh

For the 6 months to 25 June 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.

1 102 (52.58%) Finance
2 83 (42.78%) SQL
3 70 (36.08%) Analytical Skills
4 67 (34.54%) SAS
5 51 (26.29%) Hadoop
6 43 (22.16%) Degree
6 43 (22.16%) Python
7 41 (21.13%) Machine Learning
8 40 (20.62%) Big Data
9 38 (19.59%) Oracle
10 34 (17.53%) R
11 33 (17.01%) Banking
12 32 (16.49%) Business Intelligence
12 32 (16.49%) Data Analytics
13 31 (15.98%) Apache Hive
13 31 (15.98%) Stakeholder Management
14 28 (14.43%) Visual Analytics
15 27 (13.92%) Project Management
16 26 (13.40%) SAS Visual Analytics
17 25 (12.89%) Anti-Money Laundering
17 25 (12.89%) Data Analysis
17 25 (12.89%) Marketing
18 24 (12.37%) Base SAS
18 24 (12.37%) SAS Enterprise Guide
19 23 (11.86%) Visualisation
20 21 (10.82%) Workflow
20 21 (10.82%) SQL Server
21 20 (10.31%) ProC
21 20 (10.31%) SAS Macro
21 20 (10.31%) PROC SQL

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 67 (34.54%) SAS
2 17 (8.76%) Apache Pig
3 9 (4.64%) Apache Spark
4 7 (3.61%) CMS
5 5 (2.58%) Oracle SOA Suite
5 5 (2.58%) Sitecore CMS
6 2 (1.03%) Apache
7 1 (0.52%) Elasticsearch
7 1 (0.52%) JBoss
7 1 (0.52%) nginx
7 1 (0.52%) OpenStack
Applications
1 11 (5.67%) Microsoft Excel
2 2 (1.03%) Microsoft Office
2 2 (1.03%) SPSS
3 1 (0.52%) Microsoft PowerPoint
Business Applications
1 2 (1.03%) Cognos Business Intelligence
2 1 (0.52%) Dynamics CRM
2 1 (0.52%) Oracle EBS
Cloud Services
1 7 (3.61%) GitHub
2 6 (3.09%) Google Analytics
3 5 (2.58%) Amazon AWS
3 5 (2.58%) Google Cloud Platform
3 5 (2.58%) Microsoft Azure
4 4 (2.06%) MailChimp
5 2 (1.03%) SaaS
6 1 (0.52%) IaaS
6 1 (0.52%) PaaS
Communications & Networking
1 4 (2.06%) Network Security
2 2 (1.03%) Internet
3 1 (0.52%) Broadband
Database & Business Intelligence
1 51 (26.29%) Hadoop
2 40 (20.62%) Big Data
3 31 (15.98%) Apache Hive
4 26 (13.40%) SAS Visual Analytics
5 24 (12.37%) Base SAS
5 24 (12.37%) SAS Enterprise Guide
6 21 (10.82%) SQL Server
7 20 (10.31%) SAS Data Integration Studio
8 16 (8.25%) Data Mining
9 13 (6.70%) QlikView
10 11 (5.67%) Relational Database
11 10 (5.15%) RDBMS
12 8 (4.12%) Data Warehouse
13 7 (3.61%) DB2
14 6 (3.09%) MySQL
15 5 (2.58%) BigQuery
15 5 (2.58%) Cognos Report Studio
15 5 (2.58%) HBase
15 5 (2.58%) NoSQL
15 5 (2.58%) PostgreSQL
Development Applications
1 20 (10.31%) ProC
2 8 (4.12%) Git (software)
3 5 (2.58%) ERwin
4 4 (2.06%) Axure RP
5 2 (1.03%) Visual Studio
6 1 (0.52%) Talend Open Studio
6 1 (0.52%) Team Foundation Server
General
1 102 (52.58%) Finance
2 33 (17.01%) Banking
3 25 (12.89%) Marketing
4 15 (7.73%) Legal
5 12 (6.19%) Retail
6 5 (2.58%) Law
6 5 (2.58%) Multimedia
7 3 (1.55%) Games
8 2 (1.03%) Advertising
8 2 (1.03%) Local Government
8 2 (1.03%) Retail Banking
9 1 (0.52%) Billing
9 1 (0.52%) Investment Banking
Job Titles
1 52 (26.80%) Consultant
2 32 (16.49%) Analyst
3 27 (13.92%) Data Scientist
3 27 (13.92%) SAS Consultant
4 26 (13.40%) Senior Consultant
5 21 (10.82%) Developer
6 15 (7.73%) Senior SAS Consultant
7 14 (7.22%) Data Analyst
7 14 (7.22%) Security Consultant
8 12 (6.19%) Architect
9 11 (5.67%) Data Architect
10 9 (4.64%) Senior Data Scientist
11 8 (4.12%) Analytics Consultant
11 8 (4.12%) Senior Architect
11 8 (4.12%) Senior Data Architect
12 7 (3.61%) Data Analytics Consultant
12 7 (3.61%) ServiceNow Developer
13 6 (3.09%) Senior Analyst
14 5 (2.58%) Business Intelligence Analyst
14 5 (2.58%) Senior Security Consultant
Libraries, Frameworks & Software Standards
1 17 (8.76%) .NET
2 15 (7.73%) Natural Language Processing
3 13 (6.70%) CSS
4 11 (5.67%) HTML
5 10 (5.15%) Twitter Bootstrap
6 9 (4.64%) AngularJS
7 8 (4.12%) Kafka
7 8 (4.12%) XML
8 7 (3.61%) Ajax
8 7 (3.61%) REST
8 7 (3.61%) SOAP
8 7 (3.61%) Web Services
9 5 (2.58%) D3.js
9 5 (2.58%) jQuery
10 2 (1.03%) Node.js
11 1 (0.52%) Backbone.js
11 1 (0.52%) Drools
11 1 (0.52%) Elastic Stack
11 1 (0.52%) Ember.js
11 1 (0.52%) RESTful
Miscellaneous
1 70 (36.08%) Analytical Skills
2 17 (8.76%) Computer Science
3 9 (4.64%) User Experience
4 6 (3.09%) Credit Risk
5 5 (2.58%) Security Operations Centre
5 5 (2.58%) Taxonomies
6 4 (2.06%) BBC
6 4 (2.06%) Cyber Attack
6 4 (2.06%) Fixed Income
6 4 (2.06%) Social Media
6 4 (2.06%) Virtual Team
7 3 (1.55%) Driving Licence
7 3 (1.55%) Equities
8 2 (1.03%) Internet of Things
8 2 (1.03%) Management Information System
9 1 (0.52%) Algorithms
9 1 (0.52%) Enterprise Software
9 1 (0.52%) Pricing Data
9 1 (0.52%) Public Cloud
9 1 (0.52%) Reference Data
Operating Systems
1 16 (8.25%) Linux
2 10 (5.15%) Unix
3 2 (1.03%) Red Hat Enterprise Linux
Processes & Methodologies
1 41 (21.13%) Machine Learning
2 32 (16.49%) Business Intelligence
2 32 (16.49%) Data Analytics
3 31 (15.98%) Stakeholder Management
4 28 (14.43%) Visual Analytics
5 27 (13.92%) Project Management
6 25 (12.89%) Anti-Money Laundering
6 25 (12.89%) Data Analysis
7 23 (11.86%) Visualisation
8 21 (10.82%) Workflow
9 20 (10.31%) Infrastructure Management
10 19 (9.79%) KYC
11 18 (9.28%) Agile Software Development
12 16 (8.25%) Risk Management
13 15 (7.73%) Big Data Analytics
13 15 (7.73%) Data Modelling
13 15 (7.73%) Mentoring
13 15 (7.73%) Spatial Analysis
14 14 (7.22%) Business Analytics
14 14 (7.22%) Mathematics
Programming Languages
1 83 (42.78%) SQL
2 43 (22.16%) Python
3 34 (17.53%) R
4 20 (10.31%) PROC SQL
4 20 (10.31%) SAS Macro
4 20 (10.31%) Scala
5 17 (8.76%) JavaScript
6 14 (7.22%) Java
7 10 (5.15%) MATLAB
8 7 (3.61%) PL/SQL
9 4 (2.06%) Shell Script
10 3 (1.55%) VBA
11 2 (1.03%) C#
11 2 (1.03%) PHP
11 2 (1.03%) VB
12 1 (0.52%) C
12 1 (0.52%) C++
12 1 (0.52%) Ruby
12 1 (0.52%) T-SQL
12 1 (0.52%) TypeScript
Qualifications
1 43 (22.16%) Degree
2 10 (5.15%) Master's Degree
3 8 (4.12%) Numerate Degree
4 4 (2.06%) PhD
5 3 (1.55%) SAS Certification
6 1 (0.52%) Computer Science Degree
Quality Assurance & Compliance
1 2 (1.03%) Data Quality
2 1 (0.52%) Sarbanes-Oxley
System Software
1 8 (4.12%) HDFS
2 1 (0.52%) Docker
2 1 (0.52%) SRDF
Systems Management
1 15 (7.73%) Ambari
2 5 (2.58%) Hadoop YARN
3 3 (1.55%) Oozie
Vendors
1 38 (19.59%) Oracle
2 19 (9.79%) Microsoft
2 19 (9.79%) Tableau
3 10 (5.15%) IBM
4 9 (4.64%) Cognos
4 9 (4.64%) Splunk
5 7 (3.61%) ServiceNow
5 7 (3.61%) Teradata
6 6 (3.09%) Google
6 6 (3.09%) Red Hat
7 5 (2.58%) Cloudera
7 5 (2.58%) Sitecore
8 4 (2.06%) Apple
8 4 (2.06%) Twitter
8 4 (2.06%) Vertica
9 3 (1.55%) Bloomberg
9 3 (1.55%) Reuters
10 2 (1.03%) Hyperion
10 2 (1.03%) MicroStrategy
10 2 (1.03%) OpenText
Edinburgh, Midlothian
Lorien Resourcing
Salary: Competitive salary + benefits
Posted: 4 days ago
Edinburgh
Hays Specialist Recruitment Ltd
Salary: £35000.00 - £47000.00 per annum
Posted: 2 days ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £85,000 - £105,000 (+ top tier package including award winning pension
Posted: 3 days ago
Edinburgh, Midlothian
Capita Resourcing - IT Resourcing
Salary: £35000 - £45000.00 per annum
Posted: 4 days ago
Edinburgh, Midlothian
ECS
Salary: benefits
Posted: Yesterday
Edinburgh & Lothians
ANSON MCCADE
Salary: £45,000 - £60,000k plus brilliant package and unrivalled development
Posted: 5 days ago
Edinburgh, Midlothian
ECS
Salary: benefits
Posted: 3 days ago
Edinburgh
Churchill Frank
Salary: £40000 - £50000 per annum
Posted: 10 days ago
Edinburgh, Midlothian
Asset Resourcing Ltd
Salary: £30000 - £45000 per annum + Benefits
Posted: 4 days ago
Edinburgh, Midlothian
Asset Resourcing Ltd
Salary: £45000 - £75000 per annum + Benefits
Posted: 4 days ago
Edinburgh, Midlothian
Experis Ltd
Posted: 6 days ago
Edinburgh, Midlothian
Parallel Consulting
Salary: £30000 - £50000 per annum
Posted: 6 days ago
Edinburgh
Churchill Frank
Salary: £40000 - £50000 per annum
Posted: 18 days ago
Edinburgh
Churchill Frank
Salary: £35000 - £40000 per annum + 10% BONUS
Posted: 12 days ago
Edinburgh
Churchill Frank
Salary: £40000 - £50000 per annum
Posted: 13 days ago
Edinburgh
Orgtel
Salary: £35000 - £45000 per annum + Benefits
Posted: 13 days ago
Edinburgh
Churchill Frank
Salary: £35000 - £50000 per annum
Posted: 17 days ago
Edinburgh
Hays Specialist Recruitment Ltd
Salary: £25000.00 - £40000.00 per annum
Posted: 19 days ago
Edinburgh
Call Centre Associates
Posted: 20 days ago
Edinburgh
Call Centre Associates
Posted: 20 days ago
Edinburgh
Hays Specialist Recruitment Ltd
Salary: £25000.00 - £37000.00 per annum
Posted: 25 days ago
Edinburgh
Hays Specialist Recruitment Ltd
Salary: £40000.00 - £55000.00 per annum
Posted: 13 days ago