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 23 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
23 Jan 2017
Same period 2016 Same period 2015
Analytics
Scotland / Edinburgh
Rank 28 48 45
Rank change year-on-year
+20 -3
Permanent jobs citing Analytics 75 50 65
As % of all permanent IT jobs located in Edinburgh 6.93% 4.02% 4.77%
As % of the Processes & Methodologies category 7.57% 4.39% 5.43%
Number of salaries quoted 42 30 41
Median salary £50,500 £58,750 £50,000
Median salary % change year-on-year
-14.04% +17.50%
90% offered a salary of more than £37,750 £34,650 £32,000
10% offered a salary of more than £71,500 £75,500 £57,500
UK excluding London median salary £45,000 £47,500 £45,000
% change year-on-year
-5.26% +5.55%

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
991 1139 1197
As % of all permanent IT jobs located in Edinburgh 91.51% 91.49% 87.89%
Number of salaries quoted 628 770 790
Median salary £47,500 £47,500 £44,000
Median salary % change year-on-year
- +7.95%
90% offered a salary of more than £35,000 £33,000 £32,500
10% offered a salary of more than £67,500 £61,500 £64,000
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 23 January 2017.

Analytics Salary Histogram in Edinburgh

Analytics
Top 30 Related IT Skills in Edinburgh

For the 6 months to 23 January 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 52 (42.62%) SQL
2 50 (40.98%) Finance
3 42 (34.43%) SAS
4 38 (31.15%) Analytical Skills
5 34 (27.87%) Big Data
5 34 (27.87%) Hadoop
6 32 (26.23%) Business Intelligence
7 31 (25.41%) Data Analysis
8 29 (23.77%) Marketing
9 28 (22.95%) Python
10 26 (21.31%) Degree
11 21 (17.21%) JavaScript
11 21 (17.21%) Data Mining
12 20 (16.39%) Machine Learning
12 20 (16.39%) Data Analytics
13 19 (15.57%) Anti-Money Laundering
13 19 (15.57%) Project Management
13 19 (15.57%) Data Warehouse
13 19 (15.57%) Risk Management
13 19 (15.57%) Workflow
13 19 (15.57%) R
14 18 (14.75%) Apache Hive
14 18 (14.75%) Agile Software Development
14 18 (14.75%) Java
15 17 (13.93%) Data Modelling
16 16 (13.11%) Legal
16 16 (13.11%) Business Analytics
16 16 (13.11%) Apache Pig
17 15 (12.30%) PostgreSQL
17 15 (12.30%) MongoDB

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 42 (34.43%) SAS
2 16 (13.11%) Apache Pig
3 9 (7.38%) JBoss
4 6 (4.92%) CMS
5 4 (3.28%) Apache Spark
6 2 (1.64%) Apache
6 2 (1.64%) Elasticsearch
6 2 (1.64%) Sitecore CMS
6 2 (1.64%) Tomcat
7 1 (0.82%) Drupal
7 1 (0.82%) Marvel
7 1 (0.82%) SharePoint
Applications
1 8 (6.56%) MS Excel
2 3 (2.46%) SPSS
3 1 (0.82%) Adobe Illustrator
3 1 (0.82%) MS Office
3 1 (0.82%) MS PowerPoint
3 1 (0.82%) Photoshop
3 1 (0.82%) Stata
Business Applications
1 2 (1.64%) WebTrends
2 1 (0.82%) Cognos Business Intelligence
2 1 (0.82%) Dynamics CRM
Cloud Services
1 15 (12.30%) Google Analytics
2 3 (2.46%) Amazon AWS
3 2 (1.64%) Adobe Analytics
4 1 (0.82%) Amazon EMR
4 1 (0.82%) Cloud Computing
4 1 (0.82%) Google Cloud Platform
4 1 (0.82%) Office 365
Communications & Networking
1 2 (1.64%) Internet
2 1 (0.82%) DNS
2 1 (0.82%) Firewall
2 1 (0.82%) SMS
2 1 (0.82%) VPN
Database & Business Intelligence
1 34 (27.87%) Big Data
1 34 (27.87%) Hadoop
2 21 (17.21%) Data Mining
3 19 (15.57%) Data Warehouse
4 18 (14.75%) Apache Hive
5 15 (12.30%) MongoDB
5 15 (12.30%) PostgreSQL
6 14 (11.48%) NoSQL
6 14 (11.48%) RDBMS
6 14 (11.48%) Relational Database
7 11 (9.02%) MySQL
8 8 (6.56%) SQL Server
9 7 (5.74%) Amazon Redshift
9 7 (5.74%) Apache Cassandra
9 7 (5.74%) Neo4j
9 7 (5.74%) Pentaho
10 4 (3.28%) DB2
10 4 (3.28%) SQL Server Integration Services
11 3 (2.46%) QlikView
11 3 (2.46%) SQL Server Analysis Services
Development Applications
1 7 (5.74%) Talend Open Studio
2 2 (1.64%) Team Foundation Server
2 2 (1.64%) Visual Studio
3 1 (0.82%) Axure RP
3 1 (0.82%) Git (software)
3 1 (0.82%) Subversion
General
1 50 (40.98%) Finance
2 29 (23.77%) Marketing
3 16 (13.11%) Legal
4 11 (9.02%) Retail
5 10 (8.20%) Banking
6 2 (1.64%) Billing
6 2 (1.64%) Pharmaceutical
7 1 (0.82%) Games
7 1 (0.82%) Retail Banking
Job Titles
1 25 (20.49%) Consultant
2 21 (17.21%) Developer
3 20 (16.39%) Analyst
4 10 (8.20%) Architect
4 10 (8.20%) Data Architect
4 10 (8.20%) Senior Consultant
5 8 (6.56%) Web Developer
6 7 (5.74%) Applications Developer
6 7 (5.74%) Data Scientist
6 7 (5.74%) Software Engineer
6 7 (5.74%) Web Applications Developer
7 6 (4.92%) Java Developer
7 6 (4.92%) SAS Consultant
7 6 (4.92%) Senior Architect
7 6 (4.92%) Senior Data Architect
7 6 (4.92%) Software Developer
8 5 (4.10%) Hadoop Consultant
8 5 (4.10%) Senior Analyst
9 4 (3.28%) Front End Developer (Client-Side Developer)
9 4 (3.28%) Java Software Developer
Libraries, Frameworks & Software Standards
1 12 (9.84%) HTML
2 11 (9.02%) CSS
3 9 (7.38%) Spring
4 8 (6.56%) XML
5 7 (5.74%) ActiveMQ
5 7 (5.74%) Apache Camel
5 7 (5.74%) Drools
5 7 (5.74%) ELK Stack
5 7 (5.74%) jBPM
5 7 (5.74%) Middleware
6 6 (4.92%) Java EE
6 6 (4.92%) XSLT
7 5 (4.10%) Ruby on Rails
8 3 (2.46%) .NET
8 3 (2.46%) AngularJS
8 3 (2.46%) Hibernate
8 3 (2.46%) jQuery
8 3 (2.46%) Node.js
8 3 (2.46%) Twitter Bootstrap
8 3 (2.46%) Web Services
Miscellaneous
1 38 (31.15%) Analytical Skills
2 14 (11.48%) Credit Risk
3 11 (9.02%) Data Integration
4 6 (4.92%) Statistics
5 4 (3.28%) Computer Science
5 4 (3.28%) Visualisation
6 3 (2.46%) User Experience
7 2 (1.64%) Algorithms
7 2 (1.64%) Blockchain
7 2 (1.64%) Enterprise Software
7 2 (1.64%) Management Information System
7 2 (1.64%) Mathematics
8 1 (0.82%) Applied Mathematics
8 1 (0.82%) Blog
8 1 (0.82%) Data Extraction
8 1 (0.82%) Data Structures
8 1 (0.82%) Driving Licence
8 1 (0.82%) Informatics
8 1 (0.82%) Mobile App
Operating Systems
1 11 (9.02%) Linux
2 2 (1.64%) Unix
3 1 (0.82%) CentOS
3 1 (0.82%) Ubuntu
3 1 (0.82%) Windows
Processes & Methodologies
1 32 (26.23%) Business Intelligence
2 31 (25.41%) Data Analysis
3 20 (16.39%) Data Analytics
3 20 (16.39%) Machine Learning
4 19 (15.57%) Anti-Money Laundering
4 19 (15.57%) Project Management
4 19 (15.57%) Risk Management
4 19 (15.57%) Workflow
5 18 (14.75%) Agile Software Development
6 17 (13.93%) Data Modelling
7 16 (13.11%) Business Analytics
8 14 (11.48%) Data Management
8 14 (11.48%) KYC
8 14 (11.48%) Line Management
8 14 (11.48%) Predictive Analytics
8 14 (11.48%) Web Analytics
9 13 (10.66%) Business Analysis
9 13 (10.66%) Case Management
9 13 (10.66%) Open Source
9 13 (10.66%) Regression Analysis
Programming Languages
1 52 (42.62%) SQL
2 28 (22.95%) Python
3 21 (17.21%) JavaScript
4 19 (15.57%) R
5 18 (14.75%) Java
6 7 (5.74%) Ruby
7 4 (3.28%) MATLAB
7 4 (3.28%) PHP
8 3 (2.46%) Bash Shell
9 2 (1.64%) C#
9 2 (1.64%) C++
9 2 (1.64%) Perl
9 2 (1.64%) PL/SQL
9 2 (1.64%) T-SQL
10 1 (0.82%) Jython
10 1 (0.82%) PowerShell
10 1 (0.82%) SAS Macro
10 1 (0.82%) Scala
10 1 (0.82%) VBA
Qualifications
1 26 (21.31%) Degree
2 3 (2.46%) SC Cleared
2 3 (2.46%) Security Cleared
3 1 (0.82%) CCAB
3 1 (0.82%) CISA
3 1 (0.82%) CISSP
3 1 (0.82%) CRISC
Quality Assurance & Compliance
1 7 (5.74%) Data Quality
2 2 (1.64%) PCI DSS
3 1 (0.82%) ISO/IEC 27001
3 1 (0.82%) QA
System Software
1 4 (3.28%) HDFS
Systems Management
1 13 (10.66%) Ambari
2 3 (2.46%) Puppet
3 2 (1.64%) Hadoop YARN
3 2 (1.64%) Oozie
4 1 (0.82%) Ansible
4 1 (0.82%) Opscode Chef
4 1 (0.82%) Systems Management Server (SMS)
Vendors
1 15 (12.30%) Google
2 11 (9.02%) Oracle
3 10 (8.20%) Microsoft
4 9 (7.38%) Tableau
5 7 (5.74%) Talend
5 7 (5.74%) Vertica
6 5 (4.10%) Adobe
6 5 (4.10%) Teradata
7 4 (3.28%) Cognos
8 3 (2.46%) MicroStrategy
8 3 (2.46%) Sitecore
9 2 (1.64%) Cloudera
9 2 (1.64%) Omniture
9 2 (1.64%) OpenText
10 1 (0.82%) Greenplum
10 1 (0.82%) Optimizely
Edinburgh
Churchill Frank
Salary: £50000 - £70000 per annum
Posted: 2 hours ago
Edinburgh
Churchill Frank
Salary: £28000 - £35000 per annum
Posted: 3 days ago
Edinburgh, Midlothian
Sanderson
Posted: 2 days ago
Edinburgh, Midlothian
Churchill Frank
Salary: £40000 - £50000 per annum
Posted: 2 days ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £60,000 - £80,000k base, bonus & a fantastic range of additional benef
Posted: 5 days ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £65,000 - £95,000
Posted: 2 days ago
Edinburgh, Midlothian
Cathcart Associates Ltd
Salary: £40000 - £55000 per annum + Benefits
Posted: 4 days ago
Edinburgh, Midlothian
HAYS INFORMATION TECHNOLOGY
Salary: £28000.00 - £35000.00 per annum
Posted: 6 days ago
Edinburgh, Midlothian
Net Talent
Salary: £35000 - £45000 per annum
Posted: 4 days ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £45,000 - £58,000 + extensive benefits package
Posted: 5 days ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £45,000 - £85,000 + extensive benefits package
Posted: 5 days ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £45,000 - £85,000 + extensive benefits package
Posted: 6 days ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £68,000 - £110,000 + extensive benefits package
Posted: 6 days ago
Edinburgh
Churchill Frank
Salary: £35000 - £45000 per annum + 25% Bonus
Posted: 4 days ago
Edinburgh
Hays Specialist Recruitment Ltd
Salary: £30000.00 - £35000.00 per annum
Posted: 11 days ago
Edinburgh, Midlothian
Sanderson
Salary: £46000 - £53000 per annum + Excellent Benefits
Posted: 6 days ago
Edinburgh
Deerfoot IT Resources Ltd
Salary: £60000 per annum
Posted: 18 days ago