The table below looks at the statistics for Analytics skills in IT jobs advertised for the Scotland region. Included is a guide to the salaries offered in IT jobs that have cited Analytics over the 3 months to 28 September 2016 with a comparison to the same period over the previous 2 years.

3 months to
28 Sep 2016
Same period 2015 Same period 2014
Analytics
Rank 52 43 98
Rank change year-on-year
-9 +55
Permanent jobs citing Analytics 106 157 82
As % of all permanent IT jobs located in Scotland 4.21% 4.70% 2.30%
As % of the Processes & Methodologies category 4.68% 5.19% 2.67%
Number of salaries quoted 56 109 37
Median salary £42,500 £56,500 £47,500
Median salary % change year-on-year
-24.77% +18.94%
90% offered a salary of more than £35,000 £34,900 £30,000
10% offered a salary of more than £55,000 £75,000 £65,500
UK excluding London median salary £47,000 £45,000 £43,000
% change year-on-year
+4.44% +4.65%
Analytics
UK

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the Scotland region.

Processes & Methodologies Category
Scotland
Permanent IT job ads with a match in the
Processes & Methodologies category
2266 3023 3072
As % of all permanent IT jobs located in Scotland 90.03% 90.54% 86.07%
Number of salaries quoted 1401 1901 1973
Median salary £45,000 £45,000 £42,000
Median salary % change year-on-year
- +7.14%
90% offered a salary of more than £30,563 £32,000 £30,000
10% offered a salary of more than £65,000 £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 Scotland

The demand trend of job ads across the Scotland region citing Analytics as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Analytics Jobs Demand Trend in Scotland

Analytics
Salary Trend in Scotland

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

Analytics Salary Trend in Scotland

Analytics
Salary Histogram in Scotland

This chart provides a salary histogram for IT jobs citing Analytics across the Scotland region over the 3 months to 28 September 2016.

Analytics Salary Histogram in Scotland

Analytics
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Analytics within the Scotland region over the 3 months to 28 September 2016. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location
(Click see detailed
statistics and trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Edinburgh +3 52 £40,000 -21.95% 9
Glasgow 0 44 £42,500 -26.08% 4
West Lothian +4 3 £46,250 +42.30%
Stirling -4 2 - - 1
South Lanarkshire - 2 - -
Aberdeen -1 1 - -
Analytics
UK

Analytics
Top 30 Related IT Skills in Scotland

For the 6 months to 28 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 Scotland region with a requirement for Analytics.

1 126 (51.01%) Finance
2 86 (34.82%) Agile Software Development
3 74 (29.96%) Java
4 71 (28.74%) SQL
5 67 (27.13%) Visualisation
6 63 (25.51%) Data Analytics
7 61 (24.70%) Degree
7 61 (24.70%) Business Intelligence
8 53 (21.46%) Big Data
9 52 (21.05%) Oracle
10 50 (20.24%) Python
11 49 (19.84%) Linux
12 45 (18.22%) Banking
13 44 (17.81%) TDD
13 44 (17.81%) Unix
13 44 (17.81%) Data Warehouse
14 43 (17.41%) Windows
14 43 (17.41%) SAS
15 42 (17.00%) Data Modelling
15 42 (17.00%) SDLC
16 39 (15.79%) SQL Server
17 38 (15.38%) Marketing
17 38 (15.38%) Analytical Skills
18 37 (14.98%) HTML
19 36 (14.57%) IaaS
20 34 (13.77%) PaaS
20 34 (13.77%) Docker
21 32 (12.96%) Configuration Management
21 32 (12.96%) Microsoft
22 31 (12.55%) Scrum

Analytics
Top Related IT Skills in Scotland 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 43 (17.41%) SAS
2 16 (6.48%) Apache Spark
3 10 (4.05%) Tomcat
4 8 (3.24%) Apache Qpid
4 8 (3.24%) CMS
5 6 (2.43%) JBoss
6 5 (2.02%) Apache
6 5 (2.02%) Apache Pig
7 3 (1.21%) Sitecore CMS
8 2 (0.81%) Apache Solr
8 2 (0.81%) BizTalk Server
8 2 (0.81%) Elasticsearch
8 2 (0.81%) IIS
8 2 (0.81%) MS Exchange
8 2 (0.81%) NetWeaver
8 2 (0.81%) SharePoint
9 1 (0.40%) Confluence
9 1 (0.40%) WordPress
Applications
1 24 (9.72%) MS Excel
2 19 (7.69%) SPSS
3 6 (2.43%) MS Office
4 5 (2.02%) MS PowerPoint
5 3 (1.21%) Stata
6 1 (0.40%) MS Project
6 1 (0.40%) MS Visio
Business Applications
1 2 (0.81%) Cognos Business Intelligence
1 2 (0.81%) Dynamics CRM
1 2 (0.81%) WebTrends
2 1 (0.40%) Dynamics NAV
2 1 (0.40%) Oracle 11i
2 1 (0.40%) Oracle EBS R12
2 1 (0.40%) Oracle ERP
2 1 (0.40%) Oracle Retail
2 1 (0.40%) SAP BPC
2 1 (0.40%) SAP CO
2 1 (0.40%) SAP FI
2 1 (0.40%) SAP FI/CO
Cloud Services
1 36 (14.57%) IaaS
2 34 (13.77%) PaaS
3 31 (12.55%) Amazon AWS
4 29 (11.74%) Amazon CloudWatch
4 29 (11.74%) Amazon EC2
4 29 (11.74%) Amazon S3
4 29 (11.74%) Microsoft Azure
5 15 (6.07%) Google Analytics
6 4 (1.62%) DigitalOcean
7 2 (0.81%) Adobe Analytics
7 2 (0.81%) GitHub
7 2 (0.81%) Google Cloud Platform
7 2 (0.81%) SaaS
8 1 (0.40%) Amazon EMR
Communications & Networking
1 7 (2.83%) Internet
2 3 (1.21%) Firewall
2 3 (1.21%) SAN
3 2 (0.81%) DNS
3 2 (0.81%) FTP
3 2 (0.81%) HTTP
3 2 (0.81%) SNMP
3 2 (0.81%) TCP/IP
3 2 (0.81%) Unified Communications
3 2 (0.81%) Wireshark
4 1 (0.40%) Peer-to-Peer Networking
4 1 (0.40%) SMS
4 1 (0.40%) VPN
Database & Business Intelligence
1 53 (21.46%) Big Data
2 44 (17.81%) Data Warehouse
3 39 (15.79%) SQL Server
4 28 (11.34%) NoSQL
5 23 (9.31%) Hadoop
6 17 (6.88%) Relational Database
6 17 (6.88%) SQL Server Integration Services
7 14 (5.67%) Data Mining
7 14 (5.67%) PostgreSQL
8 13 (5.26%) SQL Server Reporting Services
9 11 (4.45%) Apache Hive
9 11 (4.45%) MongoDB
10 10 (4.05%) BusinessObjects
11 9 (3.64%) QlikView
11 9 (3.64%) RDBMS
12 7 (2.83%) Amazon Redshift
12 7 (2.83%) SQL Server Analysis Services
12 7 (2.83%) Star Schema
13 6 (2.43%) Apache Cassandra
13 6 (2.43%) Oracle Database
Development Applications
1 11 (4.45%) Jenkins
2 9 (3.64%) Visual Studio
3 7 (2.83%) JIRA
3 7 (2.83%) Oracle Forms
3 7 (2.83%) Team Foundation Server
4 4 (1.62%) Bitbucket
4 4 (1.62%) Git (software)
5 3 (1.21%) Maven
5 3 (1.21%) ProC
6 2 (0.81%) Ant
6 2 (0.81%) JUnit
6 2 (0.81%) Subversion
6 2 (0.81%) Talend Open Studio
7 1 (0.40%) Artifactory
7 1 (0.40%) Balsamiq Mockups
7 1 (0.40%) Codeship
7 1 (0.40%) Hudson
7 1 (0.40%) PVCS
7 1 (0.40%) SonarQube
7 1 (0.40%) Vagrant
General
1 126 (51.01%) Finance
2 45 (18.22%) Banking
3 38 (15.38%) Marketing
4 28 (11.34%) Retail
5 8 (3.24%) Games
6 6 (2.43%) Retail Banking
7 3 (1.21%) Front Office
7 3 (1.21%) Legal
7 3 (1.21%) Publishing
8 2 (0.81%) Automotive
8 2 (0.81%) Billing
8 2 (0.81%) Investment Banking
8 2 (0.81%) Manufacturing
8 2 (0.81%) Multimedia
8 2 (0.81%) Pharmaceutical
9 1 (0.40%) Back Office
Job Titles
1 75 (30.36%) Developer
2 40 (16.19%) Analyst
3 22 (8.91%) Consultant
4 20 (8.10%) Cloud Developer
5 16 (6.48%) Analytics Manager
6 14 (5.67%) Architect
6 14 (5.67%) Data Analyst
7 13 (5.26%) Business Intelligence Manager
7 13 (5.26%) Data Analytics Manager
7 13 (5.26%) Data Manager
8 11 (4.45%) Cloud Engineer
8 11 (4.45%) Python Developer
9 10 (4.05%) Senior Consultant
10 9 (3.64%) Development Engineer
10 9 (3.64%) Full Stack Developer
10 9 (3.64%) Monitoring Engineer
10 9 (3.64%) Web Developer
11 8 (3.24%) Analyst Developer
11 8 (3.24%) Business Intelligence Developer
11 8 (3.24%) Marketing Analyst
Libraries, Frameworks & Software Standards
1 37 (14.98%) HTML
2 29 (11.74%) CSS
3 26 (10.53%) HTML5
4 22 (8.91%) CSS3
4 22 (8.91%) jQuery
4 22 (8.91%) REST
5 12 (4.86%) Middleware
6 10 (4.05%) .NET
6 10 (4.05%) Apache Flex
7 9 (3.64%) AngularJS
8 8 (3.24%) JMS
9 6 (2.43%) XML
10 4 (1.62%) ASP.NET
10 4 (1.62%) Backbone.js
10 4 (1.62%) D3.js
10 4 (1.62%) Ext JS
10 4 (1.62%) RabbitMQ
10 4 (1.62%) Spring
10 4 (1.62%) Web Services
10 4 (1.62%) WPF
Miscellaneous
1 67 (27.13%) Visualisation
2 38 (15.38%) Analytical Skills
3 29 (11.74%) Hybrid Cloud
4 23 (9.31%) Virtual Team
5 22 (8.91%) Data Integration
6 16 (6.48%) Credit Risk
7 12 (4.86%) Mathematics
7 12 (4.86%) Statistics
8 11 (4.45%) Computer Science
8 11 (4.45%) Fixed Income
8 11 (4.45%) User Experience
9 10 (4.05%) Management Information System
10 8 (3.24%) Informatics
11 6 (2.43%) Enterprise Software
12 5 (2.02%) CESG
13 4 (1.62%) Applied Mathematics
13 4 (1.62%) IVR
13 4 (1.62%) Pricing Data
13 4 (1.62%) Social Media
14 3 (1.21%) Data Structures
Operating Systems
1 49 (19.84%) Linux
2 44 (17.81%) Unix
3 43 (17.41%) Windows
4 4 (1.62%) Red Hat Enterprise Linux
5 3 (1.21%) Windows Server 2012
6 2 (0.81%) AIX
6 2 (0.81%) CentOS
6 2 (0.81%) Windows Server
6 2 (0.81%) Windows Server 2008
7 1 (0.40%) Android
7 1 (0.40%) Apple iOS
7 1 (0.40%) Ubuntu
7 1 (0.40%) Windows Server 2003
Processes & Methodologies
1 86 (34.82%) Agile Software Development
2 63 (25.51%) Data Analytics
3 61 (24.70%) Business Intelligence
4 44 (17.81%) TDD
5 42 (17.00%) Data Modelling
5 42 (17.00%) SDLC
6 32 (12.96%) Configuration Management
7 31 (12.55%) Machine Learning
7 31 (12.55%) Scrum
8 29 (11.74%) Performance Monitoring
8 29 (11.74%) Project Management
8 29 (11.74%) Service Delivery
8 29 (11.74%) SOA
8 29 (11.74%) Software Distribution
9 28 (11.34%) Software Engineering
10 27 (10.93%) DevOps
11 24 (9.72%) BDD
11 24 (9.72%) Data Visualisation
11 24 (9.72%) Microservices
12 21 (8.50%) Continuous Integration
Programming Languages
1 74 (29.96%) Java
2 71 (28.74%) SQL
3 50 (20.24%) Python
4 26 (10.53%) JavaScript
5 17 (6.88%) Perl
6 16 (6.48%) C#
6 16 (6.48%) R
7 11 (4.45%) PL/SQL
8 9 (3.64%) Ruby
9 7 (2.83%) C++
9 7 (2.83%) PowerShell
9 7 (2.83%) T-SQL
9 7 (2.83%) VBA
10 6 (2.43%) Bash Shell
11 4 (1.62%) C
11 4 (1.62%) Go
11 4 (1.62%) Scala
12 2 (0.81%) MATLAB
12 2 (0.81%) VBScript
13 1 (0.40%) Jython
Qualifications
1 61 (24.70%) Degree
2 5 (2.02%) CISSP
3 4 (1.62%) SC Cleared
3 4 (1.62%) Security Cleared
4 3 (1.21%) ITIL Certification
4 3 (1.21%) MCSA
4 3 (1.21%) MCSE
4 3 (1.21%) Microsoft Certification
4 3 (1.21%) PhD
5 2 (0.81%) Analytics IQ
5 2 (0.81%) Postgraduate
5 2 (0.81%) SAP Certification
6 1 (0.40%) CRISC
6 1 (0.40%) SANS
Quality Assurance & Compliance
1 18 (7.29%) Data Quality
2 4 (1.62%) IAS 39
3 3 (1.21%) ISO/IEC 27001
3 3 (1.21%) QA
4 2 (0.81%) PCI DSS
System Software
1 34 (13.77%) Docker
2 10 (4.05%) VMware Infrastructure
3 5 (2.02%) Apache Flume
3 5 (2.02%) VMware ESXi
4 3 (1.21%) vSphere
5 2 (0.81%) Active Directory
5 2 (0.81%) HDFS
Systems Management
1 29 (11.74%) Kubernetes
1 29 (11.74%) Mesos
2 9 (3.64%) Opscode Chef
2 9 (3.64%) Puppet
3 8 (3.24%) Ansible
4 3 (1.21%) MOM
4 3 (1.21%) QRadar
5 2 (0.81%) Fluentd
5 2 (0.81%) Hadoop YARN
5 2 (0.81%) Nagios
5 2 (0.81%) Nessus
6 1 (0.40%) ArcSight ESM
6 1 (0.40%) Capistrano
6 1 (0.40%) Systems Management Server (SMS)
Vendors
1 52 (21.05%) Oracle
2 32 (12.96%) Microsoft
3 21 (8.50%) Tableau
4 16 (6.48%) IBM
5 15 (6.07%) Google
6 13 (5.26%) Informatica
7 12 (4.86%) VMware
8 11 (4.45%) Vertica
9 8 (3.24%) Sybase
10 7 (2.83%) Cognos
11 6 (2.43%) SAP
12 5 (2.02%) Adobe
12 5 (2.02%) HP
12 5 (2.02%) Hyperion
12 5 (2.02%) Red Hat
12 5 (2.02%) Sun
13 4 (1.62%) Ab Initio
14 3 (1.21%) Greenplum
14 3 (1.21%) MicroStrategy
14 3 (1.21%) Teradata
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HAYS INFORMATION TECHNOLOGY
Salary: £30000.00 - £45000.00 per annum
Posted: Yesterday
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Salary: £41000 - £60000 per annum + Bonus & Pension
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