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

3 months to
9 Dec 2016
Same period 2015 Same period 2014
Analytics
Rank 44 61 67
Rank change year-on-year
+17 +6
Permanent jobs citing Analytics 115 111 107
As % of all permanent IT jobs located in Scotland 4.83% 3.61% 3.36%
As % of the Processes & Methodologies category 5.42% 4.03% 3.80%
Number of salaries quoted 73 81 44
Median salary £47,500 £56,500 £46,250
Median salary % change year-on-year
-15.92% +22.16%
90% offered a salary of more than £29,500 £32,500 £34,000
10% offered a salary of more than £70,200 £70,000 £59,250
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year
- +2.27%
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
2120 2751 2819
As % of all permanent IT jobs located in Scotland 89.11% 89.55% 88.48%
Number of salaries quoted 1326 1739 1852
Median salary £45,000 £45,000 £42,500
Median salary % change year-on-year
- +5.88%
90% offered a salary of more than £32,500 £32,500 £30,000
10% offered a salary of more than £65,000 £62,500 £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 9 December 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 9 December 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 +16 59 £47,500 -9.52% 21
Glasgow +24 43 £40,000 -29.20% 2
Renfrewshire - 4 - -
Aberdeen +3 2 £24,000 +6.66%
Stirling - 1 £40,000 -
Analytics
UK

Analytics
Top 30 Related IT Skills in Scotland

For the 6 months to 9 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 Scotland region with a requirement for Analytics.

1 97 (42.36%) Finance
2 78 (34.06%) SQL
3 60 (26.20%) Big Data
3 60 (26.20%) Data Analytics
4 59 (25.76%) Java
5 58 (25.33%) Agile Software Development
6 55 (24.02%) Business Intelligence
6 55 (24.02%) Analytical Skills
7 50 (21.83%) Python
8 43 (18.78%) Data Warehouse
9 38 (16.59%) Marketing
10 35 (15.28%) JavaScript
11 34 (14.85%) Degree
11 34 (14.85%) Hadoop
12 33 (14.41%) SAS
13 31 (13.54%) Data Modelling
13 31 (13.54%) Microsoft
14 29 (12.66%) SQL Server
15 28 (12.23%) Project Management
16 27 (11.79%) Relational Database
17 26 (11.35%) Visualisation
17 26 (11.35%) Oracle
17 26 (11.35%) Scrum
18 25 (10.92%) Linux
19 24 (10.48%) HTML
19 24 (10.48%) Banking
20 23 (10.04%) TDD
20 23 (10.04%) Data Integration
21 22 (9.61%) MS Excel
22 20 (8.73%) Middleware

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 33 (14.41%) SAS
2 16 (6.99%) CMS
2 16 (6.99%) JBoss
3 15 (6.55%) Tomcat
4 13 (5.68%) Apache Pig
4 13 (5.68%) Apache Spark
5 9 (3.93%) SharePoint
6 8 (3.49%) Apache Qpid
7 7 (3.06%) Sitecore CMS
8 5 (2.18%) Oracle SOA Suite
9 3 (1.31%) Apache
10 2 (0.87%) BizTalk Server
10 2 (0.87%) Elasticsearch
10 2 (0.87%) IIS
11 1 (0.44%) Confluence
11 1 (0.44%) Drupal
11 1 (0.44%) Marvel
11 1 (0.44%) WordPress
Applications
1 22 (9.61%) MS Excel
2 7 (3.06%) SPSS
3 5 (2.18%) Adobe Illustrator
3 5 (2.18%) MS Office
3 5 (2.18%) Photoshop
4 4 (1.75%) Adobe Captivate
4 4 (1.75%) InDesign
4 4 (1.75%) MS PowerPoint
5 3 (1.31%) Stata
6 1 (0.44%) MS Project
6 1 (0.44%) MS Visio
Business Applications
1 3 (1.31%) Cognos Business Intelligence
2 2 (0.87%) Dynamics CRM
2 2 (0.87%) WebTrends
3 1 (0.44%) Dynamics NAV
3 1 (0.44%) Oracle 11i
3 1 (0.44%) Oracle EBS R12
3 1 (0.44%) Oracle ERP
Cloud Services
1 15 (6.55%) IaaS
2 13 (5.68%) Amazon AWS
2 13 (5.68%) Google Analytics
3 12 (5.24%) PaaS
4 8 (3.49%) Amazon CloudWatch
4 8 (3.49%) Amazon EC2
4 8 (3.49%) Amazon S3
4 8 (3.49%) Microsoft Azure
5 4 (1.75%) DigitalOcean
5 4 (1.75%) GitHub
5 4 (1.75%) SaaS
6 2 (0.87%) Adobe Analytics
6 2 (0.87%) Amazon EMR
7 1 (0.44%) Cloud Computing
7 1 (0.44%) Google Cloud Platform
7 1 (0.44%) Office 365
Communications & Networking
1 11 (4.80%) Internet
2 2 (0.87%) Wireshark
3 1 (0.44%) DNS
3 1 (0.44%) Firewall
3 1 (0.44%) Peer-to-Peer Networking
3 1 (0.44%) SMS
3 1 (0.44%) VPN
Database & Business Intelligence
1 60 (26.20%) Big Data
2 43 (18.78%) Data Warehouse
3 34 (14.85%) Hadoop
4 29 (12.66%) SQL Server
5 27 (11.79%) Relational Database
6 19 (8.30%) MongoDB
6 19 (8.30%) PostgreSQL
7 18 (7.86%) RDBMS
8 17 (7.42%) Data Mining
8 17 (7.42%) NoSQL
9 15 (6.55%) Apache Hive
10 14 (6.11%) MySQL
11 11 (4.80%) SQL Server Integration Services
12 9 (3.93%) Neo4j
12 9 (3.93%) Pentaho
13 8 (3.49%) Amazon Redshift
14 7 (3.06%) Apache Cassandra
14 7 (3.06%) HBase
14 7 (3.06%) Oracle Database
15 6 (2.62%) SQL Server Reporting Services
Development Applications
1 13 (5.68%) Jenkins
2 9 (3.93%) Talend Open Studio
3 8 (3.49%) Visual Studio
4 6 (2.62%) Oracle Forms
5 5 (2.18%) Git (software)
5 5 (2.18%) JIRA
6 4 (1.75%) Bitbucket
6 4 (1.75%) Dreamweaver
6 4 (1.75%) Team Foundation Server
7 3 (1.31%) ProC
8 2 (0.87%) Axure RP
8 2 (0.87%) Subversion
9 1 (0.44%) Artifactory
9 1 (0.44%) Balsamiq Mockups
9 1 (0.44%) Hudson
9 1 (0.44%) Maven
9 1 (0.44%) PVCS
9 1 (0.44%) SonarQube
General
1 97 (42.36%) Finance
2 38 (16.59%) Marketing
3 24 (10.48%) Banking
4 19 (8.30%) Retail
5 4 (1.75%) Retail Banking
6 3 (1.31%) Front Office
6 3 (1.31%) Games
6 3 (1.31%) Spanish Language
7 2 (0.87%) Billing
7 2 (0.87%) Investment Banking
7 2 (0.87%) Military
7 2 (0.87%) Multimedia
7 2 (0.87%) Pharmaceutical
8 1 (0.44%) Publishing
Job Titles
1 66 (28.82%) Developer
2 35 (15.28%) Analyst
3 22 (9.61%) Architect
4 20 (8.73%) Consultant
5 13 (5.68%) Python Developer
6 12 (5.24%) Web Developer
7 10 (4.37%) Data Analyst
7 10 (4.37%) Software Developer
7 10 (4.37%) Solutions Architect
8 9 (3.93%) Data Architect
8 9 (3.93%) Java Developer
9 7 (3.06%) Applications Developer
9 7 (3.06%) Designer
9 7 (3.06%) Java Software Developer
9 7 (3.06%) Lead Developer
9 7 (3.06%) Software Engineer
9 7 (3.06%) Web Applications Developer
10 6 (2.62%) Front End Developer (Client-Side Developer)
10 6 (2.62%) Marketing Analyst
10 6 (2.62%) Marketing Data Analyst
Libraries, Frameworks & Software Standards
1 24 (10.48%) HTML
2 20 (8.73%) CSS
2 20 (8.73%) Middleware
3 15 (6.55%) .NET
3 15 (6.55%) HTML5
4 14 (6.11%) Spring
5 13 (5.68%) ELK Stack
6 12 (5.24%) jQuery
7 10 (4.37%) CSS3
7 10 (4.37%) Drools
7 10 (4.37%) XML
8 9 (3.93%) ActiveMQ
8 9 (3.93%) AngularJS
8 9 (3.93%) Apache Camel
8 9 (3.93%) jBPM
9 8 (3.49%) Apache Flex
9 8 (3.49%) Java EE
9 8 (3.49%) JMS
9 8 (3.49%) REST
9 8 (3.49%) XSLT
Miscellaneous
1 55 (24.02%) Analytical Skills
2 26 (11.35%) Visualisation
3 23 (10.04%) Data Integration
4 11 (4.80%) User Experience
5 10 (4.37%) Fixed Income
5 10 (4.37%) Statistics
6 9 (3.93%) Computer Science
6 9 (3.93%) Credit Risk
6 9 (3.93%) Mathematics
7 8 (3.49%) Hybrid Cloud
7 8 (3.49%) Management Information System
8 6 (2.62%) Virtual Team
9 5 (2.18%) Internet of Things
10 4 (1.75%) Applied Mathematics
10 4 (1.75%) Blockchain
10 4 (1.75%) Data Structures
10 4 (1.75%) Digital Media
10 4 (1.75%) Pricing Data
10 4 (1.75%) Public Cloud
11 3 (1.31%) Informatics
Operating Systems
1 25 (10.92%) Linux
2 14 (6.11%) Unix
2 14 (6.11%) Windows
3 3 (1.31%) Red Hat Enterprise Linux
4 2 (0.87%) Windows Server
4 2 (0.87%) Windows Server 2008
4 2 (0.87%) Windows Server 2012
5 1 (0.44%) Android
5 1 (0.44%) Apple iOS
5 1 (0.44%) CentOS
5 1 (0.44%) Ubuntu
Processes & Methodologies
1 60 (26.20%) Data Analytics
2 58 (25.33%) Agile Software Development
3 55 (24.02%) Business Intelligence
4 31 (13.54%) Data Modelling
5 28 (12.23%) Project Management
6 26 (11.35%) Scrum
7 23 (10.04%) TDD
8 20 (8.73%) Continuous Integration
8 20 (8.73%) Data Management
8 20 (8.73%) Microservices
8 20 (8.73%) Open Source
8 20 (8.73%) SOA
9 19 (8.30%) ETL
9 19 (8.30%) SDLC
10 18 (7.86%) Stakeholder Management
11 16 (6.99%) Data Analysis
11 16 (6.99%) Software Engineering
12 15 (6.55%) Web Analytics
12 15 (6.55%) Web Development
12 15 (6.55%) Workflow
Programming Languages
1 78 (34.06%) SQL
2 59 (25.76%) Java
3 50 (21.83%) Python
4 35 (15.28%) JavaScript
5 13 (5.68%) R
6 12 (5.24%) C#
6 12 (5.24%) Perl
7 11 (4.80%) Ruby
8 10 (4.37%) PL/SQL
9 9 (3.93%) Bash Shell
10 7 (3.06%) PHP
10 7 (3.06%) VBA
11 5 (2.18%) C++
11 5 (2.18%) T-SQL
12 4 (1.75%) Go
12 4 (1.75%) PowerShell
12 4 (1.75%) Scala
13 2 (0.87%) MATLAB
14 1 (0.44%) F#
14 1 (0.44%) Jython
Qualifications
1 34 (14.85%) Degree
2 4 (1.75%) SC Cleared
2 4 (1.75%) Security Cleared
3 3 (1.31%) PhD
4 2 (0.87%) Postgraduate
5 1 (0.44%) CCAB
5 1 (0.44%) CISA
5 1 (0.44%) CISSP
5 1 (0.44%) CRISC
Quality Assurance & Compliance
1 15 (6.55%) Data Quality
2 2 (0.87%) PCI DSS
2 2 (0.87%) QA
2 2 (0.87%) SLA
3 1 (0.44%) ISO/IEC 27001
System Software
1 12 (5.24%) Docker
2 8 (3.49%) Apache Flume
2 8 (3.49%) VMware Infrastructure
3 5 (2.18%) HDFS
4 4 (1.75%) Microsoft App-V
4 4 (1.75%) VMware ESXi
Systems Management
1 8 (3.49%) Kubernetes
1 8 (3.49%) Mesos
2 7 (3.06%) Puppet
3 5 (2.18%) Ansible
3 5 (2.18%) Opscode Chef
4 3 (1.31%) Oozie
5 2 (0.87%) Hadoop YARN
5 2 (0.87%) MOM
6 1 (0.44%) Ambari
6 1 (0.44%) Systems Management Server (SMS)
Vendors
1 31 (13.54%) Microsoft
2 26 (11.35%) Oracle
3 16 (6.99%) Tableau
4 14 (6.11%) IBM
5 13 (5.68%) Google
6 10 (4.37%) Adobe
7 9 (3.93%) Cognos
7 9 (3.93%) MicroStrategy
7 9 (3.93%) Talend
8 8 (3.49%) Sitecore
8 8 (3.49%) Sybase
8 8 (3.49%) VMware
9 7 (3.06%) Vertica
10 5 (2.18%) Cognizant
10 5 (2.18%) SAP
10 5 (2.18%) Teradata
11 4 (1.75%) Citrix
11 4 (1.75%) Splunk
12 3 (1.31%) Cloudera
12 3 (1.31%) Greenplum
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