Period
to 17 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Glasgow with a requirement for Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytics over the 6 months to 17 November 2017 with a comparison to the same period in the previous 2 years.

Analytics
Scotland > Glasgow
6 months to
17 Nov 2017
Same period 2016 Same period 2015
Rank 53 52 64
Rank change year-on-year -1 +12 +54
Permanent jobs citing Analytics 112 104 107
As % of all permanent IT jobs advertised in Glasgow 4.88% 4.72% 4.16%
As % of the Processes & Methodologies category 5.31% 5.09% 4.56%
Number of salaries quoted 61 43 91
Glasgow median annual salary £47,500 £46,500 £56,500
Median salary % change year-on-year +2.15% -17.70% +4.63%
10th Percentile £31,875 £27,500 £31,250
90th Percentile £75,000 £57,500 £75,000
Scotland median annual salary £42,500 £45,500 £56,500
% change year-on-year -6.59% -19.47% +25.56%

Analytics is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Glasgow with a requirement for process or methodology skills.

All Process and Methodology Skills
Glasgow
Permanent vacancies with a requirement for process or methodology skills 2109 2045 2348
As % of all permanent IT jobs advertised in Glasgow 91.82% 92.83% 91.22%
Number of salaries quoted 1357 1094 1499
Glasgow median annual salary £47,500 £42,500 £42,500
Median salary % change year-on-year +11.76% - +6.25%
10th Percentile £31,500 £28,750 £28,750
90th Percentile £67,500 £60,000 £60,500
Scotland median annual salary £45,000 £44,000 £42,500
% change year-on-year +2.27% +3.53% +2.41%

Analytics
Job Vacancy Trend in Glasgow

Job postings citing Analytics as a percentage of all IT jobs advertised in Glasgow.

Job vacancy trend for Analytics in Glasgow

Analytics
Salary Trend in Glasgow

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

Salary trend for Analytics in Glasgow

Analytics
Salary Histogram in Glasgow

The salary distribution of IT jobs citing Analytics in Glasgow over the 6 months to 17 November 2017.

Salary histogram for Analytics in Glasgow

For the 6 months to 17 November 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 Glasgow region with a requirement for Analytics.

1 62 (55.36%) Agile Software Development
2 54 (48.21%) Java
3 40 (35.71%) Finance
4 28 (25.00%) SQL
4 28 (25.00%) Business Intelligence
4 28 (25.00%) Degree
5 27 (24.11%) Data Analytics
6 24 (21.43%) Microservices
6 24 (21.43%) TDD
7 22 (19.64%) Python
7 22 (19.64%) Big Data
8 19 (16.96%) Mentoring
8 19 (16.96%) C#
9 18 (16.07%) Spring
10 17 (15.18%) Git (software)
10 17 (15.18%) C++
10 17 (15.18%) Machine Learning
11 16 (14.29%) HTML
11 16 (14.29%) Use Case
12 15 (13.39%) Analytical Skills
12 15 (13.39%) Greenfield Project
13 14 (12.50%) JavaScript
13 14 (12.50%) Oracle
14 13 (11.61%) ETL
14 13 (11.61%) Microsoft
14 13 (11.61%) Scrum
14 13 (11.61%) RESTful
14 13 (11.61%) Computer Science Degree
14 13 (11.61%) REST
15 12 (10.71%) User Experience

Analytics
Co-occurring IT Skills in Glasgow 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 11 (9.82%) Confluence
2 5 (4.46%) Cloud Foundry
3 4 (3.57%) SAS
4 2 (1.79%) Apache Spark
4 2 (1.79%) Oracle SOA Suite
4 2 (1.79%) SharePoint
5 1 (0.89%) CMS
5 1 (0.89%) JBoss
5 1 (0.89%) Skype for Business
Applications
1 10 (8.93%) Microsoft Office
2 8 (7.14%) MS Visio
3 6 (5.36%) Microsoft Excel
4 3 (2.68%) Microsoft PowerPoint
Business Applications
1 2 (1.79%) Dynamics AX
1 2 (1.79%) Dynamics CRM
1 2 (1.79%) Epicor Tropos
1 2 (1.79%) Infor M3
1 2 (1.79%) NetSuite
Cloud Services
1 8 (7.14%) Firebase
2 5 (4.46%) Cloud Computing
2 5 (4.46%) Microsoft Azure
3 4 (3.57%) Amazon AWS
4 3 (2.68%) Google Cloud Platform
4 3 (2.68%) PaaS
5 2 (1.79%) Amazon SQS
5 2 (1.79%) Dynamics 365
6 1 (0.89%) AWS Elastic Beanstalk
6 1 (0.89%) Azure Data Factory
6 1 (0.89%) Google App Engine
6 1 (0.89%) Heroku
6 1 (0.89%) Office 365
6 1 (0.89%) SaaS
Communications & Networking
1 2 (1.79%) HTTP
2 1 (0.89%) ADSL
2 1 (0.89%) Broadband
2 1 (0.89%) CTI
2 1 (0.89%) Internet
2 1 (0.89%) PBX
2 1 (0.89%) Skype
2 1 (0.89%) Unified Communications
Database & Business Intelligence
1 22 (19.64%) Big Data
2 11 (9.82%) Data Warehouse
2 11 (9.82%) Hadoop
3 9 (8.04%) NoSQL
3 9 (8.04%) Qlik Sense
4 6 (5.36%) Relational Database
4 6 (5.36%) SQL Server
4 6 (5.36%) SQL Server Reporting Services
5 5 (4.46%) MongoDB
5 5 (4.46%) SQL Server Integration Services
6 4 (3.57%) Apache Cassandra
6 4 (3.57%) BusinessObjects
6 4 (3.57%) Data Mining
6 4 (3.57%) QlikView
7 3 (2.68%) Crystal Reports
7 3 (2.68%) PostgreSQL
7 3 (2.68%) Star Schema
7 3 (2.68%) Text Mining
8 2 (1.79%) CouchDB
8 2 (1.79%) GIS
Development Applications
1 17 (15.18%) Git (software)
2 12 (10.71%) JIRA
3 8 (7.14%) Android Studio
3 8 (7.14%) Ant
3 8 (7.14%) Eclipse
3 8 (7.14%) Gradle
3 8 (7.14%) Jenkins
4 2 (1.79%) Oracle Forms
4 2 (1.79%) Team Foundation Server
5 1 (0.89%) Grunt
5 1 (0.89%) gulp
5 1 (0.89%) Subversion
General
1 40 (35.71%) Finance
2 5 (4.46%) Games
3 4 (3.57%) Banking
3 4 (3.57%) Prime Brokerage
4 2 (1.79%) Legal
4 2 (1.79%) Telecoms
5 1 (0.89%) Advertising
5 1 (0.89%) Back Office
5 1 (0.89%) Front Office
5 1 (0.89%) Manufacturing
5 1 (0.89%) Marketing
Job Titles
1 56 (50.00%) Developer
2 33 (29.46%) Java Developer
3 15 (13.39%) Analyst
4 14 (12.50%) Lead Developer
5 9 (8.04%) Android Developer
6 8 (7.14%) Business Analyst
6 8 (7.14%) DevOps Engineer
6 8 (7.14%) Lead Android Developer
6 8 (7.14%) Lead DevOps
6 8 (7.14%) Lead DevOps Engineer
7 7 (6.25%) JavaScript Developer
7 7 (6.25%) Software Developer
8 6 (5.36%) Agile Business Analyst
8 6 (5.36%) Analytics Developer
8 6 (5.36%) Big Data Developer
8 6 (5.36%) Consultant
8 6 (5.36%) Full Stack Developer
8 6 (5.36%) Lead Java Developer
8 6 (5.36%) Risk Analytics Developer
9 5 (4.46%) C++/Java Developer
Libraries, Frameworks & Software Standards
1 18 (16.07%) Spring
2 16 (14.29%) HTML
3 13 (11.61%) REST
3 13 (11.61%) RESTful
4 10 (8.93%) J2EE
5 9 (8.04%) CSS
5 9 (8.04%) RxJava
6 8 (7.14%) .NET
6 8 (7.14%) Android SDK
7 7 (6.25%) AngularJS
7 7 (6.25%) JSON
8 6 (5.36%) HTML5
8 6 (5.36%) SOAP
8 6 (5.36%) XML
9 5 (4.46%) Spring Cloud
9 5 (4.46%) Web Services
10 4 (3.57%) React
11 3 (2.68%) Hibernate
11 3 (2.68%) Meteor
12 2 (1.79%) ASP.NET
Miscellaneous
1 15 (13.39%) Analytical Skills
1 15 (13.39%) Greenfield Project
2 12 (10.71%) User Experience
3 11 (9.82%) Over-the-Top Content
3 11 (9.82%) STB
4 4 (3.57%) Computer Science
4 4 (3.57%) Hedge funds
5 3 (2.68%) Algorithms
5 3 (2.68%) IPTV
5 3 (2.68%) Management Information System
5 3 (2.68%) Video on Demand
6 2 (1.79%) Data Structures
6 2 (1.79%) FMCG
6 2 (1.79%) IVR
7 1 (0.89%) Credit Risk
7 1 (0.89%) e-Learning
7 1 (0.89%) Handset
7 1 (0.89%) Internet of Things
7 1 (0.89%) Mainframe
7 1 (0.89%) SCORM
Operating Systems
1 9 (8.04%) Android
2 3 (2.68%) Linux
2 3 (2.68%) Windows
3 2 (1.79%) Unix
4 1 (0.89%) Windows 10
4 1 (0.89%) Windows 7
4 1 (0.89%) Windows Server
4 1 (0.89%) Windows Server 2008
Processes & Methodologies
1 62 (55.36%) Agile Software Development
2 28 (25.00%) Business Intelligence
3 27 (24.11%) Data Analytics
4 24 (21.43%) Microservices
4 24 (21.43%) TDD
5 19 (16.96%) Mentoring
6 17 (15.18%) Machine Learning
7 16 (14.29%) Use Case
8 13 (11.61%) ETL
8 13 (11.61%) Scrum
9 12 (10.71%) User Acceptance Testing
10 11 (9.82%) DevOps
10 11 (9.82%) Software Architecture
10 11 (9.82%) Software Engineering
11 9 (8.04%) SOA
11 9 (8.04%) Test Automation
11 9 (8.04%) User Stories
11 9 (8.04%) Waterfall
12 8 (7.14%) Continuous Improvement
12 8 (7.14%) Front End Development
Programming Languages
1 54 (48.21%) Java
2 28 (25.00%) SQL
3 22 (19.64%) Python
4 19 (16.96%) C#
5 17 (15.18%) C++
6 14 (12.50%) JavaScript
7 8 (7.14%) Kotlin
7 8 (7.14%) Shell Script
8 6 (5.36%) R
9 4 (3.57%) PL/SQL
9 4 (3.57%) Scala
10 2 (1.79%) MATLAB
10 2 (1.79%) X++
11 1 (0.89%) Apex Code
11 1 (0.89%) Jython
11 1 (0.89%) Perl
11 1 (0.89%) TypeScript
Qualifications
1 28 (25.00%) Degree
2 13 (11.61%) Computer Science Degree
3 3 (2.68%) PMI Certification
3 3 (2.68%) PMP
4 2 (1.79%) PhD
5 1 (0.89%) Master's Degree
Quality Assurance & Compliance
1 7 (6.25%) QA
2 5 (4.46%) Data Quality
3 1 (0.89%) SLA
System Software
1 1 (0.89%) Active Directory
1 1 (0.89%) HDFS
Vendors
1 14 (12.50%) Oracle
2 13 (11.61%) Microsoft
3 7 (6.25%) SAP
4 4 (3.57%) Google
5 3 (2.68%) Cognos
5 3 (2.68%) IBM
6 2 (1.79%) Avaya
6 2 (1.79%) Epicor
6 2 (1.79%) IFS
6 2 (1.79%) Infor
6 2 (1.79%) JD Edwards
6 2 (1.79%) Lotus
6 2 (1.79%) Netezza
6 2 (1.79%) PeopleSoft
6 2 (1.79%) Sage
7 1 (0.89%) Cisco
7 1 (0.89%) MicroStrategy
7 1 (0.89%) Salesforce.com
7 1 (0.89%) Samsung
7 1 (0.89%) Tableau