Period
to 16 January 2018

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 16 January 2018 with a comparison to the same period in the previous 2 years.

Analytics
Scotland > Glasgow
6 months to
16 Jan 2018
Same period 2017 Same period 2016
Rank 53 51 64
Rank change year-on-year -2 +13 +25
Permanent jobs citing Analytics 113 80 102
As % of all permanent IT jobs advertised in Glasgow 5.15% 4.23% 3.89%
As % of the Processes & Methodologies category 5.57% 4.59% 4.26%
Number of salaries quoted 69 39 65
Glasgow median annual salary £48,500 £42,500 £56,500
Median salary % change year-on-year +14.12% -24.78% +25.56%
10th Percentile £30,000 £23,500 £32,200
90th Percentile £76,000 £67,500 £75,000
Scotland median annual salary £42,500 £47,500 £56,500
% change year-on-year -10.53% -15.93% +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 2,027 1,743 2,396
As % of all permanent IT jobs advertised in Glasgow 92.39% 92.22% 91.35%
Number of salaries quoted 1,337 1,008 1,507
Glasgow median annual salary £47,500 £43,000 £42,500
Median salary % change year-on-year +10.47% +1.18% +6.25%
10th Percentile £31,500 £30,000 £28,750
90th Percentile £67,500 £60,000 £60,000
Scotland median annual salary £45,000 £45,000 £42,500
% change year-on-year - +5.88% -

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 16 January 2018.

Salary histogram for Analytics in Glasgow

For the 6 months to 16 January 2018, 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 61 (53.98%) Agile Software Development
2 39 (34.51%) Finance
3 38 (33.63%) Business Intelligence
4 36 (31.86%) Data Analytics
5 35 (30.97%) Java
6 34 (30.09%) SQL
7 31 (27.43%) C#
8 22 (19.47%) Microservices
9 21 (18.58%) Python
9 21 (18.58%) Degree
10 20 (17.70%) C++
11 19 (16.81%) Microsoft
12 18 (15.93%) DevOps
12 18 (15.93%) REST
13 17 (15.04%) Machine Learning
14 16 (14.16%) Mentoring
14 16 (14.16%) Scrum
14 16 (14.16%) TDD
14 16 (14.16%) Use Case
14 16 (14.16%) Git (software)
15 15 (13.27%) Data Warehouse
15 15 (13.27%) Oracle
16 14 (12.39%) Big Data
16 14 (12.39%) Computer Science Degree
17 13 (11.50%) Analytical Skills
17 13 (11.50%) .NET
17 13 (11.50%) Software Engineering
18 12 (10.62%) STB
18 12 (10.62%) JIRA
18 12 (10.62%) Continuous Integration

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 (9.73%) Confluence
2 7 (6.19%) SAS
3 2 (1.77%) Cloud Foundry
3 2 (1.77%) Oracle SOA Suite
3 2 (1.77%) SharePoint
4 1 (0.88%) Apache Spark
4 1 (0.88%) CMS
4 1 (0.88%) JBoss
4 1 (0.88%) Skype for Business
Applications
1 10 (8.85%) Microsoft Office
2 8 (7.08%) MS Visio
3 6 (5.31%) Microsoft Excel
4 3 (2.65%) Microsoft PowerPoint
Business Applications
1 5 (4.42%) Epicor Tropos
1 5 (4.42%) Infor M3
1 5 (4.42%) NetSuite
2 2 (1.77%) Dynamics AX
2 2 (1.77%) Dynamics CRM
Cloud Services
1 11 (9.73%) Microsoft Azure
2 10 (8.85%) Amazon AWS
3 8 (7.08%) Amazon SQS
3 8 (7.08%) Firebase
3 8 (7.08%) Google Cloud Platform
4 3 (2.65%) PaaS
5 2 (1.77%) Azure Data Factory
5 2 (1.77%) Dynamics 365
6 1 (0.88%) AWS Elastic Beanstalk
6 1 (0.88%) Google App Engine
6 1 (0.88%) Heroku
6 1 (0.88%) Office 365
6 1 (0.88%) SaaS
Communications & Networking
1 7 (6.19%) HTTP
2 1 (0.88%) ADSL
2 1 (0.88%) Broadband
2 1 (0.88%) CTI
2 1 (0.88%) PBX
2 1 (0.88%) Skype
2 1 (0.88%) Unified Communications
Database & Business Intelligence
1 15 (13.27%) Data Warehouse
2 14 (12.39%) Big Data
3 10 (8.85%) Apache Cassandra
3 10 (8.85%) NoSQL
4 9 (7.96%) Qlik Sense
4 9 (7.96%) SQL Server
5 8 (7.08%) Cosmos DB
5 8 (7.08%) CouchDB
6 7 (6.19%) BusinessObjects
6 7 (6.19%) Crystal Reports
6 7 (6.19%) Data Mining
6 7 (6.19%) Relational Database
7 6 (5.31%) QlikView
7 6 (5.31%) SQL Server Integration Services
7 6 (5.31%) SQL Server Reporting Services
8 5 (4.42%) MongoDB
9 4 (3.54%) Power BI
9 4 (3.54%) Star Schema
9 4 (3.54%) Text Mining
10 3 (2.65%) Snowflake Schema
Development Applications
1 16 (14.16%) Git (software)
2 12 (10.62%) JIRA
3 8 (7.08%) Android Studio
3 8 (7.08%) Ant
3 8 (7.08%) Eclipse
3 8 (7.08%) Gradle
3 8 (7.08%) Jenkins
4 2 (1.77%) Oracle Forms
4 2 (1.77%) Team Foundation Server
5 1 (0.88%) Grunt
5 1 (0.88%) gulp
5 1 (0.88%) Subversion
General
1 39 (34.51%) Finance
2 7 (6.19%) Banking
3 5 (4.42%) Games
4 2 (1.77%) Advertising
4 2 (1.77%) Legal
4 2 (1.77%) Telecoms
5 1 (0.88%) Back Office
5 1 (0.88%) Financial Institution
5 1 (0.88%) Front Office
5 1 (0.88%) Manufacturing
5 1 (0.88%) Marketing
Job Titles
1 42 (37.17%) Developer
2 19 (16.81%) Analyst
3 15 (13.27%) Java Developer
4 12 (10.62%) Lead Developer
5 11 (9.73%) DevOps Engineer
5 11 (9.73%) Lead DevOps
5 11 (9.73%) Lead DevOps Engineer
6 8 (7.08%) Android Developer
6 8 (7.08%) Lead Android Developer
6 8 (7.08%) Software Engineer
7 7 (6.19%) .NET Developer
7 7 (6.19%) Business Analyst
7 7 (6.19%) Lead Software Engineer
7 7 (6.19%) Machine Learning Engineer
7 7 (6.19%) Senior Developer
7 7 (6.19%) Software Developer
8 6 (5.31%) Agile Business Analyst
8 6 (5.31%) Consultant
9 5 (4.42%) Business Consultant
9 5 (4.42%) Senior Software Developer
Libraries, Frameworks & Software Standards
1 18 (15.93%) REST
2 13 (11.50%) .NET
3 9 (7.96%) HTML
3 9 (7.96%) Web Services
4 8 (7.08%) .NET Framework
4 8 (7.08%) Akka
4 8 (7.08%) Android SDK
4 8 (7.08%) ASP.NET
4 8 (7.08%) ASP.NET Web API
4 8 (7.08%) CSS
4 8 (7.08%) Dagger
4 8 (7.08%) Entity Framework
4 8 (7.08%) RabbitMQ
4 8 (7.08%) Retrofit
4 8 (7.08%) RxJava
4 8 (7.08%) WCF
5 6 (5.31%) AngularJS
5 6 (5.31%) J2EE
6 5 (4.42%) RESTful
7 4 (3.54%) React
Miscellaneous
1 13 (11.50%) Analytical Skills
2 12 (10.62%) Over-the-Top Content
2 12 (10.62%) STB
2 12 (10.62%) User Experience
3 6 (5.31%) Algorithms
4 5 (4.42%) Computer Science
5 4 (3.54%) Greenfield Project
5 4 (3.54%) IPTV
5 4 (3.54%) Management Information System
5 4 (3.54%) Video on Demand
6 2 (1.77%) IVR
7 1 (0.88%) Credit Risk
7 1 (0.88%) Data Structures
7 1 (0.88%) e-Learning
7 1 (0.88%) FMCG
7 1 (0.88%) Foreign Exchange (FX)
7 1 (0.88%) Handset
7 1 (0.88%) Mainframe
7 1 (0.88%) Renewable Energy
7 1 (0.88%) SCORM
Operating Systems
1 8 (7.08%) Android
2 3 (2.65%) Windows
3 1 (0.88%) Linux
3 1 (0.88%) Unix
3 1 (0.88%) Windows 10
3 1 (0.88%) Windows 7
3 1 (0.88%) Windows Server
3 1 (0.88%) Windows Server 2008
Processes & Methodologies
1 61 (53.98%) Agile Software Development
2 38 (33.63%) Business Intelligence
3 36 (31.86%) Data Analytics
4 22 (19.47%) Microservices
5 18 (15.93%) DevOps
6 17 (15.04%) Machine Learning
7 16 (14.16%) Mentoring
7 16 (14.16%) Scrum
7 16 (14.16%) TDD
7 16 (14.16%) Use Case
8 13 (11.50%) Software Engineering
9 12 (10.62%) Continuous Integration
10 11 (9.73%) SOA
10 11 (9.73%) User Acceptance Testing
10 11 (9.73%) Waterfall
11 10 (8.85%) ETL
12 9 (7.96%) Continuous Improvement
12 9 (7.96%) Data Modelling
12 9 (7.96%) Test Automation
12 9 (7.96%) User Stories
Programming Languages
1 35 (30.97%) Java
2 34 (30.09%) SQL
3 31 (27.43%) C#
4 21 (18.58%) Python
5 20 (17.70%) C++
6 8 (7.08%) JavaScript
6 8 (7.08%) Kotlin
6 8 (7.08%) Shell Script
7 4 (3.54%) PL/SQL
7 4 (3.54%) R
8 2 (1.77%) X++
9 1 (0.88%) Apex Code
9 1 (0.88%) C
9 1 (0.88%) HiveQL
9 1 (0.88%) Jython
9 1 (0.88%) MATLAB
9 1 (0.88%) Perl
9 1 (0.88%) Ruby
9 1 (0.88%) T-SQL
9 1 (0.88%) TypeScript
Qualifications
1 21 (18.58%) Degree
2 14 (12.39%) Computer Science Degree
3 4 (3.54%) PMI Certification
3 4 (3.54%) PMP
Quality Assurance & Compliance
1 7 (6.19%) QA
2 4 (3.54%) Data Quality
3 1 (0.88%) SLA
System Software
1 1 (0.88%) Active Directory
Vendors
1 19 (16.81%) Microsoft
2 15 (13.27%) Oracle
3 11 (9.73%) SAP
4 8 (7.08%) Google
5 5 (4.42%) Epicor
5 5 (4.42%) IFS
5 5 (4.42%) Infor
5 5 (4.42%) Sage
6 3 (2.65%) Tableau
7 2 (1.77%) Avaya
7 2 (1.77%) Informatica
7 2 (1.77%) JD Edwards
7 2 (1.77%) Lotus
7 2 (1.77%) PeopleSoft
7 2 (1.77%) TIBCO
8 1 (0.88%) Cisco
8 1 (0.88%) Cognos
8 1 (0.88%) MicroStrategy
8 1 (0.88%) Remedy
8 1 (0.88%) Salesforce.com