Period
to 19 October 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 19 October 2018 with a comparison to the same period in the previous 2 years.

Analytics
Scotland > Glasgow
6 months to
19 Oct 2018
Same period 2017 Same period 2016
Rank 38 70 53
Rank change year-on-year +32 -17 +10
Permanent jobs citing Analytics 152 83 113
As % of all permanent IT jobs advertised in Glasgow 6.95% 3.71% 4.98%
As % of the Processes & Methodologies category 7.36% 4.03% 5.29%
Number of salaries quoted 114 39 43
Glasgow median annual salary £47,500 £40,000 £47,500
Median salary % change year-on-year +18.75% -15.79% -15.93%
10th Percentile £26,400 £25,000 £27,600
90th Percentile £70,000 £75,000 £70,250
Scotland median annual salary £46,500 £40,000 £45,000
% change year-on-year +16.25% -11.11% -11.33%

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 2,064 2,061 2,137
As % of all permanent IT jobs advertised in Glasgow 94.33% 92.17% 94.27%
Number of salaries quoted 1,513 1,333 1,131
Glasgow median annual salary £47,500 £45,000 £42,500
Median salary % change year-on-year +5.56% +5.88% -
10th Percentile £31,250 £31,250 £27,750
90th Percentile £65,000 £67,500 £60,000
Scotland median annual salary £45,500 £44,000 £44,000
% change year-on-year +3.41% - +3.53%

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 19 October 2018.

Salary histogram for Analytics in Glasgow

For the 6 months to 19 October 2018, IT jobs citing Analytics also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Glasgow region with a requirement for Analytics.

1 69 (45.39%) SQL
2 64 (42.11%) Agile Software Development
3 52 (34.21%) Java
4 41 (26.97%) Analytical Skills
5 40 (26.32%) QA
6 38 (25.00%) Python
7 35 (23.03%) Software Engineering
7 35 (23.03%) Git (software)
8 30 (19.74%) Test Automation
8 30 (19.74%) OO
9 29 (19.08%) Data Warehouse
9 29 (19.08%) Big Data
10 28 (18.42%) Jenkins
11 27 (17.76%) Business Intelligence
11 27 (17.76%) Microsoft
12 26 (17.11%) SDLC
13 25 (16.45%) JavaScript
14 24 (15.79%) Finance
15 23 (15.13%) SQL Server
15 23 (15.13%) TDD
15 23 (15.13%) QlikView
16 22 (14.47%) Degree
16 22 (14.47%) C#
16 22 (14.47%) Collaborative Working
17 21 (13.82%) Problem-Solving
17 21 (13.82%) XML
18 20 (13.16%) Unix
18 20 (13.16%) Oracle
18 20 (13.16%) Data Modelling
19 19 (12.50%) Algorithms

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 18 (11.84%) Apache Spark
2 9 (5.92%) SAS
3 6 (3.95%) Apache Pig
4 1 (0.66%) Apache Solr
4 1 (0.66%) JBoss
4 1 (0.66%) SharePoint
4 1 (0.66%) WebLogic
4 1 (0.66%) WebSphere
Applications
1 10 (6.58%) Microsoft Office
2 6 (3.95%) Microsoft Excel
3 4 (2.63%) Microsoft PowerPoint
4 1 (0.66%) MS Visio
4 1 (0.66%) Spreadsheet
Business Applications
1 2 (1.32%) Cognos TM1
2 1 (0.66%) Cognos Business Intelligence
2 1 (0.66%) Salesforce.com CRM
2 1 (0.66%) SAP HR
Cloud Services
1 17 (11.18%) Microsoft Azure
2 15 (9.87%) Amazon AWS
3 7 (4.61%) PaaS
4 6 (3.95%) Amazon EMR
5 4 (2.63%) Google Analytics
6 3 (1.97%) Apigee
7 2 (1.32%) Azure Data Factory
7 2 (1.32%) Firebase
7 2 (1.32%) Office 365
8 1 (0.66%) AWS Lambda
8 1 (0.66%) Google Cloud Platform
8 1 (0.66%) Serverless
Communications & Networking
1 2 (1.32%) WebEx
2 1 (0.66%) DNS
2 1 (0.66%) TCP/IP
Database & Business Intelligence
1 29 (19.08%) Big Data
1 29 (19.08%) Data Warehouse
2 23 (15.13%) QlikView
2 23 (15.13%) SQL Server
3 18 (11.84%) Relational Database
4 15 (9.87%) Qlik Sense
4 15 (9.87%) SQL Server Integration Services
5 13 (8.55%) Hadoop
6 11 (7.24%) NoSQL
6 11 (7.24%) RDBMS
7 10 (6.58%) Apache Hive
8 9 (5.92%) Data Mining
8 9 (5.92%) MySQL
9 8 (5.26%) Apache Cassandra
10 7 (4.61%) Amazon Redshift
10 7 (4.61%) BusinessObjects
11 6 (3.95%) Data Lake
11 6 (3.95%) Sqoop
12 5 (3.29%) IBM InfoSphere
12 5 (3.29%) Spotfire
Development Applications
1 35 (23.03%) Git (software)
2 28 (18.42%) Jenkins
3 18 (11.84%) Maven
3 18 (11.84%) Subversion
4 12 (7.89%) Selenium
4 12 (7.89%) SpecFlow
5 10 (6.58%) Cucumber
5 10 (6.58%) Eclipse
5 10 (6.58%) IntelliJ
6 9 (5.92%) TeamCity
7 8 (5.26%) Ant
8 7 (4.61%) Appium
8 7 (4.61%) Bitbucket
8 7 (4.61%) FitNesse
8 7 (4.61%) JIRA
8 7 (4.61%) Visual Studio
9 6 (3.95%) Artifactory
9 6 (3.95%) JUnit
10 5 (3.29%) Team Foundation Server
10 5 (3.29%) WebDriver
General
1 24 (15.79%) Finance
2 5 (3.29%) Retail
3 4 (2.63%) Banking
3 4 (2.63%) Games
4 3 (1.97%) Manufacturing
4 3 (1.97%) Marketing
5 2 (1.32%) Advertising
5 2 (1.32%) French Language
5 2 (1.32%) German Language
5 2 (1.32%) Investment Banking
5 2 (1.32%) Law
5 2 (1.32%) Spanish Language
6 1 (0.66%) Back Office
6 1 (0.66%) Billing
6 1 (0.66%) Financial Institution
6 1 (0.66%) Local Government
Job Titles
1 39 (25.66%) Developer
2 22 (14.47%) Analyst
3 14 (9.21%) Software Engineer
4 13 (8.55%) Team Leader
5 11 (7.24%) Java Developer
6 10 (6.58%) Test Engineer
7 9 (5.92%) Consultant
7 9 (5.92%) QlikView Developer
8 7 (4.61%) Senior Developer
8 7 (4.61%) Software Test Engineer
8 7 (4.61%) Technical Leader
9 6 (3.95%) AWS Consultant
9 6 (3.95%) Development Engineer
9 6 (3.95%) Development Manager
9 6 (3.95%) DevOps Engineer
9 6 (3.95%) Software Development Engineer
9 6 (3.95%) Support Analyst
9 6 (3.95%) Technical Development Manager
9 6 (3.95%) Technical Manager
9 6 (3.95%) Test Development Engineer
Libraries, Frameworks & Software Standards
1 21 (13.82%) XML
2 18 (11.84%) CSS
2 18 (11.84%) HTML
3 15 (9.87%) HTML5
3 15 (9.87%) RESTful
4 14 (9.21%) Web Services
5 12 (7.89%) .NET
5 12 (7.89%) Hibernate
5 12 (7.89%) Spring
6 11 (7.24%) J2EE
7 10 (6.58%) AngularJS
7 10 (6.58%) JSON
8 8 (5.26%) Ajax
9 7 (4.61%) .NET Framework
9 7 (4.61%) CSS3
9 7 (4.61%) EJB
9 7 (4.61%) JSP
9 7 (4.61%) Servlets
10 6 (3.95%) REST
11 5 (3.29%) React
Miscellaneous
1 41 (26.97%) Analytical Skills
2 19 (12.50%) Algorithms
3 17 (11.18%) Computer Science
3 17 (11.18%) Enterprise Software
4 14 (9.21%) Data Structures
5 11 (7.24%) User Experience
6 8 (5.26%) Self-Motivation
7 7 (4.61%) Management Information System
8 4 (2.63%) Equity Derivative
8 4 (2.63%) Reference Data
9 2 (1.32%) Analytical Mindset
9 2 (1.32%) Cloud Native
9 2 (1.32%) Mainframe
9 2 (1.32%) Mobile App
10 1 (0.66%) Fintech
10 1 (0.66%) Greenfield Project
10 1 (0.66%) Robotics
10 1 (0.66%) Virtual Team
Operating Systems
1 20 (13.16%) Unix
2 16 (10.53%) Linux
3 13 (8.55%) Windows
4 6 (3.95%) Android
4 6 (3.95%) Apple iOS
5 1 (0.66%) Windows 10
Processes & Methodologies
1 64 (42.11%) Agile Software Development
2 35 (23.03%) Software Engineering
3 30 (19.74%) OO
3 30 (19.74%) Test Automation
4 27 (17.76%) Business Intelligence
5 26 (17.11%) SDLC
6 23 (15.13%) TDD
7 22 (14.47%) Collaborative Working
8 21 (13.82%) Problem-Solving
9 20 (13.16%) Data Modelling
10 19 (12.50%) Visualisation
11 18 (11.84%) Data Analytics
11 18 (11.84%) ETL
12 17 (11.18%) Continuous Improvement
12 17 (11.18%) Root Cause Analysis
13 16 (10.53%) Data Visualisation
14 14 (9.21%) Data Analysis
14 14 (9.21%) Mentoring
14 14 (9.21%) Multithreaded Programming
14 14 (9.21%) Multithreading
Programming Languages
1 69 (45.39%) SQL
2 52 (34.21%) Java
3 38 (25.00%) Python
4 25 (16.45%) JavaScript
5 22 (14.47%) C#
6 12 (7.89%) R
7 10 (6.58%) Bash Shell
7 10 (6.58%) T-SQL
8 5 (3.29%) PL/SQL
8 5 (3.29%) PowerShell
8 5 (3.29%) TypeScript
9 4 (2.63%) C++
10 3 (1.97%) Scala
10 3 (1.97%) Shell Script
11 2 (1.32%) Apple Swift
11 2 (1.32%) C
11 2 (1.32%) Objective-C
12 1 (0.66%) Go
12 1 (0.66%) Ruby
12 1 (0.66%) VB
Qualifications
1 22 (14.47%) Degree
2 10 (6.58%) Computer Science Degree
3 3 (1.97%) ISEB
3 3 (1.97%) ISTQB
3 3 (1.97%) ISTQB Foundation Certification
3 3 (1.97%) PhD
4 1 (0.66%) CISA
4 1 (0.66%) ISACA
4 1 (0.66%) ITIL Certification
4 1 (0.66%) MCP
4 1 (0.66%) Microsoft Certification
4 1 (0.66%) Numerate Degree
Quality Assurance & Compliance
1 40 (26.32%) QA
2 3 (1.97%) PMO
2 3 (1.97%) SLA
3 2 (1.32%) Data Quality
4 1 (0.66%) GAAP
System Software
1 9 (5.92%) HDFS
2 6 (3.95%) Docker
3 1 (0.66%) VMware Infrastructure
3 1 (0.66%) vSphere
Systems Management
1 8 (5.26%) Ansible
2 6 (3.95%) Oozie
2 6 (3.95%) Opscode Chef
2 6 (3.95%) Puppet
3 1 (0.66%) Capistrano
3 1 (0.66%) Single Sign-On
3 1 (0.66%) WMI
Vendors
1 27 (17.76%) Microsoft
2 20 (13.16%) Oracle
3 17 (11.18%) Tableau
4 16 (10.53%) Cognos
5 10 (6.58%) Informatica
6 6 (3.95%) MicroStrategy
7 5 (3.29%) IBM
7 5 (3.29%) Netezza
7 5 (3.29%) Talend
7 5 (3.29%) Vertica
8 4 (2.63%) Cloudera
8 4 (2.63%) Google
8 4 (2.63%) Salesforce.com
8 4 (2.63%) SAP
8 4 (2.63%) Splunk
8 4 (2.63%) Verint
9 3 (1.97%) Twitter
10 2 (1.32%) Apple
10 2 (1.32%) Avaya
10 2 (1.32%) VMware