Period
to 18 November 2019

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 18 November 2019 with a comparison to the same period in the previous 2 years.

Analytics
Scotland > Glasgow
6 months to
18 Nov 2019
Same period 2018 Same period 2017
Rank 53 40 53
Rank change year-on-year -13 +13 +1
Permanent jobs citing Analytics 87 146 113
As % of all permanent IT jobs advertised in Glasgow 4.94% 6.96% 4.94%
As % of the Processes & Methodologies category 5.26% 7.39% 5.32%
Number of salaries quoted 59 113 62
Glasgow median annual salary £50,000 £47,500 £47,500
Median salary % change year-on-year +5.26% - +2.15%
10th Percentile £27,650 £26,250 £31,938
90th Percentile £72,500 £70,000 £75,000
Scotland median annual salary £47,000 £46,500 £42,500
% change year-on-year +1.08% +9.41% -7.61%

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 1,655 1,976 2,125
As % of all permanent IT jobs advertised in Glasgow 93.93% 94.14% 92.96%
Number of salaries quoted 1,126 1,426 1,361
Glasgow median annual salary £45,000 £47,500 £47,500
Median salary % change year-on-year -5.26% - +11.76%
10th Percentile £31,250 £31,175 £31,500
90th Percentile £65,000 £65,000 £67,500
Scotland median annual salary £45,000 £45,000 £44,500
% change year-on-year - +1.12% +2.30%

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 18 November 2019.

Salary histogram for Analytics in Glasgow

For the 6 months to 18 November 2019, 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 34 (39.08%) SQL
2 33 (37.93%) Big Data
3 31 (35.63%) Business Intelligence
4 25 (28.74%) Software Engineering
5 24 (27.59%) Data Analysis
5 24 (27.59%) Python
5 24 (27.59%) Data Science
6 23 (26.44%) Analytical Skills
7 21 (24.14%) Degree
8 19 (21.84%) Azure
8 19 (21.84%) Agile Software Development
9 18 (20.69%) SAP
10 17 (19.54%) Visualisation
11 16 (18.39%) User Experience
11 16 (18.39%) JavaScript
11 16 (18.39%) Retail
12 15 (17.24%) Git (software)
13 14 (16.09%) Java
13 14 (16.09%) Data Visualisation
14 13 (14.94%) SDLC
14 13 (14.94%) Power BI
14 13 (14.94%) Power Platform
15 12 (13.79%) IT Strategy
15 12 (13.79%) NoSQL
15 12 (13.79%) Machine Learning
15 12 (13.79%) Enterprise Software
15 12 (13.79%) SQL Server
15 12 (13.79%) Middleware
15 12 (13.79%) Enterprise Architecture
16 11 (12.64%) Hadoop

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 10 (11.49%) Jupyter
1 10 (11.49%) SAS
2 9 (10.34%) Apache Spark
3 3 (3.45%) Apache
4 2 (2.30%) CMS
4 2 (2.30%) Elasticsearch
4 2 (2.30%) WebLogic
4 2 (2.30%) WordPress
5 1 (1.15%) Oracle Application Server
5 1 (1.15%) Tomcat
5 1 (1.15%) WebSphere
5 1 (1.15%) WebSphere Application Server
Applications
1 5 (5.75%) Microsoft Excel
2 1 (1.15%) Adobe Illustrator
2 1 (1.15%) Photoshop
Business Applications
1 8 (9.20%) SAP S/4HANA
2 1 (1.15%) Magento
2 1 (1.15%) Oracle EBS
2 1 (1.15%) SAP BPC
Cloud Services
1 19 (21.84%) Azure
2 13 (14.94%) Power Platform
3 10 (11.49%) Cloud Computing
4 6 (6.90%) Google Analytics
5 4 (4.60%) AWS
6 3 (3.45%) SaaS
7 2 (2.30%) GitHub
8 1 (1.15%) AdWords
8 1 (1.15%) GCP
8 1 (1.15%) IaaS
8 1 (1.15%) PaaS
Communications & Networking
1 10 (11.49%) Internet
2 2 (2.30%) Kerberos
3 1 (1.15%) DNS
3 1 (1.15%) HTTP
3 1 (1.15%) TCP/IP
Database & Business Intelligence
1 33 (37.93%) Big Data
2 13 (14.94%) Power BI
3 12 (13.79%) NoSQL
3 12 (13.79%) SQL Server
4 11 (12.64%) Hadoop
5 10 (11.49%) BusinessObjects Business Intelligence
5 10 (11.49%) Data Warehouse
6 8 (9.20%) MySQL
6 8 (9.20%) SAP HANA
7 7 (8.05%) Data Mining
8 5 (5.75%) Apache Hive
8 5 (5.75%) Data Lake
8 5 (5.75%) Relational Database
8 5 (5.75%) SQL Server Integration Services
9 4 (4.60%) RDBMS
9 4 (4.60%) SQL Server Analysis Services
10 3 (3.45%) HBase
10 3 (3.45%) SQL Server Reporting Services
11 2 (2.30%) Apache Cassandra
11 2 (2.30%) Parquet
Development Applications
1 15 (17.24%) Git (software)
2 7 (8.05%) Subversion
3 3 (3.45%) PostCSS
4 2 (2.30%) Ant
4 2 (2.30%) Eclipse
4 2 (2.30%) Gradle
4 2 (2.30%) JIRA
4 2 (2.30%) Sourcetree
5 1 (1.15%) IntelliJ
5 1 (1.15%) Jenkins
General
1 16 (18.39%) Retail
2 10 (11.49%) Finance
3 7 (8.05%) Telecoms
4 5 (5.75%) Marketing
5 2 (2.30%) Billing
5 2 (2.30%) Front Office
5 2 (2.30%) Multimedia
6 1 (1.15%) Advertising
6 1 (1.15%) Banking
6 1 (1.15%) Financial Institution
6 1 (1.15%) Games
6 1 (1.15%) Investment Banking
6 1 (1.15%) Manufacturing
Job Titles
1 23 (26.44%) Developer
2 16 (18.39%) Consultant
3 12 (13.79%) Applications Consultant
4 9 (10.34%) Data Scientist
5 7 (8.05%) Data Engineer
6 6 (6.90%) Analytics Consultant
6 6 (6.90%) Big Data Consultant
6 6 (6.90%) Data Consultant
7 5 (5.75%) Analyst
7 5 (5.75%) Architect
7 5 (5.75%) Big Data Engineer
7 5 (5.75%) Java Developer
7 5 (5.75%) Lead Developer
8 3 (3.45%) .NET Developer
8 3 (3.45%) Data Architect
8 3 (3.45%) Graduate
8 3 (3.45%) iOS Developer
8 3 (3.45%) SAP Consultant
8 3 (3.45%) Software Engineer
8 3 (3.45%) Support Engineer
Libraries, Frameworks & Software Standards
1 12 (13.79%) Middleware
2 10 (11.49%) HTML
2 10 (11.49%) TensorFlow
3 9 (10.34%) JSON
4 8 (9.20%) CSS
5 6 (6.90%) REST
5 6 (6.90%) XML
6 5 (5.75%) Natural Language Processing
7 4 (4.60%) .NET
7 4 (4.60%) JSP
7 4 (4.60%) Kafka
8 3 (3.45%) .NET Framework
8 3 (3.45%) Ajax
8 3 (3.45%) ASP.NET
8 3 (3.45%) CSS3
8 3 (3.45%) J2EE
8 3 (3.45%) Ruby on Rails
8 3 (3.45%) Sass
8 3 (3.45%) Servlets
8 3 (3.45%) Spring
Miscellaneous
1 23 (26.44%) Analytical Skills
2 16 (18.39%) User Experience
3 12 (13.79%) Enterprise Software
4 10 (11.49%) Internet of Things
5 7 (8.05%) Algorithms
6 2 (2.30%) Credit Risk
6 2 (2.30%) Management Information System
6 2 (2.30%) Market Risk
6 2 (2.30%) Mobile App
6 2 (2.30%) Video\Live Streaming
7 1 (1.15%) Analytical Mindset
7 1 (1.15%) BBC
7 1 (1.15%) Blog
7 1 (1.15%) Data Structures
7 1 (1.15%) Equities
7 1 (1.15%) Fixed Income
7 1 (1.15%) Foreign Exchange (FX)
7 1 (1.15%) Photography
7 1 (1.15%) SCADA
7 1 (1.15%) Social Media
Operating Systems
1 7 (8.05%) Linux
2 6 (6.90%) Windows
3 4 (4.60%) Apple iOS
4 2 (2.30%) Android
4 2 (2.30%) Red Hat Enterprise Linux
5 1 (1.15%) AIX
5 1 (1.15%) SUSE Linux Enterprise Server
5 1 (1.15%) Ubuntu
5 1 (1.15%) Unix
5 1 (1.15%) Windows 10
5 1 (1.15%) Windows Server
Processes & Methodologies
1 31 (35.63%) Business Intelligence
2 25 (28.74%) Software Engineering
3 24 (27.59%) Data Analysis
3 24 (27.59%) Data Science
4 19 (21.84%) Agile Software Development
5 17 (19.54%) Visualisation
6 14 (16.09%) Data Visualisation
7 13 (14.94%) SDLC
8 12 (13.79%) Enterprise Architecture
8 12 (13.79%) IT Strategy
8 12 (13.79%) Machine Learning
9 9 (10.34%) Business Analytics
10 8 (9.20%) Data Privacy
10 8 (9.20%) ETL
10 8 (9.20%) TDD
11 7 (8.05%) Collaborative Working
11 7 (8.05%) Continuous Integration
11 7 (8.05%) Data Analytics
11 7 (8.05%) Data Engineering
11 7 (8.05%) Quantitative Analysis
Programming Languages
1 34 (39.08%) SQL
2 24 (27.59%) Python
3 16 (18.39%) JavaScript
4 14 (16.09%) Java
5 10 (11.49%) C#
6 9 (10.34%) R
7 5 (5.75%) Scala
8 4 (4.60%) Apple Swift
9 3 (3.45%) ES6
9 3 (3.45%) Ruby
10 2 (2.30%) ABAP
10 2 (2.30%) Objective-C
11 1 (1.15%) C
11 1 (1.15%) C++
11 1 (1.15%) Java 8
11 1 (1.15%) MATLAB
11 1 (1.15%) PL/SQL
11 1 (1.15%) PowerShell
11 1 (1.15%) Shell Script
11 1 (1.15%) T-SQL
Qualifications
1 21 (24.14%) Degree
2 8 (9.20%) SAP Certification
3 3 (3.45%) Computer Science Degree
4 2 (2.30%) AWS Certification
5 1 (1.15%) PhD
5 1 (1.15%) PMI Certification
5 1 (1.15%) PMP
Quality Assurance & Compliance
1 9 (10.34%) QA
2 1 (1.15%) GDPR
2 1 (1.15%) ISO/IEC 27001
2 1 (1.15%) Sarbanes-Oxley
2 1 (1.15%) SLA
System Software
1 1 (1.15%) Active Directory
1 1 (1.15%) Hyper-V
1 1 (1.15%) VMware Infrastructure
1 1 (1.15%) vSphere
Systems Management
1 1 (1.15%) Hadoop YARN
1 1 (1.15%) OSSEC
1 1 (1.15%) WMI
1 1 (1.15%) ZABBIX
Vendors
1 18 (20.69%) SAP
2 10 (11.49%) MicroStrategy
3 7 (8.05%) Oracle
4 6 (6.90%) Google
5 5 (5.75%) Tableau
6 4 (4.60%) Microsoft
7 3 (3.45%) Apple
8 2 (2.30%) Databricks
8 2 (2.30%) Facebook
8 2 (2.30%) Red Hat
9 1 (1.15%) Adobe
9 1 (1.15%) BT
9 1 (1.15%) Citrix
9 1 (1.15%) Concur
9 1 (1.15%) Hyperion
9 1 (1.15%) Kaspersky
9 1 (1.15%) Openreach
9 1 (1.15%) Trend Micro
9 1 (1.15%) VMware