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

Analytics
Scotland > Glasgow
6 months to
19 Jul 2018
Same period 2017 Same period 2016
Rank 59 66 66
Rank change year-on-year +7 0 0
Permanent jobs citing Analytics 126 90 114
As % of all permanent IT jobs advertised in Glasgow 5.19% 4.08% 4.39%
As % of the Processes & Methodologies category 5.49% 4.39% 4.70%
Number of salaries quoted 85 42 34
Glasgow median annual salary £45,000 £35,500 £47,500
Median salary % change year-on-year +26.76% -25.26% -13.64%
10th Percentile £30,000 £25,000 £27,500
90th Percentile £67,000 £75,000 £61,250
Scotland median annual salary £45,000 £42,500 £52,500
% change year-on-year +5.88% -19.05% +5.00%

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 2,293 2,050 2,426
As % of all permanent IT jobs advertised in Glasgow 94.44% 92.89% 93.45%
Number of salaries quoted 1,671 1,257 1,339
Glasgow median annual salary £47,500 £45,000 £42,500
Median salary % change year-on-year +5.56% +5.88% -2.86%
10th Percentile £31,100 £29,750 £27,750
90th Percentile £69,250 £70,000 £62,500
Scotland median annual salary £45,000 £45,000 £45,000

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 July 2018.

Salary histogram for Analytics in Glasgow

For the 6 months to 19 July 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 78 (61.90%) SQL
2 48 (38.10%) Agile Software Development
3 44 (34.92%) Microsoft
4 40 (31.75%) Java
5 38 (30.16%) Business Intelligence
6 32 (25.40%) Data Warehouse
7 28 (22.22%) ETL
7 28 (22.22%) Big Data
8 25 (19.84%) Data Analytics
8 25 (19.84%) Oracle
9 24 (19.05%) Microsoft Azure
10 23 (18.25%) Data Analysis
11 21 (16.67%) Software Engineering
11 21 (16.67%) SQL Server Integration Services
11 21 (16.67%) Degree
11 21 (16.67%) Analytical Skills
12 20 (15.87%) SQL Server
13 19 (15.08%) Python
13 19 (15.08%) Finance
13 19 (15.08%) Computer Science
13 19 (15.08%) Machine Learning
14 18 (14.29%) QlikView
15 17 (13.49%) Data Mining
15 17 (13.49%) Data Science
16 15 (11.90%) TDD
16 15 (11.90%) R
17 14 (11.11%) User Experience
17 14 (11.11%) Git (software)
17 14 (11.11%) C#
18 13 (10.32%) .NET

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 (7.94%) SAS
2 7 (5.56%) Apache Spark
3 6 (4.76%) Apache Pig
4 3 (2.38%) SharePoint
5 2 (1.59%) Confluence
6 1 (0.79%) Mattermost
6 1 (0.79%) WordPress
Applications
1 6 (4.76%) Microsoft Excel
2 5 (3.97%) Microsoft Office
3 3 (2.38%) Microsoft PowerPoint
4 1 (0.79%) Adobe Illustrator
4 1 (0.79%) Microsoft Project
4 1 (0.79%) MS Visio
4 1 (0.79%) Photoshop
Business Applications
1 1 (0.79%) Cognos Business Intelligence
1 1 (0.79%) Cognos TM1
1 1 (0.79%) Dynamics CRM
1 1 (0.79%) Salesforce.com CRM
1 1 (0.79%) SAP HR
Cloud Services
1 24 (19.05%) Microsoft Azure
2 13 (10.32%) Amazon AWS
3 11 (8.73%) Azure Data Factory
3 11 (8.73%) Cloud Computing
4 6 (4.76%) Amazon EMR
4 6 (4.76%) PaaS
5 3 (2.38%) Amazon SQS
5 3 (2.38%) Google Cloud Platform
6 2 (1.59%) Google Analytics
7 1 (0.79%) AdWords
7 1 (0.79%) Amazon Kinesis
7 1 (0.79%) AWS CloudFormation
7 1 (0.79%) AWS Lambda
7 1 (0.79%) Dynamics 365
7 1 (0.79%) Office 365
7 1 (0.79%) Serverless
Communications & Networking
1 5 (3.97%) HTTP
2 4 (3.17%) CTI
2 4 (3.17%) LAN
2 4 (3.17%) WAN
3 2 (1.59%) Internet
4 1 (0.79%) DNS
4 1 (0.79%) Ethernet
4 1 (0.79%) Firewall
4 1 (0.79%) Intranet
4 1 (0.79%) Kerberos
Database & Business Intelligence
1 32 (25.40%) Data Warehouse
2 28 (22.22%) Big Data
3 21 (16.67%) SQL Server Integration Services
4 20 (15.87%) SQL Server
5 18 (14.29%) QlikView
6 17 (13.49%) Data Mining
7 13 (10.32%) Power BI
8 12 (9.52%) Hadoop
9 11 (8.73%) Data Lake
10 9 (7.14%) BusinessObjects
11 8 (6.35%) IBM InfoSphere
11 8 (6.35%) NoSQL
11 8 (6.35%) OLTP
11 8 (6.35%) Spotfire
12 7 (5.56%) Amazon Redshift
12 7 (5.56%) Apache Hive
13 6 (4.76%) Qlik Sense
13 6 (4.76%) SQL Server Analysis Services
13 6 (4.76%) SQL Server Reporting Services
13 6 (4.76%) Sqoop
Development Applications
1 14 (11.11%) Git (software)
2 9 (7.14%) Jenkins
3 6 (4.76%) Cucumber
3 6 (4.76%) SpecFlow
4 5 (3.97%) MSTest
4 5 (3.97%) NUnit
4 5 (3.97%) Team Foundation Server
5 4 (3.17%) Oracle Forms
5 4 (3.17%) Selenium
6 3 (2.38%) Hudson
6 3 (2.38%) JBehave
6 3 (2.38%) JIRA
6 3 (2.38%) JUnit
6 3 (2.38%) Maven
6 3 (2.38%) Mockito
6 3 (2.38%) Spock
6 3 (2.38%) TeamCity
7 2 (1.59%) Karma Test Runner
7 2 (1.59%) Visual Studio
7 2 (1.59%) webpack
General
1 19 (15.08%) Finance
2 8 (6.35%) Banking
3 7 (5.56%) Investment Banking
4 5 (3.97%) Advertising
5 4 (3.17%) Marketing
6 3 (2.38%) Games
6 3 (2.38%) Law
6 3 (2.38%) Retail
7 2 (1.59%) Manufacturing
8 1 (0.79%) Back Office
8 1 (0.79%) Financial Institution
8 1 (0.79%) Private Banking
Job Titles
1 29 (23.02%) Developer
2 16 (12.70%) Analyst
3 12 (9.52%) Consultant
3 12 (9.52%) Java Developer
3 12 (9.52%) Software Engineer
4 10 (7.94%) Data Scientist
4 10 (7.94%) Software Developer
5 8 (6.35%) Data Warehouse Developer
5 8 (6.35%) Test Engineer
6 7 (5.56%) Architect
6 7 (5.56%) Business Intelligence Analyst
6 7 (5.56%) Data Consultant
6 7 (5.56%) Data Engineer
6 7 (5.56%) Software Test Engineer
7 6 (4.76%) AWS Consultant
7 6 (4.76%) Development Engineer
7 6 (4.76%) Software Development Engineer
7 6 (4.76%) Solutions Architect
7 6 (4.76%) Test Development Engineer
8 5 (3.97%) Support Analyst
Libraries, Frameworks & Software Standards
1 13 (10.32%) .NET
1 13 (10.32%) Web Services
2 11 (8.73%) AngularJS
2 11 (8.73%) CSS
2 11 (8.73%) HTML
3 9 (7.14%) .NET Framework
3 9 (7.14%) REST
4 8 (6.35%) Entity Framework
4 8 (6.35%) jQuery
5 6 (4.76%) ASP.NET
6 5 (3.97%) Hibernate
6 5 (3.97%) Spring
7 4 (3.17%) HTML5
7 4 (3.17%) JSON
7 4 (3.17%) SOAP
7 4 (3.17%) XML
8 3 (2.38%) NumPy
8 3 (2.38%) RabbitMQ
8 3 (2.38%) SciPy
8 3 (2.38%) WCF
Miscellaneous
1 21 (16.67%) Analytical Skills
2 19 (15.08%) Computer Science
3 14 (11.11%) User Experience
4 12 (9.52%) Algorithms
5 6 (4.76%) Self-Motivation
6 4 (3.17%) IVR
7 3 (2.38%) Cyberthreat
7 3 (2.38%) Data Structures
7 3 (2.38%) Driving Licence
8 2 (1.59%) Analytical Mindset
8 2 (1.59%) Cyber Kill Chain
8 2 (1.59%) Internet of Things
8 2 (1.59%) Management Information System
9 1 (0.79%) BBC
9 1 (0.79%) Clustering
9 1 (0.79%) Enterprise Software
9 1 (0.79%) Equities
9 1 (0.79%) Fixed Income
9 1 (0.79%) FMCG
9 1 (0.79%) Over-the-Top Content
Operating Systems
1 11 (8.73%) Unix
2 6 (4.76%) Windows
3 4 (3.17%) Windows Server 2008
3 4 (3.17%) Windows Server 2012
4 3 (2.38%) Linux
Processes & Methodologies
1 48 (38.10%) Agile Software Development
2 38 (30.16%) Business Intelligence
3 28 (22.22%) ETL
4 25 (19.84%) Data Analytics
5 23 (18.25%) Data Analysis
6 21 (16.67%) Software Engineering
7 19 (15.08%) Machine Learning
8 17 (13.49%) Data Science
9 15 (11.90%) TDD
10 13 (10.32%) BDD
10 13 (10.32%) OO
10 13 (10.32%) Visualisation
11 12 (9.52%) Artificial Intelligence
11 12 (9.52%) Software Delivery
11 12 (9.52%) Statistical Modelling
12 11 (8.73%) Problem-Solving
12 11 (8.73%) Test Automation
13 10 (7.94%) CRM
13 10 (7.94%) Data Transformation
13 10 (7.94%) Predictive Modelling
Programming Languages
1 78 (61.90%) SQL
2 40 (31.75%) Java
3 19 (15.08%) Python
4 15 (11.90%) R
5 14 (11.11%) C#
6 12 (9.52%) PL/SQL
7 8 (6.35%) T-SQL
8 7 (5.56%) JavaScript
9 5 (3.97%) TypeScript
10 2 (1.59%) C++
10 2 (1.59%) PHP
10 2 (1.59%) Scala
11 1 (0.79%) Bash Shell
11 1 (0.79%) C
11 1 (0.79%) Clojure
11 1 (0.79%) Lisp
11 1 (0.79%) MATLAB
11 1 (0.79%) Ruby
Qualifications
1 21 (16.67%) Degree
2 13 (10.32%) Computer Science Degree
3 2 (1.59%) A+ Certification
3 2 (1.59%) PhD
4 1 (0.79%) ACCA
4 1 (0.79%) CISA
4 1 (0.79%) ISACA
4 1 (0.79%) ISEB
4 1 (0.79%) ISTQB
4 1 (0.79%) ISTQB Foundation Certification
4 1 (0.79%) MCP
4 1 (0.79%) Microsoft Certification
4 1 (0.79%) PMI Certification
4 1 (0.79%) PMP
4 1 (0.79%) PRINCE2 Certification
Quality Assurance & Compliance
1 13 (10.32%) QA
2 4 (3.17%) Data Quality
3 2 (1.59%) PMO
4 1 (0.79%) GAAP
4 1 (0.79%) GDPR
System Software
1 8 (6.35%) HDFS
2 1 (0.79%) Active Directory
2 1 (0.79%) NFS
Systems Management
1 6 (4.76%) Oozie
2 5 (3.97%) Ansible
Vendors
1 44 (34.92%) Microsoft
2 25 (19.84%) Oracle
3 13 (10.32%) Informatica
4 10 (7.94%) MicroStrategy
5 9 (7.14%) Tableau
6 8 (6.35%) Netezza
6 8 (6.35%) Talend
7 7 (5.56%) Cognos
8 5 (3.97%) Google
8 5 (3.97%) Splunk
8 5 (3.97%) Vertica
9 4 (3.17%) Cisco
9 4 (3.17%) SAP
10 2 (1.59%) Cloudera
10 2 (1.59%) IBM
10 2 (1.59%) Salesforce.com
11 1 (0.79%) McAfee
11 1 (0.79%) Symantec
11 1 (0.79%) Twitter
11 1 (0.79%) Varonis