Period
to 20 January 2019

The table below looks at the prevalence of the term Analytical Skills in permanent job vacancies advertised in Glasgow. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytical Skills over the 6 months to 20 January 2019 with a comparison to the same period over the previous 2 years.

Analytical Skills
Scotland > Glasgow
6 months to
20 Jan 2019
Same period 2018 Same period 2017
Rank 24 33 22
Rank change year-on-year +9 -11 -6
Permanent jobs citing Analytical Skills 186 159 186
As % of all permanent IT jobs advertised in Glasgow 9.49% 7.22% 9.88%
As % of the Miscellaneous category 23.13% 20.03% 25.24%
Number of salaries quoted 113 95 105
Glasgow median annual salary £46,500 £45,000 £45,000
Median salary % change year-on-year +3.33% - -5.26%
10th Percentile £30,220 £31,875 £31,250
90th Percentile £69,300 £60,450 £60,000
Scotland median annual salary £45,500 £42,500 £45,000
% change year-on-year +7.06% -5.56% -

Analytical Skills is in the Generic IT Skills 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 generic IT skills.

All Generic IT Skills
Glasgow
Permanent vacancies with a requirement for generic IT skills 804 794 737
As % of all permanent IT jobs advertised in Glasgow 41.02% 36.07% 39.14%
Number of salaries quoted 550 511 429
Glasgow median annual salary £47,500 £47,500 £45,000
Median salary % change year-on-year - +5.56% +5.88%
10th Percentile £31,250 £32,000 £28,740
90th Percentile £65,000 £62,500 £58,250
Scotland median annual salary £47,500 £45,000 £44,625
% change year-on-year +5.56% +0.84% +5.00%

Analytical Skills
Job Vacancy Trend in Glasgow

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

Job vacancy trend for Analytical Skills in Glasgow

Analytical Skills
Salary Trend in Glasgow

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

Salary trend for Analytical Skills in Glasgow

Analytical Skills
Salary Histogram in Glasgow

The salary distribution of IT jobs citing Analytical Skills in Glasgow over the 6 months to 20 January 2019.

Salary histogram for Analytical Skills in Glasgow

For the 6 months to 20 January 2019, IT jobs citing Analytical Skills 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 Analytical Skills.

1 90 (48.39%) Problem-Solving
2 69 (37.10%) Agile Software Development
3 64 (34.41%) SQL
4 55 (29.57%) Finance
5 52 (27.96%) Microsoft
6 49 (26.34%) Analytics
7 48 (25.81%) JavaScript
8 39 (20.97%) Java
9 34 (18.28%) Business Intelligence
9 34 (18.28%) Continuous Improvement
10 33 (17.74%) Python
11 29 (15.59%) Data Warehouse
12 27 (14.52%) Microsoft Office
12 27 (14.52%) SDLC
12 27 (14.52%) Visualisation
13 26 (13.98%) Microsoft Excel
13 26 (13.98%) Project Management
14 24 (12.90%) Stakeholder Management
14 24 (12.90%) Git (software)
14 24 (12.90%) Degree
14 24 (12.90%) Coaching
15 23 (12.37%) Data Modelling
15 23 (12.37%) CSS
15 23 (12.37%) HTML
16 22 (11.83%) ETL
16 22 (11.83%) Data Cleansing
16 22 (11.83%) Customer Requirements
17 21 (11.29%) Presales
17 21 (11.29%) ERP
17 21 (11.29%) Unix

Analytical Skills
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 9 (4.84%) SAS
2 7 (3.76%) IBM Notes
3 6 (3.23%) WebSphere
3 6 (3.23%) WebSphere Application Server
4 5 (2.69%) Apache Spark
4 5 (2.69%) SharePoint
5 4 (2.15%) CMS
5 4 (2.15%) Skype for Business
5 4 (2.15%) Tomcat
6 2 (1.08%) Apache
6 2 (1.08%) Confluence
6 2 (1.08%) IBM HTTP Server
6 2 (1.08%) IIS
6 2 (1.08%) JBoss
6 2 (1.08%) WebLogic
6 2 (1.08%) WebSphere Portal
6 2 (1.08%) WildFly
7 1 (0.54%) BizTalk Server
7 1 (0.54%) Blackberry Enterprise Server
7 1 (0.54%) MS Exchange
Applications
1 27 (14.52%) Microsoft Office
2 26 (13.98%) Microsoft Excel
3 9 (4.84%) Microsoft PowerPoint
4 1 (0.54%) Spreadsheet
4 1 (0.54%) SPSS
Business Applications
1 15 (8.06%) Dynamics CRM
2 11 (5.91%) Dynamics AX
3 5 (2.69%) Dynamics NAV
4 4 (2.15%) Magento
5 1 (0.54%) Remedy ITSM
Cloud Services
1 16 (8.60%) Dynamics 365
2 10 (5.38%) Microsoft Azure
3 9 (4.84%) SaaS
4 8 (4.30%) Amazon AWS
5 5 (2.69%) Serverless
6 4 (2.15%) Azure Functions
6 4 (2.15%) Office 365
6 4 (2.15%) Yammer
7 3 (1.61%) npm
8 2 (1.08%) PaaS
9 1 (0.54%) Google Cloud Platform
9 1 (0.54%) OpenShift
Communications & Networking
1 7 (3.76%) VPN
1 7 (3.76%) Wireless
2 4 (2.15%) Intranet
2 4 (2.15%) Skype
2 4 (2.15%) TCP/IP
3 2 (1.08%) Firewall
3 2 (1.08%) HTTP
3 2 (1.08%) Network Security
3 2 (1.08%) Remote Desktop
3 2 (1.08%) SSL
4 1 (0.54%) DHCP
4 1 (0.54%) DNS
4 1 (0.54%) DSL
4 1 (0.54%) Ethernet
4 1 (0.54%) HTTPS
4 1 (0.54%) Internet
4 1 (0.54%) Intrusion Detection
4 1 (0.54%) Kerberos
4 1 (0.54%) SAN
4 1 (0.54%) SSH
Database & Business Intelligence
1 29 (15.59%) Data Warehouse
2 17 (9.14%) SQL Server Integration Services
3 16 (8.60%) SQL Server
4 14 (7.53%) Power BI
4 14 (7.53%) QlikView
4 14 (7.53%) SQL Server Reporting Services
5 13 (6.99%) Qlik Sense
6 12 (6.45%) Big Data
7 10 (5.38%) Relational Database
8 9 (4.84%) SQL Server Analysis Services
9 8 (4.30%) Data Mining
10 7 (3.76%) MySQL
11 6 (3.23%) NoSQL
12 5 (2.69%) BusinessObjects
12 5 (2.69%) RDBMS
13 4 (2.15%) Data Lake
13 4 (2.15%) Hadoop
13 4 (2.15%) SQL Server 2012
14 3 (1.61%) Apache Hive
14 3 (1.61%) Oracle Database
Development Applications
1 24 (12.90%) Git (software)
2 20 (10.75%) Jenkins
3 10 (5.38%) Selenium
4 9 (4.84%) Appium
4 9 (4.84%) Cucumber
4 9 (4.84%) Subversion
5 8 (4.30%) FitNesse
5 8 (4.30%) JIRA
5 8 (4.30%) SpecFlow
5 8 (4.30%) Visual Studio
6 7 (3.76%) Eclipse
7 6 (3.23%) Maven
8 4 (2.15%) Xdebug
9 3 (1.61%) Ant
9 3 (1.61%) IntelliJ
9 3 (1.61%) webpack
10 2 (1.08%) Android Studio
10 2 (1.08%) FindBugs
10 2 (1.08%) Hudson
10 2 (1.08%) JUnit
General
1 55 (29.57%) Finance
2 18 (9.68%) Manufacturing
3 17 (9.14%) Banking
4 6 (3.23%) Telecoms
5 5 (2.69%) Corporate Banking
6 3 (1.61%) Retail
7 2 (1.08%) Investment Banking
8 1 (0.54%) Billing
8 1 (0.54%) Front Office
8 1 (0.54%) Law
8 1 (0.54%) Legal
8 1 (0.54%) Retail Banking
Job Titles
1 52 (27.96%) Developer
2 35 (18.82%) Analyst
3 17 (9.14%) Consultant
4 14 (7.53%) Development Manager
5 13 (6.99%) Digital Development Manager
6 12 (6.45%) QlikView Developer
7 11 (5.91%) Dynamics AX Consultant
7 11 (5.91%) ERP Consultant
7 11 (5.91%) Software Development Manager
7 11 (5.91%) Software Manager
8 9 (4.84%) Data Analyst
8 9 (4.84%) Data Scientist
8 9 (4.84%) Database Developer
8 9 (4.84%) Service Analyst
8 9 (4.84%) Service Desk Analyst
8 9 (4.84%) Team Leader
9 8 (4.30%) Architect
9 8 (4.30%) Software Engineer
10 7 (3.76%) Business Analyst
10 7 (3.76%) Senior Developer
Libraries, Frameworks & Software Standards
1 23 (12.37%) CSS
1 23 (12.37%) HTML
2 15 (8.06%) XML
3 14 (7.53%) HTML5
4 12 (6.45%) RESTful
4 12 (6.45%) Web Services
5 11 (5.91%) AngularJS
6 10 (5.38%) jQuery
7 9 (4.84%) JSON
8 8 (4.30%) Hibernate
8 8 (4.30%) Spring
9 7 (3.76%) REST
10 6 (3.23%) CSS3
11 5 (2.69%) J2EE
12 4 (2.15%) .NET
12 4 (2.15%) Entity Framework
12 4 (2.15%) JSP
12 4 (2.15%) LAMP
12 4 (2.15%) Middleware
12 4 (2.15%) NHibernate
Miscellaneous
1 20 (10.75%) Algorithms
2 16 (8.60%) Data Structures
3 11 (5.91%) Mobile App
4 9 (4.84%) Management Information System
5 8 (4.30%) Enterprise Software
6 4 (2.15%) Hybrid Cloud
7 3 (1.61%) Cloud Native
7 3 (1.61%) Equity Derivative
7 3 (1.61%) Reference Data
7 3 (1.61%) User Experience
8 2 (1.08%) Analytical Mindset
8 2 (1.08%) DataPower
8 2 (1.08%) FMCG
8 2 (1.08%) Mainframe
9 1 (0.54%) Greenfield Project
9 1 (0.54%) Replication
Operating Systems
1 21 (11.29%) Unix
2 15 (8.06%) Windows
3 11 (5.91%) Linux
4 10 (5.38%) Android
4 10 (5.38%) Apple iOS
5 4 (2.15%) Windows 7
6 2 (1.08%) AIX
6 2 (1.08%) Red Hat Enterprise Linux
6 2 (1.08%) Solaris
6 2 (1.08%) Windows Server
6 2 (1.08%) Windows Server 2003
7 1 (0.54%) Windows Server 2008
7 1 (0.54%) Windows Server 2012
Processes & Methodologies
1 90 (48.39%) Problem-Solving
2 69 (37.10%) Agile Software Development
3 49 (26.34%) Analytics
4 34 (18.28%) Business Intelligence
4 34 (18.28%) Continuous Improvement
5 27 (14.52%) SDLC
5 27 (14.52%) Visualisation
6 26 (13.98%) Project Management
7 24 (12.90%) Coaching
7 24 (12.90%) Stakeholder Management
8 23 (12.37%) Data Modelling
9 22 (11.83%) Customer Requirements
9 22 (11.83%) Data Cleansing
9 22 (11.83%) ETL
10 21 (11.29%) ERP
10 21 (11.29%) Migration
10 21 (11.29%) Presales
11 20 (10.75%) CRM
11 20 (10.75%) Data Migration
12 19 (10.22%) Risk Management
Programming Languages
1 64 (34.41%) SQL
2 48 (25.81%) JavaScript
3 39 (20.97%) Java
4 33 (17.74%) Python
5 16 (8.60%) T-SQL
6 13 (6.99%) C#
6 13 (6.99%) R
7 7 (3.76%) PHP
8 5 (2.69%) Bash Shell
8 5 (2.69%) Shell Script
9 4 (2.15%) TypeScript
10 3 (1.61%) C++
10 3 (1.61%) ES6
10 3 (1.61%) MATLAB
10 3 (1.61%) PL/SQL
11 2 (1.08%) Ruby
12 1 (0.54%) AWK
12 1 (0.54%) Korn
12 1 (0.54%) Perl
12 1 (0.54%) VB
Qualifications
1 24 (12.90%) Degree
2 7 (3.76%) ITIL Certification
3 3 (1.61%) CCNA
3 3 (1.61%) CCNP
3 3 (1.61%) Cisco Certification
3 3 (1.61%) ISEB
3 3 (1.61%) ISTQB
4 2 (1.08%) HND
4 2 (1.08%) ISTQB Foundation Certification
4 2 (1.08%) MCITP
4 2 (1.08%) MCSE
4 2 (1.08%) Microsoft Certification
4 2 (1.08%) PhD
5 1 (0.54%) CCSA
5 1 (0.54%) Check Point Certification
5 1 (0.54%) CISM
5 1 (0.54%) CISSP
5 1 (0.54%) Computer Science Degree
5 1 (0.54%) Master's Degree
5 1 (0.54%) Numerate Degree
Quality Assurance & Compliance
1 11 (5.91%) QA
2 8 (4.30%) SLA
3 7 (3.76%) Data Quality
4 1 (0.54%) GDPR
4 1 (0.54%) ISO/IEC 27001
4 1 (0.54%) PCI DSS
4 1 (0.54%) PMO
System Software
1 11 (5.91%) Active Directory
2 3 (1.61%) HDFS
3 1 (0.54%) Docker
3 1 (0.54%) NFS
3 1 (0.54%) Samba
3 1 (0.54%) Terminal Services
3 1 (0.54%) Tivoli Directory Server
3 1 (0.54%) Virtual Machines
3 1 (0.54%) Virtual Servers
3 1 (0.54%) VMware ESXi
3 1 (0.54%) VMware Infrastructure
3 1 (0.54%) XenApp
Systems Management
1 3 (1.61%) Systems Management Server (SMS)
2 2 (1.08%) SCCM
2 2 (1.08%) Tivoli
3 1 (0.54%) CA Single Sign-On
3 1 (0.54%) Norton AntiVirus
3 1 (0.54%) Symantec Endpoint Protection
3 1 (0.54%) Tivoli Identity Manager
Vendors
1 52 (27.96%) Microsoft
2 17 (9.14%) Tableau
3 13 (6.99%) Cognos
4 12 (6.45%) IBM
5 9 (4.84%) Cognizant
5 9 (4.84%) Oracle
6 7 (3.76%) Adobe
6 7 (3.76%) CA
6 7 (3.76%) Lotus
6 7 (3.76%) MicroStrategy
6 7 (3.76%) ServiceNow
7 6 (3.23%) SAP
8 5 (2.69%) CA Agile Central
9 4 (2.15%) Citrix
9 4 (2.15%) Xamarin
9 4 (2.15%) Zend
10 3 (1.61%) Symantec
10 3 (1.61%) VMware
11 2 (1.08%) Alteryx
11 2 (1.08%) Salesforce.com