Period
to 13 November 2018

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 13 November 2018 with a comparison to the same period over the previous 2 years.

Analytical Skills
Scotland > Glasgow
6 months to
13 Nov 2018
Same period 2017 Same period 2016
Rank 25 28 23
Rank change year-on-year +3 -5 -7
Permanent jobs citing Analytical Skills 212 184 207
As % of all permanent IT jobs advertised in Glasgow 9.86% 8.08% 9.40%
As % of the Miscellaneous category 23.74% 21.05% 21.65%
Number of salaries quoted 128 93 73
Glasgow median annual salary £46,500 £45,000 £50,000
Median salary % change year-on-year +3.33% -10.00% +9.29%
10th Percentile £29,750 £32,125 £31,200
90th Percentile £67,500 £61,000 £63,500
Scotland median annual salary £45,000 £42,500 £47,500
% change year-on-year +5.88% -10.53% +6.74%

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 893 874 956
As % of all permanent IT jobs advertised in Glasgow 41.52% 38.40% 43.40%
Number of salaries quoted 638 542 430
Glasgow median annual salary £47,500 £45,000 £42,500
Median salary % change year-on-year +5.56% +5.88% +1.19%
10th Percentile £30,000 £32,000 £27,500
90th Percentile £65,000 £74,750 £58,750
Scotland median annual salary £47,500 £44,000 £43,000
% change year-on-year +7.95% +2.33% +3.61%

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 13 November 2018.

Salary histogram for Analytical Skills in Glasgow

For the 6 months to 13 November 2018, 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 (42.45%) Problem-Solving
2 84 (39.62%) SQL
3 71 (33.49%) Agile Software Development
4 64 (30.19%) Finance
5 63 (29.72%) Microsoft
6 48 (22.64%) Java
6 48 (22.64%) JavaScript
7 47 (22.17%) Analytics
8 42 (19.81%) Business Intelligence
9 40 (18.87%) Python
10 34 (16.04%) Continuous Improvement
10 34 (16.04%) SDLC
11 33 (15.57%) Degree
12 31 (14.62%) Microsoft Office
13 29 (13.68%) Data Warehouse
14 28 (13.21%) Data Modelling
14 28 (13.21%) Visualisation
15 27 (12.74%) Git (software)
15 27 (12.74%) ETL
16 26 (12.26%) Microsoft Excel
16 26 (12.26%) CRM
16 26 (12.26%) Project Management
16 26 (12.26%) Coaching
17 25 (11.79%) Migration
18 24 (11.32%) Data Analysis
18 24 (11.32%) Software Engineering
18 24 (11.32%) SQL Server Integration Services
18 24 (11.32%) Unix
18 24 (11.32%) Data Migration
19 23 (10.85%) Jenkins

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 12 (5.66%) SharePoint
2 9 (4.25%) Skype for Business
3 8 (3.77%) IBM Notes
4 6 (2.83%) Apache Spark
5 5 (2.36%) Tomcat
6 4 (1.89%) SAS
7 3 (1.42%) Apache
7 3 (1.42%) IIS
7 3 (1.42%) WebSphere
7 3 (1.42%) WebSphere Application Server
8 2 (0.94%) BizTalk Server
8 2 (0.94%) GemFire
8 2 (0.94%) JBoss
8 2 (0.94%) Jupyter
9 1 (0.47%) Apache Pig
9 1 (0.47%) Confluence
9 1 (0.47%) WebLogic
9 1 (0.47%) WildFly
Applications
1 31 (14.62%) Microsoft Office
2 26 (12.26%) Microsoft Excel
3 6 (2.83%) Microsoft PowerPoint
4 2 (0.94%) MS Visio
5 1 (0.47%) Spreadsheet
5 1 (0.47%) SPSS
Business Applications
1 21 (9.91%) Dynamics CRM
2 10 (4.72%) Dynamics AX
3 5 (2.36%) Dynamics NAV
4 2 (0.94%) Oracle ERP
4 2 (0.94%) Oracle Payables
4 2 (0.94%) Oracle Procure-to-Pay
5 1 (0.47%) Primavera
Cloud Services
1 18 (8.49%) Dynamics 365
1 18 (8.49%) Microsoft Azure
2 10 (4.72%) Office 365
3 9 (4.25%) Azure Functions
3 9 (4.25%) Serverless
3 9 (4.25%) Yammer
4 8 (3.77%) Amazon AWS
5 5 (2.36%) PaaS
5 5 (2.36%) SaaS
6 3 (1.42%) npm
7 1 (0.47%) Amazon EMR
7 1 (0.47%) Cloud Computing
7 1 (0.47%) GitHub
7 1 (0.47%) Google Cloud Platform
7 1 (0.47%) IaaS
Communications & Networking
1 9 (4.25%) Intranet
1 9 (4.25%) Skype
2 8 (3.77%) VPN
2 8 (3.77%) Wireless
3 2 (0.94%) DNS
3 2 (0.94%) Internet
3 2 (0.94%) iSCSI
3 2 (0.94%) SSH
3 2 (0.94%) SSL
3 2 (0.94%) TCP/IP
4 1 (0.47%) CTI
4 1 (0.47%) DSL
4 1 (0.47%) Firewall
4 1 (0.47%) HTTPS
4 1 (0.47%) Kerberos
4 1 (0.47%) Network Security
4 1 (0.47%) SAN
4 1 (0.47%) VLAN
4 1 (0.47%) Wireshark
Database & Business Intelligence
1 29 (13.68%) Data Warehouse
2 24 (11.32%) SQL Server Integration Services
3 23 (10.85%) SQL Server Reporting Services
4 22 (10.38%) SQL Server
5 17 (8.02%) Power BI
6 15 (7.08%) QlikView
7 14 (6.60%) Big Data
7 14 (6.60%) Relational Database
7 14 (6.60%) SQL Server Analysis Services
8 13 (6.13%) Qlik Sense
8 13 (6.13%) SQL Server 2012
9 10 (4.72%) RDBMS
10 9 (4.25%) NoSQL
11 8 (3.77%) Data Mining
12 6 (2.83%) BusinessObjects
13 5 (2.36%) DB2
13 5 (2.36%) Hadoop
14 4 (1.89%) Apache Hive
14 4 (1.89%) Data Lake
14 4 (1.89%) Oracle Database
Development Applications
1 27 (12.74%) Git (software)
2 23 (10.85%) Jenkins
3 10 (4.72%) Selenium
3 10 (4.72%) Subversion
4 9 (4.25%) Appium
4 9 (4.25%) Cucumber
4 9 (4.25%) Maven
5 8 (3.77%) FitNesse
5 8 (3.77%) SpecFlow
5 8 (3.77%) Visual Studio
6 7 (3.30%) Eclipse
7 5 (2.36%) JIRA
8 4 (1.89%) Ant
8 4 (1.89%) Hudson
8 4 (1.89%) JUnit
9 3 (1.42%) ClearCase
9 3 (1.42%) MagicDraw
9 3 (1.42%) WebDriver
9 3 (1.42%) webpack
10 2 (0.94%) FindBugs
General
1 64 (30.19%) Finance
2 23 (10.85%) Banking
3 18 (8.49%) Manufacturing
4 6 (2.83%) Investment Banking
4 6 (2.83%) Telecoms
5 4 (1.89%) Retail
6 3 (1.42%) Corporate Banking
6 3 (1.42%) Law
7 2 (0.94%) Back Office
7 2 (0.94%) Marketing
8 1 (0.47%) Billing
8 1 (0.47%) Front Office
Job Titles
1 63 (29.72%) Developer
2 47 (22.17%) Analyst
3 21 (9.91%) Consultant
4 14 (6.60%) Database Developer
5 13 (6.13%) Data Analyst
5 13 (6.13%) Software Engineer
6 12 (5.66%) Business Analyst
6 12 (5.66%) SQL Developer
7 11 (5.19%) Development Manager
7 11 (5.19%) QlikView Developer
8 10 (4.72%) Digital Development Manager
8 10 (4.72%) Dynamics AX Consultant
8 10 (4.72%) Service Analyst
8 10 (4.72%) Service Desk Analyst
8 10 (4.72%) SharePoint Developer
9 9 (4.25%) Architect
9 9 (4.25%) ERP Consultant
10 8 (3.77%) Java Developer
10 8 (3.77%) Software Development Manager
10 8 (3.77%) Team Leader
Libraries, Frameworks & Software Standards
1 23 (10.85%) CSS
1 23 (10.85%) HTML
2 18 (8.49%) HTML5
3 17 (8.02%) AngularJS
3 17 (8.02%) Web Services
4 16 (7.55%) jQuery
4 16 (7.55%) XML
5 14 (6.60%) Spring
6 12 (5.66%) RESTful
7 10 (4.72%) CSS3
7 10 (4.72%) Hibernate
7 10 (4.72%) JSON
8 9 (4.25%) Twitter Bootstrap
9 7 (3.30%) REST
10 6 (2.83%) J2EE
11 5 (2.36%) .NET
11 5 (2.36%) .NET Framework
11 5 (2.36%) React
12 4 (1.89%) Entity Framework
12 4 (1.89%) Kafka
Miscellaneous
1 18 (8.49%) Algorithms
2 17 (8.02%) Data Structures
3 11 (5.19%) Management Information System
3 11 (5.19%) Mobile App
4 9 (4.25%) Computer Science
4 9 (4.25%) Hybrid Cloud
5 6 (2.83%) Enterprise Software
6 5 (2.36%) Analytical Mindset
7 4 (1.89%) Equity Derivative
7 4 (1.89%) Greenfield Project
7 4 (1.89%) Reference Data
8 3 (1.42%) Self-Motivation
8 3 (1.42%) User Experience
9 2 (0.94%) Cloud Native
9 2 (0.94%) Mainframe
9 2 (0.94%) Replication
10 1 (0.47%) DataPower
10 1 (0.47%) Enterprise Cloud
10 1 (0.47%) FMCG
10 1 (0.47%) Security Operations Centre
Operating Systems
1 24 (11.32%) Unix
2 15 (7.08%) Linux
3 13 (6.13%) Windows
4 8 (3.77%) Android
4 8 (3.77%) Apple iOS
5 2 (0.94%) AIX
5 2 (0.94%) Red Hat Enterprise Linux
5 2 (0.94%) Solaris
6 1 (0.47%) Windows Server
6 1 (0.47%) Windows Server 2012
Processes & Methodologies
1 90 (42.45%) Problem-Solving
2 71 (33.49%) Agile Software Development
3 47 (22.17%) Analytics
4 42 (19.81%) Business Intelligence
5 34 (16.04%) Continuous Improvement
5 34 (16.04%) SDLC
6 28 (13.21%) Data Modelling
6 28 (13.21%) Visualisation
7 27 (12.74%) ETL
8 26 (12.26%) Coaching
8 26 (12.26%) CRM
8 26 (12.26%) Project Management
9 25 (11.79%) Migration
10 24 (11.32%) Data Analysis
10 24 (11.32%) Data Migration
10 24 (11.32%) Software Engineering
11 23 (10.85%) Presales
11 23 (10.85%) Service Delivery
12 22 (10.38%) ERP
13 20 (9.43%) TDD
Programming Languages
1 84 (39.62%) SQL
2 48 (22.64%) Java
2 48 (22.64%) JavaScript
3 40 (18.87%) Python
4 23 (10.85%) T-SQL
5 18 (8.49%) C#
6 10 (4.72%) R
7 9 (4.25%) TypeScript
8 8 (3.77%) C++
9 7 (3.30%) Bash Shell
10 6 (2.83%) Shell Script
11 5 (2.36%) Perl
12 4 (1.89%) PHP
12 4 (1.89%) Ruby
13 3 (1.42%) ES6
13 3 (1.42%) PL/SQL
14 2 (0.94%) Bourne shell
14 2 (0.94%) Groovy
14 2 (0.94%) Korn
14 2 (0.94%) VB
Qualifications
1 33 (15.57%) Degree
2 7 (3.30%) ITIL Certification
3 4 (1.89%) ISEB
3 4 (1.89%) ISTQB
4 3 (1.42%) ISTQB Foundation Certification
4 3 (1.42%) Six Sigma Black Belt
5 2 (0.94%) BPSS Clearance
5 2 (0.94%) HND
5 2 (0.94%) PhD
6 1 (0.47%) DV Cleared
6 1 (0.47%) Master's Degree
6 1 (0.47%) MCP
6 1 (0.47%) Microsoft Certification
6 1 (0.47%) Numerate Degree
6 1 (0.47%) SC Cleared
6 1 (0.47%) Security Cleared
Quality Assurance & Compliance
1 12 (5.66%) QA
2 8 (3.77%) SLA
3 5 (2.36%) Data Quality
4 1 (0.47%) PMO
System Software
1 8 (3.77%) Active Directory
2 4 (1.89%) HDFS
3 3 (1.42%) Docker
4 2 (0.94%) NFS
4 2 (0.94%) Samba
5 1 (0.47%) Tivoli Directory Server
5 1 (0.47%) VMware ESXi
5 1 (0.47%) VMware Infrastructure
Systems Management
1 6 (2.83%) Systems Management Server (SMS)
2 2 (0.94%) Kubernetes
3 1 (0.47%) Ansible
3 1 (0.47%) CA Single Sign-On
3 1 (0.47%) Oozie
3 1 (0.47%) SCCM
3 1 (0.47%) Tivoli
3 1 (0.47%) Tivoli Identity Manager
Vendors
1 63 (29.72%) Microsoft
2 17 (8.02%) Tableau
3 12 (5.66%) Cognos
4 11 (5.19%) Oracle
5 10 (4.72%) Cognizant
6 9 (4.25%) IBM
6 9 (4.25%) SAP
7 8 (3.77%) Adobe
7 8 (3.77%) Lotus
7 8 (3.77%) ServiceNow
8 7 (3.30%) MicroStrategy
9 4 (1.89%) CA
9 4 (1.89%) Salesforce.com
9 4 (1.89%) Xamarin
10 3 (1.42%) Alteryx
10 3 (1.42%) CA Agile Central
10 3 (1.42%) Sybase
11 2 (0.94%) Cloudera
11 2 (0.94%) Verint
12 1 (0.47%) Symantec