Period
to 24 September 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 24 September 2018 with a comparison to the same period over the previous 2 years.

Analytical Skills
Scotland > Glasgow
6 months to
24 Sep 2018
Same period 2017 Same period 2016
Rank 34 29 24
Rank change year-on-year -5 -5 -7
Permanent jobs citing Analytical Skills 184 187 234
As % of all permanent IT jobs advertised in Glasgow 8.29% 8.17% 10.04%
As % of the Miscellaneous category 20.29% 20.85% 22.48%
Number of salaries quoted 110 84 78
Glasgow median annual salary £45,500 £44,500 £50,000
Median salary % change year-on-year +2.25% -11.00% +11.11%
10th Percentile £30,990 £32,575 £32,500
90th Percentile £67,500 £63,375 £63,750
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 907 897 1,041
As % of all permanent IT jobs advertised in Glasgow 40.87% 39.20% 44.66%
Number of salaries quoted 667 558 435
Glasgow median annual salary £47,500 £45,000 £41,250
Median salary % change year-on-year +5.56% +9.09% -2.94%
10th Percentile £32,500 £31,250 £26,250
90th Percentile £65,000 £75,000 £60,000
Scotland median annual salary £47,500 £44,000 £43,000
% change year-on-year +7.95% +2.33% +7.50%

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 24 September 2018.

Salary histogram for Analytical Skills in Glasgow

For the 6 months to 24 September 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 76 (41.30%) Problem-Solving
2 62 (33.70%) SQL
3 59 (32.07%) Agile Software Development
4 55 (29.89%) Finance
5 44 (23.91%) Microsoft
6 41 (22.28%) Java
7 34 (18.48%) Python
8 32 (17.39%) Analytics
9 31 (16.85%) JavaScript
10 30 (16.30%) SDLC
11 28 (15.22%) Banking
12 27 (14.67%) Unix
12 27 (14.67%) Business Intelligence
12 27 (14.67%) Degree
13 26 (14.13%) Business Analysis
14 23 (12.50%) Data Modelling
15 22 (11.96%) Microsoft Office
15 22 (11.96%) Visualisation
15 22 (11.96%) Microsoft Azure
16 21 (11.41%) C#
17 20 (10.87%) HTML
17 20 (10.87%) SQL Server
17 20 (10.87%) CSS
17 20 (10.87%) CRM
17 20 (10.87%) Software Engineering
17 20 (10.87%) Service Delivery
17 20 (10.87%) Git (software)
18 19 (10.33%) Continuous Improvement
18 19 (10.33%) OO
18 19 (10.33%) Project Management

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 (6.52%) SharePoint
2 9 (4.89%) Skype for Business
3 6 (3.26%) Apache Spark
3 6 (3.26%) IBM Notes
4 4 (2.17%) Tomcat
5 3 (1.63%) Apache
5 3 (1.63%) IIS
5 3 (1.63%) Jupyter
5 3 (1.63%) SAS
6 2 (1.09%) Apache Pig
6 2 (1.09%) BizTalk Server
6 2 (1.09%) GemFire
6 2 (1.09%) JBoss
6 2 (1.09%) WebSphere
6 2 (1.09%) WebSphere Application Server
7 1 (0.54%) Confluence
Applications
1 22 (11.96%) Microsoft Office
2 12 (6.52%) Microsoft Excel
3 2 (1.09%) MS Visio
4 1 (0.54%) Microsoft PowerPoint
Business Applications
1 15 (8.15%) Dynamics CRM
2 7 (3.80%) Dynamics NAV
3 4 (2.17%) Dynamics AX
4 3 (1.63%) Oracle ERP
4 3 (1.63%) Oracle Payables
4 3 (1.63%) Oracle Procure-to-Pay
5 1 (0.54%) Primavera
Cloud Services
1 22 (11.96%) Microsoft Azure
2 11 (5.98%) Office 365
2 11 (5.98%) PaaS
3 10 (5.43%) Dynamics 365
4 9 (4.89%) Amazon AWS
4 9 (4.89%) Azure Functions
4 9 (4.89%) Serverless
4 9 (4.89%) Yammer
5 5 (2.72%) Cloud Computing
5 5 (2.72%) IaaS
5 5 (2.72%) SaaS
6 2 (1.09%) Amazon EMR
7 1 (0.54%) GitHub
7 1 (0.54%) npm
Communications & Networking
1 9 (4.89%) Intranet
1 9 (4.89%) Skype
2 6 (3.26%) VPN
2 6 (3.26%) Wireless
3 4 (2.17%) Firewall
3 4 (2.17%) Internet
3 4 (2.17%) SSL
4 3 (1.63%) HTTPS
5 2 (1.09%) DNS
5 2 (1.09%) iSCSI
5 2 (1.09%) SSH
5 2 (1.09%) TCP/IP
6 1 (0.54%) CTI
6 1 (0.54%) DSL
6 1 (0.54%) Kerberos
6 1 (0.54%) Network Security
6 1 (0.54%) SAN
6 1 (0.54%) VLAN
6 1 (0.54%) Wireshark
Database & Business Intelligence
1 20 (10.87%) SQL Server
2 17 (9.24%) Data Warehouse
2 17 (9.24%) SQL Server Reporting Services
3 16 (8.70%) SQL Server Integration Services
4 15 (8.15%) Relational Database
5 13 (7.07%) Big Data
5 13 (7.07%) RDBMS
5 13 (7.07%) SQL Server 2012
6 12 (6.52%) QlikView
7 10 (5.43%) Power BI
7 10 (5.43%) Qlik Sense
7 10 (5.43%) SQL Server Analysis Services
8 8 (4.35%) DB2
8 8 (4.35%) NoSQL
9 7 (3.80%) Hadoop
10 6 (3.26%) Data Mining
10 6 (3.26%) KDB
11 5 (2.72%) BusinessObjects
12 4 (2.17%) Apache Hive
12 4 (2.17%) Oracle Database
Development Applications
1 20 (10.87%) Git (software)
2 18 (9.78%) Jenkins
3 9 (4.89%) Subversion
4 8 (4.35%) Maven
5 6 (3.26%) Eclipse
6 5 (2.72%) Cucumber
6 5 (2.72%) Selenium
7 4 (2.17%) Appium
7 4 (2.17%) FitNesse
7 4 (2.17%) JIRA
7 4 (2.17%) JUnit
7 4 (2.17%) SpecFlow
7 4 (2.17%) Visual Studio
8 3 (1.63%) Ant
8 3 (1.63%) ClearCase
8 3 (1.63%) Hudson
8 3 (1.63%) MagicDraw
8 3 (1.63%) WebDriver
9 2 (1.09%) FindBugs
9 2 (1.09%) IntelliJ
General
1 55 (29.89%) Finance
2 28 (15.22%) Banking
3 11 (5.98%) Manufacturing
4 7 (3.80%) Investment Banking
5 5 (2.72%) Back Office
6 4 (2.17%) Law
6 4 (2.17%) Telecoms
7 3 (1.63%) Front Office
8 2 (1.09%) Marketing
8 2 (1.09%) Retail
9 1 (0.54%) Billing
9 1 (0.54%) Games
9 1 (0.54%) Retail Banking
Job Titles
1 57 (30.98%) Developer
2 45 (24.46%) Analyst
3 15 (8.15%) Business Analyst
4 14 (7.61%) Consultant
5 11 (5.98%) Architect
5 11 (5.98%) Software Engineer
6 10 (5.43%) Data Analyst
6 10 (5.43%) Database Developer
6 10 (5.43%) Designer
6 10 (5.43%) SharePoint Developer
7 9 (4.89%) Java Developer
8 8 (4.35%) QlikView Developer
8 8 (4.35%) Service Analyst
8 8 (4.35%) Service Desk Analyst
8 8 (4.35%) Solutions Designer
8 8 (4.35%) SQL Developer
9 7 (3.80%) Security Analyst
9 7 (3.80%) Senior Analyst
9 7 (3.80%) Software Developer
10 6 (3.26%) Java Software Engineer
Libraries, Frameworks & Software Standards
1 20 (10.87%) CSS
1 20 (10.87%) HTML
2 18 (9.78%) HTML5
3 14 (7.61%) AngularJS
3 14 (7.61%) jQuery
3 14 (7.61%) Spring
3 14 (7.61%) Web Services
4 10 (5.43%) CSS3
5 9 (4.89%) JSON
5 9 (4.89%) Twitter Bootstrap
5 9 (4.89%) XML
6 8 (4.35%) Hibernate
6 8 (4.35%) J2EE
6 8 (4.35%) RESTful
7 4 (2.17%) .NET
7 4 (2.17%) .NET Framework
7 4 (2.17%) EDI
7 4 (2.17%) Kafka
7 4 (2.17%) Middleware
7 4 (2.17%) REST
Miscellaneous
1 14 (7.61%) Data Structures
2 11 (5.98%) Algorithms
3 10 (5.43%) Mobile App
4 9 (4.89%) Computer Science
4 9 (4.89%) Hybrid Cloud
5 8 (4.35%) Management Information System
6 6 (3.26%) Analytical Mindset
7 5 (2.72%) Enterprise Cloud
7 5 (2.72%) Enterprise Software
8 4 (2.17%) Equity Derivative
8 4 (2.17%) Reference Data
8 4 (2.17%) Security Operations Centre
9 3 (1.63%) DataPower
9 3 (1.63%) Greenfield Project
9 3 (1.63%) Self-Motivation
10 2 (1.09%) Cloud Native
10 2 (1.09%) Mainframe
10 2 (1.09%) Replication
10 2 (1.09%) User Experience
11 1 (0.54%) FMCG
Operating Systems
1 27 (14.67%) Unix
2 17 (9.24%) Linux
3 11 (5.98%) Windows
4 2 (1.09%) AIX
4 2 (1.09%) Android
4 2 (1.09%) Apple iOS
4 2 (1.09%) Red Hat Enterprise Linux
4 2 (1.09%) Solaris
5 1 (0.54%) Windows Server
5 1 (0.54%) Windows Server 2012
Processes & Methodologies
1 76 (41.30%) Problem-Solving
2 59 (32.07%) Agile Software Development
3 32 (17.39%) Analytics
4 30 (16.30%) SDLC
5 27 (14.67%) Business Intelligence
6 26 (14.13%) Business Analysis
7 23 (12.50%) Data Modelling
8 22 (11.96%) Visualisation
9 20 (10.87%) CRM
9 20 (10.87%) Service Delivery
9 20 (10.87%) Software Engineering
10 19 (10.33%) Continuous Improvement
10 19 (10.33%) OO
10 19 (10.33%) Project Management
11 18 (9.78%) Coaching
11 18 (9.78%) Data Analysis
11 18 (9.78%) ETL
11 18 (9.78%) Time Management
11 18 (9.78%) Web Development
12 17 (9.24%) Migration
Programming Languages
1 62 (33.70%) SQL
2 41 (22.28%) Java
3 34 (18.48%) Python
4 31 (16.85%) JavaScript
5 21 (11.41%) C#
6 16 (8.70%) T-SQL
7 12 (6.52%) C++
8 9 (4.89%) TypeScript
9 8 (4.35%) Perl
9 8 (4.35%) Shell Script
10 7 (3.80%) Bash Shell
11 5 (2.72%) PowerShell
11 5 (2.72%) R
12 4 (2.17%) C
13 3 (1.63%) PL/SQL
13 3 (1.63%) Ruby
14 2 (1.09%) Bourne shell
14 2 (1.09%) Groovy
14 2 (1.09%) Korn
14 2 (1.09%) sed
Qualifications
1 27 (14.67%) Degree
2 5 (2.72%) ITIL Certification
3 4 (2.17%) ISEB
3 4 (2.17%) ISTQB
4 3 (1.63%) ISTQB Foundation Certification
4 3 (1.63%) Six Sigma Black Belt
5 2 (1.09%) BPSS Clearance
5 2 (1.09%) HND
5 2 (1.09%) PhD
6 1 (0.54%) DV Cleared
6 1 (0.54%) MCP
6 1 (0.54%) Microsoft Certification
6 1 (0.54%) SC Cleared
6 1 (0.54%) Security Cleared
Quality Assurance & Compliance
1 6 (3.26%) QA
2 4 (2.17%) SLA
3 2 (1.09%) Data Quality
4 1 (0.54%) PMO
System Software
1 7 (3.80%) Active Directory
2 4 (2.17%) HDFS
3 3 (1.63%) Tivoli Directory Server
4 2 (1.09%) Docker
4 2 (1.09%) NFS
4 2 (1.09%) Samba
5 1 (0.54%) VMware ESXi
5 1 (0.54%) VMware Infrastructure
Systems Management
1 6 (3.26%) Systems Management Server (SMS)
2 5 (2.72%) Ansible
3 3 (1.63%) Tivoli
3 3 (1.63%) Tivoli Identity Manager
4 2 (1.09%) Kubernetes
4 2 (1.09%) Oozie
4 2 (1.09%) SCCM
5 1 (0.54%) CA Single Sign-On
Vendors
1 44 (23.91%) Microsoft
2 11 (5.98%) Tableau
3 9 (4.89%) Cognos
3 9 (4.89%) IBM
3 9 (4.89%) Oracle
3 9 (4.89%) SAP
4 8 (4.35%) Cognizant
5 6 (3.26%) Adobe
5 6 (3.26%) Lotus
5 6 (3.26%) Salesforce.com
5 6 (3.26%) ServiceNow
5 6 (3.26%) Sybase
6 4 (2.17%) MicroStrategy
7 3 (1.63%) ArcSight
7 3 (1.63%) CA
7 3 (1.63%) Okta
7 3 (1.63%) Remedy
8 2 (1.09%) Alteryx
8 2 (1.09%) Cloudera
8 2 (1.09%) Xamarin