Period
to 17 July 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 17 July 2018 with a comparison to the same period over the previous 2 years.

Analytical Skills
Scotland > Glasgow
6 months to
17 Jul 2018
Same period 2017 Same period 2016
Rank 45 32 20
Rank change year-on-year -13 -12 -2
Permanent jobs citing Analytical Skills 168 163 284
As % of all permanent IT jobs advertised in Glasgow 6.85% 7.37% 10.90%
As % of the Miscellaneous category 17.11% 18.61% 23.59%
Number of salaries quoted 93 60 105
Glasgow median annual salary £48,000 £47,500 £45,000
Median salary % change year-on-year +1.05% +5.56% -
10th Percentile £32,550 £31,975 £32,600
90th Percentile £67,500 £67,500 £65,000
Scotland median annual salary £43,000 £44,750 £45,000
% change year-on-year -3.91% -0.56% +1.12%

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 982 876 1,204
As % of all permanent IT jobs advertised in Glasgow 40.03% 39.62% 46.22%
Number of salaries quoted 687 538 525
Glasgow median annual salary £50,000 £45,000 £42,500
Median salary % change year-on-year +11.11% +5.88% -
10th Percentile £32,500 £27,500 £27,500
90th Percentile £70,000 £75,000 £61,250
Scotland median annual salary £47,500 £43,500 £45,000
% change year-on-year +9.20% -3.33% +7.14%

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 17 July 2018.

Salary histogram for Analytical Skills in Glasgow

For the 6 months to 17 July 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 63 (37.50%) Problem-Solving
2 49 (29.17%) Agile Software Development
3 48 (28.57%) SQL
4 44 (26.19%) Finance
5 39 (23.21%) Java
5 39 (23.21%) Python
6 38 (22.62%) Banking
7 36 (21.43%) Business Analysis
8 34 (20.24%) Microsoft
9 29 (17.26%) Degree
10 26 (15.48%) C#
11 25 (14.88%) Microsoft Azure
12 23 (13.69%) Time Management
13 22 (13.10%) Data Analysis
13 22 (13.10%) Decision-Making
14 21 (12.50%) SQL Server
15 20 (11.90%) Project Management
15 20 (11.90%) Business Intelligence
15 20 (11.90%) PaaS
15 20 (11.90%) Analytics
16 18 (10.71%) SDLC
16 18 (10.71%) Unix
17 17 (10.12%) Software Engineering
17 17 (10.12%) Cloud Computing
18 16 (9.52%) Big Data
18 16 (9.52%) Investment Banking
18 16 (9.52%) ETL
19 15 (8.93%) OO
19 15 (8.93%) Microsoft Office
20 14 (8.33%) Linux

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 8 (4.76%) SharePoint
2 5 (2.98%) Skype for Business
3 4 (2.38%) Elasticsearch
4 3 (1.79%) Jupyter
4 3 (1.79%) Tomcat
4 3 (1.79%) WebSphere
4 3 (1.79%) WebSphere Application Server
4 3 (1.79%) WebSphere Portal
5 2 (1.19%) Apache Pig
5 2 (1.19%) Apache Spark
5 2 (1.19%) Confluence
5 2 (1.19%) GemFire
5 2 (1.19%) SAS
6 1 (0.60%) Apache
6 1 (0.60%) BizTalk Server
6 1 (0.60%) CMS
6 1 (0.60%) IIS
6 1 (0.60%) JBoss
Applications
1 15 (8.93%) Microsoft Office
2 9 (5.36%) Microsoft Excel
3 5 (2.98%) MS Visio
4 4 (2.38%) Microsoft PowerPoint
5 1 (0.60%) Microsoft Project
Business Applications
1 10 (5.95%) Dynamics CRM
2 8 (4.76%) Dynamics NAV
3 4 (2.38%) Oracle Payables
3 4 (2.38%) Oracle Procure-to-Pay
4 3 (1.79%) Oracle ERP
5 1 (0.60%) Dynamics AX
5 1 (0.60%) Primavera
5 1 (0.60%) SAP FI-AP
Cloud Services
1 25 (14.88%) Microsoft Azure
2 20 (11.90%) PaaS
3 17 (10.12%) Cloud Computing
4 13 (7.74%) Amazon AWS
5 9 (5.36%) IaaS
5 9 (5.36%) SaaS
6 7 (4.17%) Azure Data Factory
6 7 (4.17%) Office 365
7 5 (2.98%) Serverless
7 5 (2.98%) Yammer
8 4 (2.38%) Dynamics 365
9 2 (1.19%) Amazon EMR
10 1 (0.60%) GitHub
10 1 (0.60%) IBM Blueworks
Communications & Networking
1 9 (5.36%) Internet
2 6 (3.57%) Firewall
3 5 (2.98%) Intranet
3 5 (2.98%) Skype
4 4 (2.38%) HTTPS
4 4 (2.38%) SSL
5 3 (1.79%) HTTP
6 2 (1.19%) TCP/IP
7 1 (0.60%) Cisco ASA
7 1 (0.60%) Cisco Nexus
7 1 (0.60%) DNS
7 1 (0.60%) F5 BIG-IP LTM
7 1 (0.60%) iSCSI
7 1 (0.60%) Network Security
7 1 (0.60%) OSPF
7 1 (0.60%) SAN
7 1 (0.60%) SSH
7 1 (0.60%) tcpdump
7 1 (0.60%) WAN
7 1 (0.60%) Wireshark
Database & Business Intelligence
1 21 (12.50%) SQL Server
2 16 (9.52%) Big Data
3 14 (8.33%) Data Warehouse
3 14 (8.33%) Relational Database
4 11 (6.55%) RDBMS
5 10 (5.95%) Data Mining
5 10 (5.95%) DB2
6 8 (4.76%) Power BI
6 8 (4.76%) SQL Server 2012
7 7 (4.17%) Data Lake
7 7 (4.17%) KDB
7 7 (4.17%) SQL Server Reporting Services
8 6 (3.57%) SQL Server Integration Services
9 5 (2.98%) QlikView
10 4 (2.38%) Hadoop
11 3 (1.79%) Apache Cassandra
11 3 (1.79%) MySQL
11 3 (1.79%) SQL Server Analysis Services
12 2 (1.19%) NoSQL
12 2 (1.19%) Oracle Database 11g
Development Applications
1 5 (2.98%) Git (software)
1 5 (2.98%) Jenkins
1 5 (2.98%) JIRA
2 4 (2.38%) JUnit
3 2 (1.19%) Bitbucket
3 2 (1.19%) ClearCase
3 2 (1.19%) Eclipse
3 2 (1.19%) Hudson
3 2 (1.19%) MagicDraw
3 2 (1.19%) Maven
3 2 (1.19%) Subversion
4 1 (0.60%) Ant
4 1 (0.60%) Appium
4 1 (0.60%) Cucumber
4 1 (0.60%) FitNesse
4 1 (0.60%) Selenium
4 1 (0.60%) SpecFlow
4 1 (0.60%) Team Foundation Server
4 1 (0.60%) Visual Studio
4 1 (0.60%) WebDriver
General
1 44 (26.19%) Finance
2 38 (22.62%) Banking
3 16 (9.52%) Investment Banking
4 9 (5.36%) Back Office
5 4 (2.38%) Front Office
5 4 (2.38%) Manufacturing
6 3 (1.79%) Law
7 2 (1.19%) Games
7 2 (1.19%) Marketing
8 1 (0.60%) Private Banking
8 1 (0.60%) Retail
8 1 (0.60%) Retail Banking
Job Titles
1 48 (28.57%) Analyst
2 38 (22.62%) Developer
3 21 (12.50%) Business Analyst
4 14 (8.33%) Architect
5 11 (6.55%) Designer
5 11 (6.55%) Senior Analyst
6 10 (5.95%) Java Developer
7 9 (5.36%) Cloud Architect
7 9 (5.36%) Consultant
7 9 (5.36%) Software Engineer
7 9 (5.36%) Solutions Designer
8 8 (4.76%) Data Analyst
8 8 (4.76%) Dynamics NAV Developer
8 8 (4.76%) Microsoft Developer
8 8 (4.76%) Software Developer
9 7 (4.17%) Data Scientist
9 7 (4.17%) Senior Business Analyst
10 6 (3.57%) Java Engineer
10 6 (3.57%) Java Software Developer
10 6 (3.57%) SharePoint Developer
Libraries, Frameworks & Software Standards
1 13 (7.74%) Spring
2 10 (5.95%) JSON
3 8 (4.76%) EDI
3 8 (4.76%) J2EE
4 7 (4.17%) .NET
4 7 (4.17%) CSS
4 7 (4.17%) HTML
4 7 (4.17%) Web Services
5 6 (3.57%) AngularJS
5 6 (3.57%) jQuery
6 5 (2.98%) CSS3
6 5 (2.98%) HTML5
6 5 (2.98%) Twitter Bootstrap
7 4 (2.38%) Hibernate
7 4 (2.38%) JMS
7 4 (2.38%) XML
8 3 (1.79%) Kafka
8 3 (1.79%) Middleware
8 3 (1.79%) SOAP
9 2 (1.19%) Tivoli Directory Integrator
Miscellaneous
1 12 (7.14%) Computer Science
2 10 (5.95%) Management Information System
2 10 (5.95%) Mobile App
3 9 (5.36%) Algorithms
3 9 (5.36%) Enterprise Cloud
4 8 (4.76%) Analytical Mindset
5 7 (4.17%) Data Structures
5 7 (4.17%) Enterprise Software
6 6 (3.57%) Hybrid Cloud
7 5 (2.98%) DataPower
7 5 (2.98%) Security Operations Centre
7 5 (2.98%) Self-Motivation
8 3 (1.79%) Cyberthreat
8 3 (1.79%) Greenfield Project
9 2 (1.19%) Cyber Kill Chain
9 2 (1.19%) Equities
9 2 (1.19%) Xbox
10 1 (0.60%) Derivative
10 1 (0.60%) Equity Derivative
10 1 (0.60%) User Experience
Operating Systems
1 18 (10.71%) Unix
2 14 (8.33%) Linux
3 5 (2.98%) Windows
4 2 (1.19%) AIX
4 2 (1.19%) Red Hat Enterprise Linux
4 2 (1.19%) Solaris
Processes & Methodologies
1 63 (37.50%) Problem-Solving
2 49 (29.17%) Agile Software Development
3 36 (21.43%) Business Analysis
4 23 (13.69%) Time Management
5 22 (13.10%) Data Analysis
5 22 (13.10%) Decision-Making
6 20 (11.90%) Analytics
6 20 (11.90%) Business Intelligence
6 20 (11.90%) Project Management
7 18 (10.71%) SDLC
8 17 (10.12%) Software Engineering
9 16 (9.52%) ETL
10 15 (8.93%) OO
11 14 (8.33%) Change Management
11 14 (8.33%) CRM
11 14 (8.33%) Data Science
11 14 (8.33%) Waterfall
12 13 (7.74%) Machine Learning
12 13 (7.74%) Microservices
12 13 (7.74%) Risk Management
Programming Languages
1 48 (28.57%) SQL
2 39 (23.21%) Java
2 39 (23.21%) Python
3 26 (15.48%) C#
4 12 (7.14%) C++
4 12 (7.14%) Perl
5 10 (5.95%) JavaScript
6 9 (5.36%) PowerShell
6 9 (5.36%) R
7 8 (4.76%) C
8 7 (4.17%) T-SQL
9 5 (2.98%) Bash Shell
9 5 (2.98%) Shell Script
9 5 (2.98%) TypeScript
10 2 (1.19%) Groovy
10 2 (1.19%) PHP
10 2 (1.19%) PL/SQL
10 2 (1.19%) Ruby
11 1 (0.60%) VB
11 1 (0.60%) VBA
Qualifications
1 29 (17.26%) Degree
2 3 (1.79%) Cisco Certification
2 3 (1.79%) Six Sigma Black Belt
3 2 (1.19%) BPSS Clearance
3 2 (1.19%) CGEIT
3 2 (1.19%) CISA
3 2 (1.19%) CISSP
3 2 (1.19%) CRISC
3 2 (1.19%) DV Cleared
3 2 (1.19%) HND
3 2 (1.19%) ITIL Certification
3 2 (1.19%) SC Cleared
3 2 (1.19%) Security Cleared
4 1 (0.60%) CCNP
4 1 (0.60%) ISEB
4 1 (0.60%) ISTQB
4 1 (0.60%) ISTQB Foundation Certification
4 1 (0.60%) MCP
4 1 (0.60%) PMI Certification
4 1 (0.60%) SANS
Quality Assurance & Compliance
1 4 (2.38%) Data Quality
2 3 (1.79%) QA
3 1 (0.60%) PMO
3 1 (0.60%) SLA
System Software
1 6 (3.57%) Docker
2 3 (1.79%) Active Directory
2 3 (1.79%) Apache Flume
3 2 (1.19%) HDFS
3 2 (1.19%) Tivoli Directory Server
4 1 (0.60%) NFS
4 1 (0.60%) Samba
Systems Management
1 11 (6.55%) Ansible
2 2 (1.19%) Kubernetes
2 2 (1.19%) Oozie
2 2 (1.19%) RSA Archer
2 2 (1.19%) Tivoli
2 2 (1.19%) Tivoli Identity Manager
3 1 (0.60%) BMC PATROL
3 1 (0.60%) logstash
3 1 (0.60%) SCCM
3 1 (0.60%) Systems Management Server (SMS)
Vendors
1 34 (20.24%) Microsoft
2 10 (5.95%) Oracle
3 9 (5.36%) Sybase
4 8 (4.76%) SAP
5 7 (4.17%) IBM
6 6 (3.57%) Salesforce.com
7 5 (2.98%) ArcSight
8 4 (2.38%) Remedy
8 4 (2.38%) Splunk
9 3 (1.79%) Cisco
10 2 (1.19%) CA
10 2 (1.19%) MicroStrategy
10 2 (1.19%) Okta
10 2 (1.19%) Tableau
11 1 (0.60%) Alteryx
11 1 (0.60%) AppDynamics
11 1 (0.60%) CheckPoint
11 1 (0.60%) Cloudera
11 1 (0.60%) Informatica
11 1 (0.60%) Zend