Period
to 21 April 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 21 April 2018 with a comparison to the same period over the previous 2 years.

Analytical Skills
Scotland > Glasgow
6 months to
21 Apr 2018
Same period 2017 Same period 2016
Rank 42 21 18
Rank change year-on-year -21 -3 +1
Permanent jobs citing Analytical Skills 162 193 289
As % of all permanent IT jobs advertised in Glasgow 6.58% 10.20% 10.92%
As % of the Miscellaneous category 16.62% 24.31% 23.92%
Number of salaries quoted 94 107 148
Glasgow median annual salary £46,750 £45,000 £45,000
Median salary % change year-on-year +3.89% - +4.35%
10th Percentile £32,063 £31,900 £30,000
90th Percentile £65,350 £58,750 £59,750
Scotland median annual salary £42,500 £45,000 £45,000
% change year-on-year -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 975 794 1,208
As % of all permanent IT jobs advertised in Glasgow 39.60% 41.97% 45.65%
Number of salaries quoted 646 498 610
Glasgow median annual salary £50,000 £45,000 £43,250
Median salary % change year-on-year +11.11% +4.05% +1.76%
10th Percentile £32,500 £27,500 £27,500
90th Percentile £70,000 £65,293 £61,250
Scotland median annual salary £45,000 £43,750 £45,000
% change year-on-year +2.86% -2.78% +11.11%

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 21 April 2018.

Salary histogram for Analytical Skills in Glasgow

For the 6 months to 21 April 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 64 (39.51%) Problem-Solving
2 49 (30.25%) Finance
3 40 (24.69%) Agile Software Development
4 36 (22.22%) SQL
5 34 (20.99%) Banking
5 34 (20.99%) Business Analysis
6 28 (17.28%) Microsoft
7 27 (16.67%) Java
7 27 (16.67%) Decision-Making
8 26 (16.05%) Python
9 25 (15.43%) Degree
10 24 (14.81%) Project Management
11 23 (14.20%) Business Intelligence
11 23 (14.20%) SQL Server
12 21 (12.96%) C#
13 20 (12.35%) Analytics
14 18 (11.11%) Microsoft Azure
14 18 (11.11%) Investment Banking
14 18 (11.11%) Risk Management
15 17 (10.49%) Data Analysis
15 17 (10.49%) Unix
16 16 (9.88%) Data Warehouse
16 16 (9.88%) SDLC
17 15 (9.26%) MS Visio
17 15 (9.26%) Stakeholder Management
18 14 (8.64%) CRM
18 14 (8.64%) PaaS
18 14 (8.64%) Cloud Computing
19 12 (7.41%) Time Management
19 12 (7.41%) Big Data

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 4 (2.47%) Elasticsearch
1 4 (2.47%) SharePoint
1 4 (2.47%) Tomcat
2 3 (1.85%) SAS
2 3 (1.85%) WebSphere
2 3 (1.85%) WebSphere Application Server
2 3 (1.85%) WebSphere Portal
3 2 (1.23%) Confluence
4 1 (0.62%) CMS
4 1 (0.62%) IIS
4 1 (0.62%) MS Exchange
Applications
1 15 (9.26%) MS Visio
2 12 (7.41%) Microsoft Excel
3 10 (6.17%) Microsoft Office
4 7 (4.32%) Microsoft PowerPoint
5 5 (3.09%) Microsoft Project
Business Applications
1 8 (4.94%) Dynamics NAV
2 6 (3.70%) Dynamics CRM
3 5 (3.09%) Adaptiv
4 1 (0.62%) Dynamics AX
4 1 (0.62%) Oracle Payables
4 1 (0.62%) Oracle Procure-to-Pay
4 1 (0.62%) SAP FI-AP
Cloud Services
1 18 (11.11%) Microsoft Azure
2 14 (8.64%) Cloud Computing
2 14 (8.64%) PaaS
3 10 (6.17%) Amazon AWS
4 8 (4.94%) Azure Data Factory
5 7 (4.32%) IaaS
6 6 (3.70%) SaaS
7 4 (2.47%) IBM Blueworks
8 2 (1.23%) Dynamics 365
8 2 (1.23%) Office 365
Communications & Networking
1 6 (3.70%) Firewall
1 6 (3.70%) HTTP
1 6 (3.70%) Internet
2 2 (1.23%) HTTPS
2 2 (1.23%) SAN
2 2 (1.23%) SSL
2 2 (1.23%) WAN
3 1 (0.62%) Cisco ASA
3 1 (0.62%) Cisco Nexus
3 1 (0.62%) F5 BIG-IP LTM
3 1 (0.62%) Fibre Channel
3 1 (0.62%) iSCSI
3 1 (0.62%) LAN
3 1 (0.62%) OSPF
3 1 (0.62%) TCP/IP
3 1 (0.62%) tcpdump
3 1 (0.62%) Unified Communications
3 1 (0.62%) VLAN
3 1 (0.62%) VoIP
3 1 (0.62%) Wireshark
Database & Business Intelligence
1 23 (14.20%) SQL Server
2 16 (9.88%) Data Warehouse
3 12 (7.41%) Big Data
3 12 (7.41%) Power BI
4 8 (4.94%) Data Lake
4 8 (4.94%) Data Mining
5 7 (4.32%) QlikView
5 7 (4.32%) Relational Database
6 4 (2.47%) DB2
6 4 (2.47%) RDBMS
7 3 (1.85%) BusinessObjects
7 3 (1.85%) SQL Server Reporting Services
8 2 (1.23%) Apache Cassandra
8 2 (1.23%) BusinessObjects Business Intelligence
8 2 (1.23%) BusinessObjects Web Intelligence
8 2 (1.23%) Crystal Reports
8 2 (1.23%) KDB
8 2 (1.23%) Maltego
8 2 (1.23%) MongoDB
8 2 (1.23%) SQL Server Integration Services
Development Applications
1 5 (3.09%) JIRA
2 3 (1.85%) Jenkins
3 2 (1.23%) Bitbucket
3 2 (1.23%) JUnit
3 2 (1.23%) Team Foundation Server
4 1 (0.62%) Selenium
4 1 (0.62%) Subversion
4 1 (0.62%) VSS/SourceSafe
General
1 49 (30.25%) Finance
2 34 (20.99%) Banking
3 18 (11.11%) Investment Banking
4 8 (4.94%) Back Office
5 5 (3.09%) Front Office
6 4 (2.47%) Manufacturing
6 4 (2.47%) Marketing
7 3 (1.85%) Retail Banking
8 2 (1.23%) Games
8 2 (1.23%) Telecoms
9 1 (0.62%) Advertising
9 1 (0.62%) Law
9 1 (0.62%) Private Banking
9 1 (0.62%) Retail
Job Titles
1 49 (30.25%) Analyst
2 34 (20.99%) Developer
3 20 (12.35%) Business Analyst
4 15 (9.26%) Senior Analyst
5 12 (7.41%) Architect
6 9 (5.56%) Consultant
7 8 (4.94%) Data Scientist
7 8 (4.94%) Dynamics NAV Developer
7 8 (4.94%) Microsoft Developer
8 7 (4.32%) C++ Developer
8 7 (4.32%) Senior Business Analyst
9 6 (3.70%) Cloud Architect
9 6 (3.70%) Designer
9 6 (3.70%) Java Developer
9 6 (3.70%) Software Engineer
9 6 (3.70%) Solutions Designer
10 5 (3.09%) ArcSight Analyst
10 5 (3.09%) PMO Analyst
10 5 (3.09%) SIEM Analyst
10 5 (3.09%) SOC Analyst
Libraries, Frameworks & Software Standards
1 11 (6.79%) .NET
2 8 (4.94%) EDI
2 8 (4.94%) XML
3 7 (4.32%) Spring
4 6 (3.70%) JSON
4 6 (3.70%) Web Services
5 5 (3.09%) J2EE
5 5 (3.09%) JMS
6 4 (2.47%) Apache CXF
6 4 (2.47%) SOAP
6 4 (2.47%) Swing
6 4 (2.47%) XML Schema
7 3 (1.85%) Hibernate
7 3 (1.85%) HTML
8 2 (1.23%) J2SE
8 2 (1.23%) Middleware
9 1 (0.62%) .NET Framework
9 1 (0.62%) Boost C++ Libraries
9 1 (0.62%) LAMP
9 1 (0.62%) RESTful
Miscellaneous
1 12 (7.41%) Management Information System
2 11 (6.79%) Computer Science
3 7 (4.32%) Algorithms
3 7 (4.32%) Analytical Mindset
4 6 (3.70%) Data Structures
4 6 (3.70%) Enterprise Cloud
5 4 (2.47%) Enterprise Software
5 4 (2.47%) Mobile App
5 4 (2.47%) Security Operations Centre
6 3 (1.85%) Cyberthreat
6 3 (1.85%) DataPower
6 3 (1.85%) Equities
6 3 (1.85%) Self-Motivation
7 2 (1.23%) Cyber Kill Chain
7 2 (1.23%) Driving Licence
7 2 (1.23%) Fixed Income
7 2 (1.23%) Xbox
8 1 (0.62%) Data Centre
8 1 (0.62%) Linux Command Line
8 1 (0.62%) Renewable Energy
Operating Systems
1 17 (10.49%) Unix
2 9 (5.56%) Linux
3 5 (3.09%) Windows
4 3 (1.85%) Windows Server
5 2 (1.23%) AIX
5 2 (1.23%) Red Hat Enterprise Linux
5 2 (1.23%) Solaris
5 2 (1.23%) Windows 7
6 1 (0.62%) Windows 8
6 1 (0.62%) Windows Server 2008
6 1 (0.62%) Windows Server 2012
Processes & Methodologies
1 64 (39.51%) Problem-Solving
2 40 (24.69%) Agile Software Development
3 34 (20.99%) Business Analysis
4 27 (16.67%) Decision-Making
5 24 (14.81%) Project Management
6 23 (14.20%) Business Intelligence
7 20 (12.35%) Analytics
8 18 (11.11%) Risk Management
9 17 (10.49%) Data Analysis
10 16 (9.88%) SDLC
11 15 (9.26%) Stakeholder Management
12 14 (8.64%) CRM
13 12 (7.41%) Mentoring
13 12 (7.41%) Software Engineering
13 12 (7.41%) Time Management
14 11 (6.79%) Machine Learning
14 11 (6.79%) Waterfall
15 10 (6.17%) ETL
15 10 (6.17%) Migration
15 10 (6.17%) Wealth Management
Programming Languages
1 36 (22.22%) SQL
2 27 (16.67%) Java
3 26 (16.05%) Python
4 21 (12.96%) C#
5 12 (7.41%) C++
6 9 (5.56%) R
7 8 (4.94%) C
8 7 (4.32%) PowerShell
9 6 (3.70%) Perl
10 3 (1.85%) Bash Shell
10 3 (1.85%) T-SQL
11 2 (1.23%) PL/SQL
11 2 (1.23%) Shell Script
12 1 (0.62%) JavaScript
12 1 (0.62%) PHP
Qualifications
1 25 (15.43%) Degree
2 6 (3.70%) Security Cleared
3 4 (2.47%) Cisco Certification
4 2 (1.23%) CGEIT
4 2 (1.23%) CISA
4 2 (1.23%) CISSP
4 2 (1.23%) CRISC
4 2 (1.23%) Microsoft Certification
5 1 (0.62%) ACCA
5 1 (0.62%) CCNP
5 1 (0.62%) DV Cleared
5 1 (0.62%) HND
5 1 (0.62%) ISTQB
5 1 (0.62%) MCSE
5 1 (0.62%) PMI Certification
5 1 (0.62%) SANS
5 1 (0.62%) SC Cleared
Quality Assurance & Compliance
1 8 (4.94%) PMO
2 7 (4.32%) Data Quality
3 5 (3.09%) QA
4 1 (0.62%) GDPR
4 1 (0.62%) SLA
System Software
1 6 (3.70%) Active Directory
2 5 (3.09%) Docker
3 3 (1.85%) Apache Flume
4 1 (0.62%) Hyper-V
4 1 (0.62%) VMware Infrastructure
4 1 (0.62%) XenApp
4 1 (0.62%) XenDesktop
Systems Management
1 8 (4.94%) Ansible
2 2 (1.23%) RSA Archer
3 1 (0.62%) AppManager
3 1 (0.62%) BMC PATROL
3 1 (0.62%) HAProxy
3 1 (0.62%) logstash
3 1 (0.62%) SCCM
3 1 (0.62%) WMI
Vendors
1 28 (17.28%) Microsoft
2 12 (7.41%) Oracle
3 7 (4.32%) IBM
4 6 (3.70%) SAP
5 5 (3.09%) ArcSight
5 5 (3.09%) Remedy
5 5 (3.09%) Salesforce.com
6 4 (2.47%) Cisco
6 4 (2.47%) Sybase
7 3 (1.85%) Splunk
7 3 (1.85%) Virgin Media
8 2 (1.23%) HP
9 1 (0.62%) CheckPoint
9 1 (0.62%) Citrix
9 1 (0.62%) Cognos
9 1 (0.62%) Informatica
9 1 (0.62%) Lotus
9 1 (0.62%) SunGard
9 1 (0.62%) TIBCO
9 1 (0.62%) VMware