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

Analytical Skills
Scotland > Glasgow
6 months to
21 Feb 2018
Same period 2017 Same period 2016
Rank 43 23 16
Rank change year-on-year -20 -7 +9
Permanent jobs citing Analytical Skills 143 177 301
As % of all permanent IT jobs advertised in Glasgow 6.28% 9.39% 11.30%
As % of the Miscellaneous category 16.46% 24.08% 24.90%
Number of salaries quoted 80 101 181
Glasgow median annual salary £49,425 £45,000 £45,250
Median salary % change year-on-year +9.83% -0.55% +9.04%
10th Percentile £31,688 £31,250 £30,000
90th Percentile £65,650 £57,500 £59,750
Scotland median annual salary £42,500 £45,000 £45,000
% change year-on-year -5.56% - +5.88%

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 869 735 1,209
As % of all permanent IT jobs advertised in Glasgow 38.15% 38.99% 45.40%
Number of salaries quoted 562 461 657
Glasgow median annual salary £48,500 £45,000 £42,500
Median salary % change year-on-year +7.78% +5.88% +6.25%
10th Percentile £32,000 £27,500 £28,000
90th Percentile £67,500 £58,750 £61,250
Scotland median annual salary £45,000 £43,750 £42,500
% change year-on-year +2.86% +2.94% +6.25%

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 February 2018.

Salary histogram for Analytical Skills in Glasgow

For the 6 months to 21 February 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 52 (36.36%) Finance
2 37 (25.87%) Agile Software Development
3 33 (23.08%) Microsoft
3 33 (23.08%) SQL
4 26 (18.18%) Project Management
5 24 (16.78%) Business Intelligence
5 24 (16.78%) Banking
6 21 (14.69%) Degree
6 21 (14.69%) SQL Server
7 19 (13.29%) Business Analysis
8 17 (11.89%) Stakeholder Management
8 17 (11.89%) .NET
9 16 (11.19%) C#
9 16 (11.19%) Java
9 16 (11.19%) MS Visio
9 16 (11.19%) Risk Management
9 16 (11.19%) Analytics
9 16 (11.19%) SDLC
10 15 (10.49%) Migration
10 15 (10.49%) Data Analysis
10 15 (10.49%) Investment Banking
10 15 (10.49%) CRM
10 15 (10.49%) Oracle
11 14 (9.79%) Unix
11 14 (9.79%) Microsoft Excel
11 14 (9.79%) Python
11 14 (9.79%) Data Warehouse
12 13 (9.09%) Power BI
13 12 (8.39%) Waterfall
13 12 (8.39%) Microsoft Office

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 6 (4.20%) SharePoint
2 4 (2.80%) SAS
3 3 (2.10%) WebSphere
3 3 (2.10%) WebSphere Application Server
4 2 (1.40%) CMS
4 2 (1.40%) Confluence
4 2 (1.40%) Elasticsearch
4 2 (1.40%) Tomcat
4 2 (1.40%) WebSphere Portal
5 1 (0.70%) IIS
5 1 (0.70%) MS Exchange
Applications
1 16 (11.19%) MS Visio
2 14 (9.79%) Microsoft Excel
3 12 (8.39%) Microsoft Office
4 8 (5.59%) Microsoft PowerPoint
5 7 (4.90%) Microsoft Project
Business Applications
1 8 (5.59%) Dynamics CRM
2 6 (4.20%) Adaptiv
3 5 (3.50%) Dynamics AX
4 1 (0.70%) Dynamics NAV
4 1 (0.70%) Oracle Payables
4 1 (0.70%) Oracle Procure-to-Pay
4 1 (0.70%) SAP FI-AP
Cloud Services
1 9 (6.29%) Microsoft Azure
2 6 (4.20%) Dynamics 365
3 5 (3.50%) Amazon AWS
3 5 (3.50%) IBM Blueworks
3 5 (3.50%) PaaS
4 4 (2.80%) Azure Data Factory
4 4 (2.80%) Cloud Computing
5 1 (0.70%) IaaS
5 1 (0.70%) Office 365
Communications & Networking
1 5 (3.50%) HTTP
1 5 (3.50%) Internet
2 4 (2.80%) HTTPS
2 4 (2.80%) SSL
3 3 (2.10%) Unified Communications
3 3 (2.10%) VoIP
4 1 (0.70%) Broadband
4 1 (0.70%) Extranet
4 1 (0.70%) Fibre Channel
4 1 (0.70%) iSCSI
4 1 (0.70%) LAN
4 1 (0.70%) Remote Desktop
4 1 (0.70%) SAN
4 1 (0.70%) TCP/IP
4 1 (0.70%) VLAN
4 1 (0.70%) WAN
Database & Business Intelligence
1 21 (14.69%) SQL Server
2 14 (9.79%) Data Warehouse
3 13 (9.09%) Power BI
4 8 (5.59%) Big Data
5 5 (3.50%) BusinessObjects
5 5 (3.50%) QlikView
5 5 (3.50%) Relational Database
6 4 (2.80%) BusinessObjects Business Intelligence
6 4 (2.80%) BusinessObjects Web Intelligence
6 4 (2.80%) Data Lake
6 4 (2.80%) Data Mining
6 4 (2.80%) SQL Server Reporting Services
7 3 (2.10%) SQL Server Integration Services
8 2 (1.40%) Apache Cassandra
8 2 (1.40%) Crystal Reports
8 2 (1.40%) Maltego
8 2 (1.40%) MongoDB
8 2 (1.40%) Oracle Database
8 2 (1.40%) RDBMS
8 2 (1.40%) Spotfire
Development Applications
1 4 (2.80%) Jenkins
2 2 (1.40%) Bitbucket
2 2 (1.40%) JIRA
2 2 (1.40%) Selenium
2 2 (1.40%) Team Foundation Server
3 1 (0.70%) JUnit
3 1 (0.70%) Subversion
3 1 (0.70%) Visual Studio
General
1 52 (36.36%) Finance
2 24 (16.78%) Banking
3 15 (10.49%) Investment Banking
4 7 (4.90%) Manufacturing
5 5 (3.50%) Back Office
5 5 (3.50%) Retail Banking
6 4 (2.80%) Publishing
7 3 (2.10%) Marketing
7 3 (2.10%) Telecoms
8 2 (1.40%) Front Office
9 1 (0.70%) Advertising
9 1 (0.70%) Retail
Job Titles
1 42 (29.37%) Analyst
2 30 (20.98%) Developer
3 16 (11.19%) Business Analyst
3 16 (11.19%) Consultant
4 15 (10.49%) Senior Analyst
5 9 (6.29%) Senior Business Analyst
6 8 (5.59%) Support Analyst
7 7 (4.90%) C++ Developer
8 6 (4.20%) Desktop Support
8 6 (4.20%) Development Consultant
8 6 (4.20%) Software Consultant
8 6 (4.20%) Software Development Consultant
9 5 (3.50%) Architect
9 5 (3.50%) C# Developer
9 5 (3.50%) Data Analyst
9 5 (3.50%) Desktop Analyst
9 5 (3.50%) Desktop Support Analyst
9 5 (3.50%) PMO Analyst
10 4 (2.80%) Applications Developer
10 4 (2.80%) Senior Desktop Analyst
Libraries, Frameworks & Software Standards
1 17 (11.89%) .NET
2 6 (4.20%) J2EE
2 6 (4.20%) XML
3 5 (3.50%) Web Services
4 4 (2.80%) Android SDK
4 4 (2.80%) RESTful
4 4 (2.80%) Swing
5 3 (2.10%) HTML
5 3 (2.10%) JMS
5 3 (2.10%) SOAP
5 3 (2.10%) Spring
5 3 (2.10%) WPF
6 2 (1.40%) Apache CXF
6 2 (1.40%) Hibernate
6 2 (1.40%) Middleware
6 2 (1.40%) Node.js
6 2 (1.40%) XML Schema
7 1 (0.70%) J2SE
7 1 (0.70%) LDAP
7 1 (0.70%) STL
Miscellaneous
1 10 (6.99%) Management Information System
2 9 (6.29%) Computer Science
3 6 (4.20%) Driving Licence
4 5 (3.50%) Analytical Mindset
4 5 (3.50%) Data Structures
4 5 (3.50%) Mobile App
5 4 (2.80%) Graphic Design
5 4 (2.80%) User Experience
6 3 (2.10%) Algorithms
6 3 (2.10%) Cyberthreat
6 3 (2.10%) DataPower
7 2 (1.40%) Credit Risk
7 2 (1.40%) Cyber Kill Chain
7 2 (1.40%) Equities
7 2 (1.40%) Fixed Income
8 1 (0.70%) Clustering
8 1 (0.70%) Derivative
8 1 (0.70%) Equity Derivative
8 1 (0.70%) Foreign Exchange (FX)
8 1 (0.70%) Renewable Energy
Operating Systems
1 14 (9.79%) Unix
2 7 (4.90%) Linux
2 7 (4.90%) Windows
3 4 (2.80%) Android
3 4 (2.80%) Apple iOS
4 3 (2.10%) AIX
4 3 (2.10%) Red Hat Enterprise Linux
4 3 (2.10%) Solaris
4 3 (2.10%) Windows 7
4 3 (2.10%) Windows Server
5 1 (0.70%) Windows 8
5 1 (0.70%) Windows Server 2008
5 1 (0.70%) Windows Server 2012
Processes & Methodologies
1 37 (25.87%) Agile Software Development
2 26 (18.18%) Project Management
3 24 (16.78%) Business Intelligence
4 19 (13.29%) Business Analysis
5 17 (11.89%) Stakeholder Management
6 16 (11.19%) Analytics
6 16 (11.19%) Risk Management
6 16 (11.19%) SDLC
7 15 (10.49%) CRM
7 15 (10.49%) Data Analysis
7 15 (10.49%) Migration
8 12 (8.39%) Waterfall
9 11 (7.69%) Continuous Improvement
9 11 (7.69%) Data Modelling
9 11 (7.69%) User Acceptance Testing
10 9 (6.29%) Change Management
10 9 (6.29%) Coaching
10 9 (6.29%) ERP
10 9 (6.29%) Information Security
11 8 (5.59%) Mentoring
Programming Languages
1 33 (23.08%) SQL
2 16 (11.19%) C#
2 16 (11.19%) Java
3 14 (9.79%) Python
4 8 (5.59%) C++
5 6 (4.20%) R
6 5 (3.50%) PL/SQL
7 4 (2.80%) Shell Script
8 3 (2.10%) Bash Shell
8 3 (2.10%) Perl
9 2 (1.40%) T-SQL
10 1 (0.70%) C
10 1 (0.70%) JavaScript
10 1 (0.70%) PowerShell
10 1 (0.70%) X++
Qualifications
1 21 (14.69%) Degree
2 6 (4.20%) Security Cleared
3 2 (1.40%) BPSS Clearance
3 2 (1.40%) Cisco Certification
3 2 (1.40%) Microsoft Certification
3 2 (1.40%) PMI Certification
3 2 (1.40%) PMP
4 1 (0.70%) CTC Cleared
4 1 (0.70%) ISTQB
4 1 (0.70%) MCSE
4 1 (0.70%) SC Cleared
Quality Assurance & Compliance
1 8 (5.59%) Data Quality
1 8 (5.59%) PMO
2 6 (4.20%) QA
3 2 (1.40%) SLA
4 1 (0.70%) GDPR
System Software
1 4 (2.80%) Active Directory
1 4 (2.80%) Docker
2 2 (1.40%) Apache Flume
3 1 (0.70%) Hyper-V
3 1 (0.70%) Tivoli Directory Server
3 1 (0.70%) VMware Infrastructure
3 1 (0.70%) XenApp
3 1 (0.70%) XenDesktop
Systems Management
1 2 (1.40%) Ansible
1 2 (1.40%) HAProxy
2 1 (0.70%) AppManager
2 1 (0.70%) Tivoli
2 1 (0.70%) Tivoli Identity Manager
2 1 (0.70%) WMI
Vendors
1 33 (23.08%) Microsoft
2 15 (10.49%) Oracle
3 8 (5.59%) SAP
4 5 (3.50%) IBM
5 4 (2.80%) Xamarin
6 3 (2.10%) Salesforce.com
6 3 (2.10%) Splunk
6 3 (2.10%) Virgin Media
7 2 (1.40%) Cisco
7 2 (1.40%) HP
7 2 (1.40%) Lotus
7 2 (1.40%) SunGard
7 2 (1.40%) Tableau
7 2 (1.40%) TIBCO
8 1 (0.70%) CA
8 1 (0.70%) Citrix
8 1 (0.70%) Cognos
8 1 (0.70%) Informatica
8 1 (0.70%) Progress
8 1 (0.70%) Sybase