Period
to 13 December 2017

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 December 2017 with a comparison to the same period over the previous 2 years.

Analytical Skills
Scotland > Glasgow
6 months to
13 Dec 2017
Same period 2016 Same period 2015
Rank 27 24 16
Rank change year-on-year -3 -8 +12
Permanent jobs citing Analytical Skills 186 188 322
As % of all permanent IT jobs advertised in Glasgow 8.11% 9.20% 12.43%
As % of the Miscellaneous category 21.14% 23.33% 28.98%
Number of salaries quoted 102 83 232
Glasgow median annual salary £45,000 £47,500 £47,500
Median salary % change year-on-year -5.26% - +18.75%
10th Percentile £31,875 £31,400 £29,000
90th Percentile £59,875 £60,000 £63,500
Scotland median annual salary £42,500 £47,500 £45,250
% change year-on-year -10.53% +4.97% +11.73%

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 880 806 1111
As % of all permanent IT jobs advertised in Glasgow 38.36% 39.43% 42.90%
Number of salaries quoted 548 419 653
Glasgow median annual salary £45,000 £42,500 £42,500
Median salary % change year-on-year +5.88% - +6.25%
10th Percentile £31,250 £27,500 £28,036
90th Percentile £67,500 £58,750 £61,250
Scotland median annual salary £44,500 £43,000 £41,500
% change year-on-year +3.49% +3.61% +3.75%

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 December 2017.

Salary histogram for Analytical Skills in Glasgow

For the 6 months to 13 December 2017, IT jobs citing Analytical Skills also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Glasgow region with a requirement for Analytical Skills.

1 59 (31.72%) Finance
2 56 (30.11%) Agile Software Development
3 51 (27.42%) SQL
4 41 (22.04%) Project Management
5 37 (19.89%) Microsoft
6 35 (18.82%) SQL Server
7 28 (15.05%) Continuous Improvement
8 27 (14.52%) Business Intelligence
8 27 (14.52%) Java
9 25 (13.44%) SDLC
10 22 (11.83%) Linux
11 21 (11.29%) Banking
11 21 (11.29%) Business Analysis
11 21 (11.29%) Change Management
12 19 (10.22%) Stakeholder Management
12 19 (10.22%) Unix
12 19 (10.22%) C#
12 19 (10.22%) Oracle
12 19 (10.22%) Degree
12 19 (10.22%) Waterfall
13 18 (9.68%) .NET
13 18 (9.68%) Data Warehouse
13 18 (9.68%) Scrum
14 17 (9.14%) Data Analysis
15 16 (8.60%) CRM
15 16 (8.60%) Windows
15 16 (8.60%) User Acceptance Testing
15 16 (8.60%) Coaching
16 15 (8.06%) Mentoring
16 15 (8.06%) Resource 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 8 (4.30%) Tomcat
2 6 (3.23%) SharePoint
3 3 (1.61%) WebSphere
3 3 (1.61%) WebSphere Application Server
4 2 (1.08%) CMS
4 2 (1.08%) Confluence
4 2 (1.08%) SAS
5 1 (0.54%) Apache Spark
5 1 (0.54%) IIS
5 1 (0.54%) JBoss
5 1 (0.54%) Oracle Application Server
Applications
1 13 (6.99%) Microsoft Excel
2 11 (5.91%) MS Visio
3 9 (4.84%) Microsoft Office
4 6 (3.23%) Microsoft PowerPoint
4 6 (3.23%) Microsoft Project
5 2 (1.08%) Houdini
5 2 (1.08%) Maya
5 2 (1.08%) NUKE
5 2 (1.08%) Photoshop
Business Applications
1 11 (5.91%) Dynamics CRM
2 6 (3.23%) Adaptiv
2 6 (3.23%) Dynamics AX
3 4 (2.15%) JDE EnterpriseOne
4 1 (0.54%) AquaLogic BPM
4 1 (0.54%) Dynamics NAV
4 1 (0.54%) FRx
4 1 (0.54%) Infor M3
4 1 (0.54%) IntelliMatch
4 1 (0.54%) Movex
4 1 (0.54%) Oracle BPM
Cloud Services
1 8 (4.30%) Dynamics 365
2 5 (2.69%) Microsoft Azure
3 3 (1.61%) Amazon AWS
4 2 (1.08%) IBM Blueworks
4 2 (1.08%) Office 365
4 2 (1.08%) PaaS
5 1 (0.54%) Azure Data Factory
5 1 (0.54%) IaaS
Communications & Networking
1 5 (2.69%) HTTP
2 3 (1.61%) HTTPS
2 3 (1.61%) SSL
2 3 (1.61%) Unified Communications
2 3 (1.61%) VoIP
3 2 (1.08%) Internet
3 2 (1.08%) LAN
3 2 (1.08%) Remote Desktop
3 2 (1.08%) WAN
4 1 (0.54%) DHCP
4 1 (0.54%) DNS
4 1 (0.54%) Extranet
4 1 (0.54%) Fibre Channel
4 1 (0.54%) iSCSI
4 1 (0.54%) LDAP
4 1 (0.54%) SAN
4 1 (0.54%) TCP/IP
4 1 (0.54%) tcpdump
4 1 (0.54%) VPN
4 1 (0.54%) Wireshark
Database & Business Intelligence
1 35 (18.82%) SQL Server
2 18 (9.68%) Data Warehouse
3 11 (5.91%) Power BI
4 10 (5.38%) BusinessObjects
5 9 (4.84%) Relational Database
6 8 (4.30%) SQL Server Reporting Services
7 6 (3.23%) BusinessObjects Web Intelligence
7 6 (3.23%) SQL Server Integration Services
8 5 (2.69%) Oracle Database
8 5 (2.69%) QlikView
9 4 (2.15%) Big Data
9 4 (2.15%) BusinessObjects Business Intelligence
9 4 (2.15%) RDBMS
10 3 (1.61%) Apache Cassandra
10 3 (1.61%) Oracle Database 11g
11 2 (1.08%) Crystal Reports
11 2 (1.08%) Spotfire
12 1 (0.54%) SQL Server 2005
12 1 (0.54%) Star Schema
12 1 (0.54%) UniData
Development Applications
1 5 (2.69%) Subversion
2 2 (1.08%) Balsamiq Mockups
2 2 (1.08%) Jenkins
2 2 (1.08%) JIRA
2 2 (1.08%) Selenium
3 1 (0.54%) Git (software)
3 1 (0.54%) JUnit
3 1 (0.54%) Team Foundation Server
3 1 (0.54%) Visual Studio
3 1 (0.54%) Xcode
General
1 59 (31.72%) Finance
2 21 (11.29%) Banking
3 11 (5.91%) Investment Banking
4 9 (4.84%) Publishing
5 7 (3.76%) Manufacturing
6 5 (2.69%) Retail Banking
7 3 (1.61%) Front Office
7 3 (1.61%) Marketing
7 3 (1.61%) Retail
8 2 (1.08%) Back Office
8 2 (1.08%) Games
8 2 (1.08%) Telecoms
9 1 (0.54%) Advertising
9 1 (0.54%) Law
9 1 (0.54%) Legal
Job Titles
1 52 (27.96%) Analyst
2 46 (24.73%) Developer
3 28 (15.05%) Consultant
4 21 (11.29%) Business Analyst
5 15 (8.06%) IT Manager
6 14 (7.53%) Senior Analyst
7 12 (6.45%) Project Manager
8 11 (5.91%) IT Project Manager
8 11 (5.91%) Support Analyst
9 10 (5.38%) Development Consultant
9 10 (5.38%) Software Consultant
9 10 (5.38%) Software Development Consultant
10 9 (4.84%) Applications Developer
10 9 (4.84%) Mobile Applications Developer
10 9 (4.84%) Mobile Developer
10 9 (4.84%) Senior Developer
11 8 (4.30%) Senior Business Analyst
12 7 (3.76%) Java Developer
13 6 (3.23%) C++ Developer
13 6 (3.23%) Graduate Consultant
Libraries, Frameworks & Software Standards
1 18 (9.68%) .NET
2 13 (6.99%) XML
3 11 (5.91%) Spring
3 11 (5.91%) Web Services
4 10 (5.38%) Hibernate
5 9 (4.84%) Android SDK
5 9 (4.84%) RESTful
6 8 (4.30%) JMS
6 8 (4.30%) SOAP
7 6 (3.23%) Apache CXF
7 6 (3.23%) XML Schema
8 5 (2.69%) HTML
8 5 (2.69%) J2EE
8 5 (2.69%) Middleware
9 4 (2.15%) Swing
10 3 (1.61%) WPF
11 2 (1.08%) CSS
11 2 (1.08%) JSON
11 2 (1.08%) Node.js
12 1 (0.54%) REST
Miscellaneous
1 10 (5.38%) Driving Licence
1 10 (5.38%) User Experience
2 9 (4.84%) Analytical Mindset
2 9 (4.84%) Graphic Design
2 9 (4.84%) Mobile App
3 8 (4.30%) Computer Science
3 8 (4.30%) Management Information System
4 6 (3.23%) Data Structures
5 4 (2.15%) Client/Server
5 4 (2.15%) iSeries
6 2 (1.08%) Animation
7 1 (0.54%) Algorithms
7 1 (0.54%) Credit Risk
7 1 (0.54%) DataPower
7 1 (0.54%) Fixed Income
7 1 (0.54%) Greenfield Project
7 1 (0.54%) iPad
7 1 (0.54%) LIMS
7 1 (0.54%) Linux Command Line
7 1 (0.54%) Minimum Viable Product
Operating Systems
1 22 (11.83%) Linux
2 19 (10.22%) Unix
3 16 (8.60%) Windows
4 10 (5.38%) Apple iOS
5 9 (4.84%) Android
6 6 (3.23%) AIX
7 4 (2.15%) Windows 7
7 4 (2.15%) Windows Server
8 3 (1.61%) Red Hat Enterprise Linux
9 2 (1.08%) CentOS
9 2 (1.08%) Solaris
9 2 (1.08%) Tru64
10 1 (0.54%) Windows 10
10 1 (0.54%) Windows Server 2012
10 1 (0.54%) Windows XP
Processes & Methodologies
1 56 (30.11%) Agile Software Development
2 41 (22.04%) Project Management
3 28 (15.05%) Continuous Improvement
4 27 (14.52%) Business Intelligence
5 25 (13.44%) SDLC
6 21 (11.29%) Business Analysis
6 21 (11.29%) Change Management
7 19 (10.22%) Stakeholder Management
7 19 (10.22%) Waterfall
8 18 (9.68%) Scrum
9 17 (9.14%) Data Analysis
10 16 (8.60%) Coaching
10 16 (8.60%) CRM
10 16 (8.60%) User Acceptance Testing
11 15 (8.06%) Mentoring
11 15 (8.06%) Resource Management
12 14 (7.53%) Migration
12 14 (7.53%) PRINCE2
13 13 (6.99%) Data Modelling
14 12 (6.45%) OO
Programming Languages
1 51 (27.42%) SQL
2 27 (14.52%) Java
3 19 (10.22%) C#
4 12 (6.45%) PL/SQL
5 11 (5.91%) Python
6 8 (4.30%) C++
7 4 (2.15%) Shell Script
8 3 (1.61%) JavaScript
8 3 (1.61%) Perl
8 3 (1.61%) R
8 3 (1.61%) Ruby
9 2 (1.08%) Bash Shell
9 2 (1.08%) Groovy
9 2 (1.08%) PowerShell
9 2 (1.08%) T-SQL
10 1 (0.54%) C
10 1 (0.54%) Objective-C
10 1 (0.54%) Scala
10 1 (0.54%) VB
10 1 (0.54%) VBA
Qualifications
1 19 (10.22%) Degree
2 11 (5.91%) PMI Certification
2 11 (5.91%) PMP
3 6 (3.23%) Security Cleared
4 3 (1.61%) Microsoft Certification
5 2 (1.08%) BPSS Clearance
5 2 (1.08%) MCP
6 1 (0.54%) Cisco Certification
6 1 (0.54%) CTC Cleared
6 1 (0.54%) HND
6 1 (0.54%) MCSE
6 1 (0.54%) PRINCE2 Practitioner
6 1 (0.54%) SC Cleared
Quality Assurance & Compliance
1 13 (6.99%) QA
2 7 (3.76%) PMO
3 5 (2.69%) Data Quality
3 5 (2.69%) SLA
4 2 (1.08%) GDPR
4 2 (1.08%) MiFID
5 1 (0.54%) Dodd-Frank
5 1 (0.54%) EMIR
System Software
1 5 (2.69%) Active Directory
2 2 (1.08%) Docker
2 2 (1.08%) Firmware
2 2 (1.08%) NFS
2 2 (1.08%) Samba
3 1 (0.54%) Hyper-V
3 1 (0.54%) Oracle RAC
3 1 (0.54%) Tivoli Directory Server
3 1 (0.54%) VMware Infrastructure
3 1 (0.54%) XenApp
3 1 (0.54%) XenDesktop
Systems Management
1 3 (1.61%) Oracle RMAN
2 2 (1.08%) Data Guard
2 2 (1.08%) HAProxy
3 1 (0.54%) AppManager
3 1 (0.54%) DameWare
3 1 (0.54%) EMC NetWorker
3 1 (0.54%) Enterprise Manager Cloud Control
3 1 (0.54%) Tivoli
3 1 (0.54%) Tivoli Identity Manager
3 1 (0.54%) WMI
Vendors
1 37 (19.89%) Microsoft
2 19 (10.22%) Oracle
3 9 (4.84%) IBM
3 9 (4.84%) SAP
3 9 (4.84%) Xamarin
4 5 (2.69%) Citrix
4 5 (2.69%) Virgin Media
5 4 (2.15%) JD Edwards
5 4 (2.15%) Salesforce.com
6 3 (1.61%) Red Hat
6 3 (1.61%) SunGard
7 2 (1.08%) Lotus
7 2 (1.08%) Tableau
7 2 (1.08%) TIBCO
7 2 (1.08%) VMware
8 1 (0.54%) iManage
8 1 (0.54%) Infor
8 1 (0.54%) LexisNexis
8 1 (0.54%) Planview
8 1 (0.54%) Teradata