Period
to 18 November 2018

The table below looks at the prevalence of the term Analytical Skills in contract job vacancies advertised in Glasgow. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Analytical Skills over the 6 months to 18 November 2018 with a comparison to the same period over the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Analytical Skills
Scotland > Glasgow
6 months to
18 Nov 2018
Same period 2017 Same period 2016
Rank 25 19 18
Rank change year-on-year -6 -1 -3
Contract jobs citing Analytical Skills 119 103 89
As % of all contract IT jobs advertised in Glasgow 7.08% 7.94% 7.93%
As % of the Miscellaneous category 23.02% 23.62% 22.59%
Number of daily rates quoted 68 41 38
Glasgow median daily rate £375 £358 £350
Median daily rate % change year-on-year +4.90% +2.14% -
10th Percentile £208 £260 £173
90th Percentile £491 £475 £458
Scotland median daily rate £375 £388 £350
% change year-on-year -3.23% +10.71% -6.67%
Number of hourly rates quoted 1 6 2
Glasgow median hourly rate £34.50 £24.00 £24.25
Median hourly rate % change year-on-year +43.75% -1.03% -62.69%
10th Percentile £33.75 £23.00 £17.38
90th Percentile £35.25 £28.00 £30.53
Scotland median hourly rate £29.50 £24.00 £19.00
% change year-on-year +22.92% +26.32% -5.00%

Analytical Skills is in the Generic IT Skills category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in Glasgow with a requirement for generic IT skills.

All Generic IT Skills
Glasgow
Contract vacancies with a requirement for generic IT skills 517 436 394
As % of all contract IT jobs advertised in Glasgow 30.77% 33.59% 35.08%
Number of daily rates quoted 264 213 198
Glasgow median daily rate £400 £375 £360
Median daily rate % change year-on-year +6.67% +4.17% +6.67%
10th Percentile £264 £226 £196
90th Percentile £538 £475 £475
Scotland median daily rate £400 £380 £350
% change year-on-year +5.26% +8.57% -3.45%
Number of hourly rates quoted 10 14 12
Glasgow median hourly rate £13.00 £18.25 £13.25
Median hourly rate % change year-on-year -28.77% +37.74% -51.71%
10th Percentile £10.75 £10.23 £9.25
90th Percentile £45.08 £27.10 £39.43
Scotland median hourly rate £17.50 £23.25 £25.75
% change year-on-year -24.73% -9.71% +37.33%

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
Contractor Daily Rate Trend in Glasgow

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Analytical Skills in Glasgow.

Contractor daily rate trend for Analytical Skills in Glasgow

Analytical Skills
Contractor Daily Rate Histogram in Glasgow

The daily rate distribution of IT jobs citing Analytical Skills in Glasgow over the 6 months to 18 November 2018.

Contractor daily rate histogram for Analytical Skills in Glasgow

Analytical Skills
Contractor Hourly Rate Trend in Glasgow

This chart provides the 3-month moving average for contractor hourly rates quoted in IT jobs citing Analytical Skills in Glasgow.

Contractor hourly rate trend for Analytical Skills in Glasgow

For the 6 months to 18 November 2018, IT contractor 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 contract job ads across the Glasgow region with a requirement for Analytical Skills.

1 63 (52.94%) Problem-Solving
2 44 (36.97%) Java
3 42 (35.29%) Agile Software Development
4 39 (32.77%) Finance
5 31 (26.05%) SQL
5 31 (26.05%) Oracle
6 29 (24.37%) Degree
7 26 (21.85%) Spring
8 21 (17.65%) Hibernate
8 21 (17.65%) Analytics
9 20 (16.81%) Python
9 20 (16.81%) Data Analysis
10 19 (15.97%) Banking
11 18 (15.13%) OO
12 15 (12.61%) Computer Science
12 15 (12.61%) Relational Database
13 14 (11.76%) Business Analysis
14 13 (10.92%) ITIL
14 13 (10.92%) Scrum
14 13 (10.92%) SDLC
14 13 (10.92%) Self-Motivation
15 12 (10.08%) Validation
15 12 (10.08%) Change Management
15 12 (10.08%) Front Office
15 12 (10.08%) Project Management
15 12 (10.08%) Windows
15 12 (10.08%) XML
15 12 (10.08%) Linux
15 12 (10.08%) Microsoft Excel
15 12 (10.08%) OOP

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 3 (2.52%) SharePoint
2 2 (1.68%) Confluence
2 2 (1.68%) Oracle SOA Suite
2 2 (1.68%) SharePoint 2010
2 2 (1.68%) WebLogic
3 1 (0.84%) Exchange Server 2013
3 1 (0.84%) MS Exchange
3 1 (0.84%) Tomcat
Applications
1 12 (10.08%) Microsoft Excel
2 8 (6.72%) Microsoft Office
3 5 (4.20%) Microsoft Project
4 4 (3.36%) Microsoft PowerPoint
5 2 (1.68%) MS Visio
5 2 (1.68%) Spreadsheet
Business Applications
1 9 (7.56%) AquaLogic BPM
1 9 (7.56%) Oracle BPM
1 9 (7.56%) Workday HCM
Cloud Services
1 1 (0.84%) Amazon AWS
1 1 (0.84%) Amazon CloudWatch
1 1 (0.84%) AWS CloudFormation
1 1 (0.84%) Datadog
1 1 (0.84%) Google Cloud Platform
1 1 (0.84%) Microsoft Azure
Communications & Networking
1 1 (0.84%) 3G
1 1 (0.84%) 4G
1 1 (0.84%) Diameter Protocol
1 1 (0.84%) Firewall
1 1 (0.84%) Internet
1 1 (0.84%) Intrusion Detection
1 1 (0.84%) Network Security
1 1 (0.84%) SAN
1 1 (0.84%) Wireshark
Database & Business Intelligence
1 15 (12.61%) Relational Database
2 8 (6.72%) MySQL
2 8 (6.72%) Oracle Database
3 7 (5.88%) BusinessObjects
4 5 (4.20%) DB2
4 5 (4.20%) Oracle Database 11g
4 5 (4.20%) RDBMS
5 4 (3.36%) BusinessObjects Web Intelligence
5 4 (3.36%) Data Warehouse
5 4 (3.36%) Pentaho
6 3 (2.52%) NoSQL
6 3 (2.52%) Oracle Database 10g
7 2 (1.68%) Big Data
7 2 (1.68%) Hadoop
7 2 (1.68%) Oracle Database 12c
7 2 (1.68%) QlikView
7 2 (1.68%) SQL Server
7 2 (1.68%) TKPROF
8 1 (0.84%) OLAP
8 1 (0.84%) Qlik Sense
Development Applications
1 6 (5.04%) Jenkins
2 4 (3.36%) JIRA
3 3 (2.52%) Eclipse
3 3 (2.52%) Hudson
3 3 (2.52%) MagicDraw
3 3 (2.52%) Subversion
3 3 (2.52%) webpack
4 2 (1.68%) Git (software)
4 2 (1.68%) JDeveloper
5 1 (0.84%) Atlassian Bamboo
5 1 (0.84%) JUnit
5 1 (0.84%) SoapUI
5 1 (0.84%) Travis CI
5 1 (0.84%) Vagrant
General
1 39 (32.77%) Finance
2 19 (15.97%) Banking
3 12 (10.08%) Front Office
3 12 (10.08%) Investment Banking
4 8 (6.72%) Games
5 4 (3.36%) Telecoms
6 3 (2.52%) Billing
7 2 (1.68%) Marketing
8 1 (0.84%) Aerospace
8 1 (0.84%) Automotive
8 1 (0.84%) Law
8 1 (0.84%) Private Banking
8 1 (0.84%) Retail Banking
Job Titles
1 53 (44.54%) Developer
2 27 (22.69%) Analyst
3 25 (21.01%) Java Developer
4 12 (10.08%) Applications Support
5 11 (9.24%) Applications Engineer
5 11 (9.24%) Applications Support Engineer
5 11 (9.24%) Support Engineer
6 10 (8.40%) Python Developer
7 9 (7.56%) Business Analyst
8 7 (5.88%) Oracle Developer
9 6 (5.04%) Angular Developer
9 6 (5.04%) Senior Developer
10 5 (4.20%) Business Developer
10 5 (4.20%) Lead Developer
10 5 (4.20%) Lead Java Developer
10 5 (4.20%) SAP BusinessObjects (BO) Developer
11 4 (3.36%) Applications Developer
11 4 (3.36%) Consultant
11 4 (3.36%) Senior Java Developer
11 4 (3.36%) Systems Analyst
Libraries, Frameworks & Software Standards
1 26 (21.85%) Spring
2 21 (17.65%) Hibernate
3 12 (10.08%) XML
4 11 (9.24%) SOAP
5 9 (7.56%) AngularJS
5 9 (7.56%) Apache Camel
5 9 (7.56%) Apache MINA
5 9 (7.56%) JMS
5 9 (7.56%) RESTful
6 8 (6.72%) J2EE
6 8 (6.72%) JPA
6 8 (6.72%) JSON
7 5 (4.20%) HTML
8 4 (3.36%) .NET
8 4 (3.36%) CSS
9 3 (2.52%) HTML5
9 3 (2.52%) Kafka
9 3 (2.52%) REST
9 3 (2.52%) Sass
9 3 (2.52%) WebSockets
Miscellaneous
1 15 (12.61%) Computer Science
2 13 (10.92%) Self-Motivation
3 11 (9.24%) Analytical Mindset
4 9 (7.56%) Enterprise Software
4 9 (7.56%) Reference Data
5 7 (5.88%) Derivative
6 4 (3.36%) Equity Derivative
7 2 (1.68%) AS400
7 2 (1.68%) Credit Risk
7 2 (1.68%) Management Information System
8 1 (0.84%) Clustering
8 1 (0.84%) Driving Licence
8 1 (0.84%) DTCC
8 1 (0.84%) Eurex
8 1 (0.84%) Linux Command Line
8 1 (0.84%) Minimum Viable Product
8 1 (0.84%) SCADA
8 1 (0.84%) Security Operations Centre
8 1 (0.84%) User Experience
8 1 (0.84%) Virtual Team
Operating Systems
1 12 (10.08%) Linux
1 12 (10.08%) Windows
2 4 (3.36%) Unix
3 3 (2.52%) Windows Server
4 1 (0.84%) AIX
4 1 (0.84%) Android
4 1 (0.84%) CentOS
4 1 (0.84%) DC/OS
4 1 (0.84%) Red Hat Enterprise Linux
4 1 (0.84%) Ubuntu
4 1 (0.84%) Windows 10
4 1 (0.84%) Windows 7
4 1 (0.84%) Windows 8
4 1 (0.84%) Windows Server 2008
4 1 (0.84%) Windows Server 2012
Processes & Methodologies
1 63 (52.94%) Problem-Solving
2 42 (35.29%) Agile Software Development
3 21 (17.65%) Analytics
4 20 (16.81%) Data Analysis
5 18 (15.13%) OO
6 14 (11.76%) Business Analysis
7 13 (10.92%) ITIL
7 13 (10.92%) Scrum
7 13 (10.92%) SDLC
8 12 (10.08%) Change Management
8 12 (10.08%) OOP
8 12 (10.08%) Project Management
8 12 (10.08%) Validation
9 11 (9.24%) Network Management
9 11 (9.24%) Problem Management
9 11 (9.24%) Software Engineering
10 10 (8.40%) PRINCE2
10 10 (8.40%) Stakeholder Management
10 10 (8.40%) Use Case
11 9 (7.56%) Unit Testing
Programming Languages
1 44 (36.97%) Java
2 31 (26.05%) SQL
3 20 (16.81%) Python
4 10 (8.40%) Shell Script
5 9 (7.56%) Java 8
5 9 (7.56%) Perl
5 9 (7.56%) PHP
5 9 (7.56%) Scala
5 9 (7.56%) XPath
6 7 (5.88%) C++
7 6 (5.04%) JavaScript
8 5 (4.20%) C
9 4 (3.36%) C#
9 4 (3.36%) PL/SQL
10 3 (2.52%) VB
10 3 (2.52%) VBA
11 2 (1.68%) VBScript
12 1 (0.84%) PowerShell
Qualifications
1 29 (24.37%) Degree
2 10 (8.40%) SC Cleared
2 10 (8.40%) Security Cleared
3 9 (7.56%) DV Cleared
4 8 (6.72%) Computer Science Degree
5 5 (4.20%) PMP
6 3 (2.52%) BPSS Clearance
7 2 (1.68%) PMI Certification
8 1 (0.84%) CCNA
8 1 (0.84%) CCNP
8 1 (0.84%) Cisco Certification
8 1 (0.84%) MCSE
8 1 (0.84%) Microsoft Certification
8 1 (0.84%) PRINCE2 Practitioner
Quality Assurance & Compliance
1 10 (8.40%) SLA
2 9 (7.56%) PMO
3 4 (3.36%) QA
4 1 (0.84%) Cyber Essentials
System Software
1 1 (0.84%) Active Directory
1 1 (0.84%) Docker
1 1 (0.84%) Hyper-V
1 1 (0.84%) Microsoft App-V
1 1 (0.84%) Virtual Machines
1 1 (0.84%) VirtualBox
1 1 (0.84%) VMware Infrastructure
1 1 (0.84%) XenApp
Systems Management
1 2 (1.68%) SCCM
2 1 (0.84%) Ansible
2 1 (0.84%) Docker Swarm
2 1 (0.84%) HP ALM
2 1 (0.84%) Kubernetes
2 1 (0.84%) Nagios
2 1 (0.84%) Opscode Chef
2 1 (0.84%) Packer
2 1 (0.84%) Puppet
2 1 (0.84%) Terraform
Vendors
1 31 (26.05%) Oracle
2 9 (7.56%) Workday
3 8 (6.72%) Microsoft
4 4 (3.36%) Informatica
5 3 (2.52%) SAP
6 2 (1.68%) Sybase
6 2 (1.68%) Tableau
7 1 (0.84%) Alteryx
7 1 (0.84%) Apple
7 1 (0.84%) Google
7 1 (0.84%) iManage
7 1 (0.84%) Ivanti
7 1 (0.84%) MicroStrategy
7 1 (0.84%) New Relic
7 1 (0.84%) Nokia
7 1 (0.84%) Salesforce.com
7 1 (0.84%) SolarWinds
7 1 (0.84%) Splunk
7 1 (0.84%) Symantec
7 1 (0.84%) VMware