Period
to 23 June 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 23 June 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
23 Jun 2018
Same period 2017 Same period 2016
Rank 28 18 21
Rank change year-on-year -10 +3 -5
Contract jobs citing Analytical Skills 108 97 93
As % of all contract IT jobs advertised in Glasgow 6.65% 8.25% 7.31%
As % of the Miscellaneous category 21.30% 23.60% 22.36%
Number of daily rates quoted 61 41 57
Glasgow median daily rate £375 £330 £375
Median daily rate % change year-on-year +13.64% -12.00% +2.74%
10th Percentile £200 £188 £201
90th Percentile £450 £425 £443
Scotland median daily rate £375 £375 £375
Number of hourly rates quoted 3 0 0
Glasgow median hourly rate £24.55 - -
Scotland median hourly rate £24.00 £16.75 £35.50
% change year-on-year +43.28% -52.82% +71.58%

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 507 411 416
As % of all contract IT jobs advertised in Glasgow 31.24% 34.95% 32.68%
Number of daily rates quoted 277 202 233
Glasgow median daily rate £400 £375 £335
Median daily rate % change year-on-year +6.67% +11.94% -4.29%
10th Percentile £250 £239 £175
90th Percentile £538 £474 £475
Scotland median daily rate £400 £375 £375
% change year-on-year +6.67% - +7.14%
Number of hourly rates quoted 11 1 2
Glasgow median hourly rate £24.00 £13.50 £9.50
Median hourly rate % change year-on-year +77.78% +42.11% -54.08%
10th Percentile £10.20 £13.50 £9.25
90th Percentile £48.00 £13.50 £9.75
Scotland median hourly rate £17.50 £35.00 £38.50
% change year-on-year -50.00% -9.09% +86.08%

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 23 June 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

Analytical Skills
Contractor Hourly Rate Histogram in Glasgow

The hourly rate distribution of IT jobs citing Analytical Skills in Glasgow over the 6 months to 23 June 2018.

Contractor hourly rate histogram for Analytical Skills in Glasgow

For the 6 months to 23 June 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 52 (48.15%) Problem-Solving
2 41 (37.96%) Finance
3 30 (27.78%) Java
3 30 (27.78%) Python
4 29 (26.85%) SQL
5 25 (23.15%) OO
6 24 (22.22%) Agile Software Development
7 21 (19.44%) Oracle
7 21 (19.44%) SDLC
8 20 (18.52%) Analytics
9 18 (16.67%) Relational Database
10 16 (14.81%) Data Analysis
10 16 (14.81%) Degree
11 15 (13.89%) C++
12 14 (12.96%) Microsoft
12 14 (12.96%) Banking
13 13 (12.04%) Linux
13 13 (12.04%) Project Management
14 12 (11.11%) Spring
15 11 (10.19%) Computer Science
15 11 (10.19%) DevOps
15 11 (10.19%) Jenkins
16 10 (9.26%) Data Analytics
16 10 (9.26%) Ansible
16 10 (9.26%) Derivative
16 10 (9.26%) Business Intelligence
16 10 (9.26%) Microsoft Excel
17 9 (8.33%) ITIL
17 9 (8.33%) PRINCE2
17 9 (8.33%) Unix

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 5 (4.63%) SharePoint
2 3 (2.78%) Oracle SOA Suite
3 2 (1.85%) Tomcat
4 1 (0.93%) MS Exchange
Applications
1 10 (9.26%) Microsoft Excel
2 8 (7.41%) Microsoft Office
3 4 (3.70%) MS Visio
4 3 (2.78%) Microsoft PowerPoint
4 3 (2.78%) Spreadsheet
5 1 (0.93%) Microsoft Project
Business Applications
1 4 (3.70%) AquaLogic BPM
1 4 (3.70%) Oracle BPM
2 1 (0.93%) Dynamics CRM
2 1 (0.93%) Oracle EBS
2 1 (0.93%) Oracle Payables
Cloud Services
1 5 (4.63%) Microsoft Azure
2 4 (3.70%) Cloud Computing
2 4 (3.70%) Office 365
3 3 (2.78%) Amazon AWS
4 2 (1.85%) Azure Data Factory
4 2 (1.85%) IaaS
4 2 (1.85%) PaaS
4 2 (1.85%) SaaS
Communications & Networking
1 7 (6.48%) HTTP
2 3 (2.78%) Firewall
2 3 (2.78%) Network Security
3 2 (1.85%) Cisco ASA
3 2 (1.85%) Cisco Nexus
3 2 (1.85%) F5 BIG-IP LTM
3 2 (1.85%) OSPF
3 2 (1.85%) tcpdump
3 2 (1.85%) Wireshark
4 1 (0.93%) Internet
4 1 (0.93%) Intrusion Detection
4 1 (0.93%) LAN
4 1 (0.93%) SAN
4 1 (0.93%) SMS
4 1 (0.93%) VLAN
4 1 (0.93%) WAN
Database & Business Intelligence
1 18 (16.67%) Relational Database
2 6 (5.56%) Big Data
2 6 (5.56%) Oracle Database
2 6 (5.56%) RDBMS
3 5 (4.63%) Power BI
3 5 (4.63%) QlikView
4 4 (3.70%) Data Warehouse
4 4 (3.70%) Hadoop
5 3 (2.78%) DB2
6 2 (1.85%) BusinessObjects
6 2 (1.85%) Data Lake
6 2 (1.85%) Data Mining
6 2 (1.85%) MySQL
6 2 (1.85%) Oracle Database 10g
6 2 (1.85%) Oracle Database 11g
6 2 (1.85%) SQL Server Reporting Services
7 1 (0.93%) OLAP
7 1 (0.93%) Oracle Reports
7 1 (0.93%) SQL Server
7 1 (0.93%) SQL Server Integration Services
Development Applications
1 11 (10.19%) Jenkins
2 8 (7.41%) Git (software)
3 7 (6.48%) JIRA
4 3 (2.78%) webpack
5 2 (1.85%) ClearCase
5 2 (1.85%) Eclipse
5 2 (1.85%) Hudson
5 2 (1.85%) MagicDraw
5 2 (1.85%) Subversion
5 2 (1.85%) VSS/SourceSafe
6 1 (0.93%) HP UFT
6 1 (0.93%) JUnit
6 1 (0.93%) Oracle Forms
General
1 41 (37.96%) Finance
2 14 (12.96%) Banking
3 5 (4.63%) Front Office
4 4 (3.70%) Investment Banking
5 3 (2.78%) Games
6 2 (1.85%) Billing
6 2 (1.85%) Legal
6 2 (1.85%) Marketing
6 2 (1.85%) Private Banking
7 1 (0.93%) Electronics
7 1 (0.93%) Law
7 1 (0.93%) Manufacturing
7 1 (0.93%) Retail
7 1 (0.93%) Retail Banking
7 1 (0.93%) Telecoms
Job Titles
1 36 (33.33%) Developer
2 31 (28.70%) Analyst
3 16 (14.81%) Python Developer
4 11 (10.19%) Java Developer
5 9 (8.33%) Business Analyst
6 7 (6.48%) Consultant
6 7 (6.48%) Data Analyst
6 7 (6.48%) Project Manager
7 6 (5.56%) Designer
7 6 (5.56%) Solutions Designer
8 5 (4.63%) Test Analyst
9 4 (3.70%) Data Analytics Specialist
9 4 (3.70%) Exchange Consultant
9 4 (3.70%) Infrastructure Specialist
9 4 (3.70%) Office 365 Consultant
9 4 (3.70%) Technical Analyst
9 4 (3.70%) Technical Consultant
10 3 (2.78%) Cloud Architect
10 3 (2.78%) Infrastructure Designer
10 3 (2.78%) Technical Business Analyst
Libraries, Frameworks & Software Standards
1 12 (11.11%) Spring
2 9 (8.33%) AngularJS
2 9 (8.33%) Hibernate
3 7 (6.48%) Elastic Stack
4 6 (5.56%) SOAP
5 5 (4.63%) Django
5 5 (4.63%) HTML
5 5 (4.63%) HTML5
5 5 (4.63%) JMS
5 5 (4.63%) JSON
5 5 (4.63%) Middleware
5 5 (4.63%) XML
6 4 (3.70%) Apache Camel
6 4 (3.70%) Apache MINA
6 4 (3.70%) Kafka
6 4 (3.70%) Regular Expression
6 4 (3.70%) RESTful
7 3 (2.78%) CSS
7 3 (2.78%) JPA
7 3 (2.78%) Sass
Miscellaneous
1 11 (10.19%) Computer Science
2 10 (9.26%) Derivative
3 7 (6.48%) Linux Command Line
3 7 (6.48%) Self-Motivation
4 4 (3.70%) Credit Risk
4 4 (3.70%) Equity Derivative
4 4 (3.70%) Management Information System
4 4 (3.70%) Reference Data
5 3 (2.78%) Enterprise Software
5 3 (2.78%) OTC Derivatives
5 3 (2.78%) User Experience
6 2 (1.85%) Clustering
6 2 (1.85%) Data Structures
6 2 (1.85%) Driving Licence
6 2 (1.85%) Enterprise Cloud
6 2 (1.85%) Security Operations Centre
6 2 (1.85%) Virtual Team
7 1 (0.93%) Algorithms
7 1 (0.93%) Equities
7 1 (0.93%) Market Risk
Operating Systems
1 13 (12.04%) Linux
2 9 (8.33%) Unix
3 3 (2.78%) AIX
3 3 (2.78%) Windows
4 1 (0.93%) Windows 7
4 1 (0.93%) Windows 8
4 1 (0.93%) Windows Server
4 1 (0.93%) Windows Server 2008
Processes & Methodologies
1 52 (48.15%) Problem-Solving
2 25 (23.15%) OO
3 24 (22.22%) Agile Software Development
4 21 (19.44%) SDLC
5 20 (18.52%) Analytics
6 16 (14.81%) Data Analysis
7 13 (12.04%) Project Management
8 11 (10.19%) DevOps
9 10 (9.26%) Business Intelligence
9 10 (9.26%) Data Analytics
10 9 (8.33%) Business Analysis
10 9 (8.33%) ITIL
10 9 (8.33%) Migration
10 9 (8.33%) PRINCE2
11 7 (6.48%) Configuration Management
11 7 (6.48%) ETL
11 7 (6.48%) OOP
11 7 (6.48%) Scrum
11 7 (6.48%) Unit Testing
11 7 (6.48%) Validation
Programming Languages
1 30 (27.78%) Java
1 30 (27.78%) Python
2 29 (26.85%) SQL
3 15 (13.89%) C++
4 9 (8.33%) Shell Script
5 6 (5.56%) JavaScript
6 4 (3.70%) Scala
6 4 (3.70%) XPath
7 3 (2.78%) C#
7 3 (2.78%) Java 8
7 3 (2.78%) Perl
8 2 (1.85%) C
8 2 (1.85%) PHP
8 2 (1.85%) PowerShell
9 1 (0.93%) PL/SQL
9 1 (0.93%) R
9 1 (0.93%) T-SQL
9 1 (0.93%) VBA
Qualifications
1 16 (14.81%) Degree
2 6 (5.56%) Computer Science Degree
3 3 (2.78%) PMI Certification
3 3 (2.78%) PMP
4 2 (1.85%) BPSS Clearance
4 2 (1.85%) CCNP
4 2 (1.85%) CGEIT
4 2 (1.85%) CISA
4 2 (1.85%) Cisco Certification
4 2 (1.85%) CISSP
4 2 (1.85%) CRISC
4 2 (1.85%) ITIL Certification
4 2 (1.85%) SC Cleared
4 2 (1.85%) Security Cleared
5 1 (0.93%) CCNA
5 1 (0.93%) DV Cleared
5 1 (0.93%) ISEB
5 1 (0.93%) ISTQB
5 1 (0.93%) ISTQB Foundation Certification
5 1 (0.93%) Microsoft Certification
Quality Assurance & Compliance
1 5 (4.63%) PMO
1 5 (4.63%) QA
2 2 (1.85%) Disclosure Scotland
2 2 (1.85%) Sarbanes-Oxley
3 1 (0.93%) Cyber Essentials
3 1 (0.93%) Data Quality
3 1 (0.93%) GDPR
3 1 (0.93%) SLA
System Software
1 2 (1.85%) Active Directory
1 2 (1.85%) Virtual Servers
2 1 (0.93%) VMware Infrastructure
Systems Management
1 10 (9.26%) Ansible
2 1 (0.93%) Computer Emergency Response Teams
2 1 (0.93%) Computer Incident Response Team
2 1 (0.93%) CSIRT
2 1 (0.93%) HP Quality Center
Vendors
1 21 (19.44%) Oracle
2 14 (12.96%) Microsoft
3 8 (7.41%) Splunk
4 4 (3.70%) CheckPoint
4 4 (3.70%) Cisco
4 4 (3.70%) F5
4 4 (3.70%) Tableau
5 2 (1.85%) HP
5 2 (1.85%) Red Hat
5 2 (1.85%) VMware
6 1 (0.93%) Cloudera
6 1 (0.93%) Lotus
6 1 (0.93%) SAP
6 1 (0.93%) Sybase