Period
to 10 December 2018

The table below looks at the prevalence of the term Analytical Skills in permanent job vacancies advertised in Yorkshire. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytical Skills over the 6 months to 10 December 2018 with a comparison to the same period over the previous 2 years.

Analytical Skills
England > Yorkshire
6 months to
10 Dec 2018
Same period 2017 Same period 2016
Rank 29 23 28
Rank change year-on-year -6 +5 -4
Permanent jobs citing Analytical Skills 592 722 851
As % of all permanent IT jobs advertised in Yorkshire 7.42% 7.42% 7.74%
As % of the Miscellaneous category 20.07% 22.53% 24.62%
Number of salaries quoted 471 583 702
Yorkshire median annual salary £40,000 £40,000 £40,000
10th Percentile £24,250 £24,200 £22,775
90th Percentile £62,500 £60,000 £77,500
England median annual salary £50,000 £47,500 £45,000
% change year-on-year +5.26% +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 Yorkshire with a requirement for generic IT skills.

All Generic IT Skills
Yorkshire
Permanent vacancies with a requirement for generic IT skills 2,950 3,205 3,457
As % of all permanent IT jobs advertised in Yorkshire 36.97% 32.93% 31.44%
Number of salaries quoted 2,269 2,586 2,821
Yorkshire median annual salary £42,500 £41,500 £40,000
Median salary % change year-on-year +2.41% +3.75% -
10th Percentile £26,250 £25,500 £25,000
90th Percentile £60,000 £61,250 £62,500
England median annual salary £55,000 £50,000 £50,000
% change year-on-year +10.00% - +2.56%

Analytical Skills
Job Vacancy Trend in Yorkshire

Job postings citing Analytical Skills as a percentage of all IT jobs advertised in Yorkshire.

Job vacancy trend for Analytical Skills in Yorkshire

Analytical Skills
Salary Trend in Yorkshire

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Analytical Skills in Yorkshire.

Salary trend for Analytical Skills in Yorkshire

Analytical Skills
Salary Histogram in Yorkshire

The salary distribution of IT jobs citing Analytical Skills in Yorkshire over the 6 months to 10 December 2018.

Salary histogram for Analytical Skills in Yorkshire

Analytical Skills
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Analytical Skills within the Yorkshire region over the 6 months to 10 December 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
West Yorkshire -6 367 £40,000 - 87
North Yorkshire +11 137 £47,500 +18.75% 18
South Yorkshire -26 61 £37,500 -6.25% 14
East Yorkshire -14 6 £35,000 -14.22% 5
Analytical Skills
England

For the 6 months to 10 December 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 Yorkshire region with a requirement for Analytical Skills.

1 281 (47.47%) Problem-Solving
2 155 (26.18%) Agile Software Development
3 152 (25.68%) Finance
4 122 (20.61%) Microsoft
5 113 (19.09%) SQL
6 86 (14.53%) Windows
7 85 (14.36%) Degree
8 83 (14.02%) ITIL
9 82 (13.85%) Project Management
10 73 (12.33%) Microsoft Azure
11 71 (11.99%) JavaScript
12 70 (11.82%) HTML
13 68 (11.49%) Python
14 64 (10.81%) .NET
15 63 (10.64%) CSS
16 60 (10.14%) C#
17 58 (9.80%) Active Directory
17 58 (9.80%) VMware
18 56 (9.46%) Retail
19 55 (9.29%) Stakeholder Management
19 55 (9.29%) Microsoft Excel
19 55 (9.29%) PowerShell
20 54 (9.12%) SQL Server
21 52 (8.78%) Analytics
21 52 (8.78%) User Experience
22 51 (8.61%) Self-Motivation
23 49 (8.28%) DevOps
24 48 (8.11%) Java
25 46 (7.77%) Windows Server
26 45 (7.60%) Coaching

Analytical Skills
Co-occurring IT Skills in Yorkshire 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 28 (4.73%) SAS
2 17 (2.87%) MS Exchange
3 15 (2.53%) CMS
4 12 (2.03%) SharePoint
5 9 (1.52%) Exchange Server 2010
5 9 (1.52%) Exchange Server 2013
6 7 (1.18%) IIS
6 7 (1.18%) Oracle SOA Suite
6 7 (1.18%) WordPress
7 6 (1.01%) Confluence
8 5 (0.84%) CICS
8 5 (0.84%) Sitecore CMS
9 4 (0.68%) Oracle Application Server
10 3 (0.51%) Apache Spark
10 3 (0.51%) IBM Notes
10 3 (0.51%) OpenEdge
10 3 (0.51%) SharePoint 2013
10 3 (0.51%) Skype for Business
11 2 (0.34%) Apache
11 2 (0.34%) Elasticsearch
Applications
1 55 (9.29%) Microsoft Excel
2 37 (6.25%) Microsoft Office
3 19 (3.21%) Microsoft PowerPoint
4 16 (2.70%) Photoshop
5 13 (2.20%) MS Visio
6 4 (0.68%) Acrobat
7 2 (0.34%) AutoCAD
7 2 (0.34%) SPSS
8 1 (0.17%) Chatbot
8 1 (0.17%) InVision
8 1 (0.17%) Weka
Business Applications
1 12 (2.03%) SAP APO
1 12 (2.03%) SAP SCM
2 7 (1.18%) Dynamics CRM
3 6 (1.01%) Dynamics AX
4 5 (0.84%) Dynamics NAV
5 4 (0.68%) Remedy ITSM
6 3 (0.51%) Dynamics GP
6 3 (0.51%) Exstream
7 2 (0.34%) BASE24
7 2 (0.34%) Oracle EBS
7 2 (0.34%) Oracle EBS R12
7 2 (0.34%) Oracle Procure-to-Pay
7 2 (0.34%) Shopify
7 2 (0.34%) Visualfiles
8 1 (0.17%) Oracle Assets
8 1 (0.17%) Oracle Cash Management
8 1 (0.17%) Oracle iProcurement
8 1 (0.17%) Oracle Payables
8 1 (0.17%) Oracle Receivables
8 1 (0.17%) Salesforce.com CRM
Cloud Services
1 73 (12.33%) Microsoft Azure
2 42 (7.09%) Amazon AWS
3 36 (6.08%) Office 365
4 18 (3.04%) OneDrive
5 7 (1.18%) OpenShift
5 7 (1.18%) SaaS
6 5 (0.84%) Google Analytics
7 4 (0.68%) GitHub
8 3 (0.51%) Dynamics 365
9 2 (0.34%) Adobe Analytics
9 2 (0.34%) PaaS
10 1 (0.17%) Amazon CloudWatch
10 1 (0.17%) Azure Active Directory
10 1 (0.17%) Cloud Computing
10 1 (0.17%) Force.com
10 1 (0.17%) Google Cloud Platform
10 1 (0.17%) Google Tag Manager
10 1 (0.17%) IaaS
10 1 (0.17%) Mimecast
10 1 (0.17%) Rackspace Cloud
Communications & Networking
1 33 (5.57%) NetScaler
2 20 (3.38%) DNS
3 18 (3.04%) Firewall
4 16 (2.70%) Broadband
5 14 (2.36%) Cisco Nexus
5 14 (2.36%) DHCP
5 14 (2.36%) SAN
5 14 (2.36%) VPN
6 11 (1.86%) WAN
7 9 (1.52%) Network Security
8 8 (1.35%) Cisco ASA
8 8 (1.35%) MPLS
8 8 (1.35%) Wi-Fi
8 8 (1.35%) Wireshark
9 7 (1.18%) BGP
9 7 (1.18%) Cisco IOS
9 7 (1.18%) Intranet
10 6 (1.01%) F5 BIG-IP GTM
10 6 (1.01%) F5 BIG-IP LTM
10 6 (1.01%) Skype
Database & Business Intelligence
1 54 (9.12%) SQL Server
2 33 (5.57%) SQL Server Reporting Services
3 29 (4.90%) SQL Server Integration Services
4 22 (3.72%) Data Warehouse
4 22 (3.72%) Relational Database
4 22 (3.72%) SQL Server Analysis Services
5 20 (3.38%) Power BI
6 18 (3.04%) MySQL
7 12 (2.03%) NoSQL
7 12 (2.03%) SAP HANA
8 11 (1.86%) QlikView
9 10 (1.69%) BusinessObjects
10 9 (1.52%) Hadoop
10 9 (1.52%) RDBMS
11 8 (1.35%) Base SAS
11 8 (1.35%) Big Data
11 8 (1.35%) PostgreSQL
12 7 (1.18%) SQL Server 2012
12 7 (1.18%) SQL Server 2016
13 6 (1.01%) SAS Enterprise Guide
Development Applications
1 37 (6.25%) Git (software)
2 18 (3.04%) JIRA
3 13 (2.20%) Axure RP
4 12 (2.03%) Selenium
5 11 (1.86%) WebDriver
6 10 (1.69%) Jenkins
7 7 (1.18%) NUnit
7 7 (1.18%) Team Foundation Server
8 6 (1.01%) Grunt
8 6 (1.01%) gulp
8 6 (1.01%) Maven
9 4 (0.68%) Dreamweaver
9 4 (0.68%) Sonatype Nexus
9 4 (0.68%) Visual Studio Team System
10 3 (0.51%) MSI
10 3 (0.51%) SonarQube
10 3 (0.51%) Visual Studio
11 2 (0.34%) Aptana Studio
11 2 (0.34%) Octopus Deploy
11 2 (0.34%) Ranorex
General
1 152 (25.68%) Finance
2 56 (9.46%) Retail
3 33 (5.57%) Marketing
4 14 (2.36%) Back Office
5 11 (1.86%) Manufacturing
6 9 (1.52%) Banking
7 8 (1.35%) Telecoms
8 3 (0.51%) Advertising
8 3 (0.51%) Games
8 3 (0.51%) Legal
8 3 (0.51%) Pharmaceutical
9 2 (0.34%) Billing
9 2 (0.34%) Law
10 1 (0.17%) Financial Institution
10 1 (0.17%) Front Office
10 1 (0.17%) General Ledger
10 1 (0.17%) Investment Banking
10 1 (0.17%) Retail Banking
10 1 (0.17%) Social Science
Job Titles
1 165 (27.87%) Analyst
2 119 (20.10%) Developer
3 33 (5.57%) Business Analyst
4 32 (5.41%) Consultant
4 32 (5.41%) Senior Analyst
5 27 (4.56%) .NET Developer
6 26 (4.39%) Senior Data Warehouse Specialist
7 24 (4.05%) Designer
7 24 (4.05%) Team Leader
8 23 (3.89%) Service Analyst
9 22 (3.72%) Architect
9 22 (3.72%) Infrastructure Specialist
10 21 (3.55%) Senior Developer
10 21 (3.55%) Support Analyst
11 20 (3.38%) Service Desk Analyst
11 20 (3.38%) UX Designer
12 18 (3.04%) IT Manager
12 18 (3.04%) Software Developer
13 17 (2.87%) Data Analyst
13 17 (2.87%) Senior Infrastructure Specialist
Libraries, Frameworks & Software Standards
1 70 (11.82%) HTML
2 64 (10.81%) .NET
3 63 (10.64%) CSS
4 32 (5.41%) ASP.NET
5 26 (4.39%) .NET Framework
5 26 (4.39%) HTML5
6 25 (4.22%) Web Services
7 19 (3.21%) jQuery
8 17 (2.87%) Node.js
9 16 (2.70%) AngularJS
10 14 (2.36%) XML
11 12 (2.03%) Middleware
12 11 (1.86%) React
12 11 (1.86%) REST
13 9 (1.52%) Entity Framework
14 8 (1.35%) SOAP
15 7 (1.18%) CSS3
15 7 (1.18%) RESTful
16 6 (1.01%) ASP.NET MVC
16 6 (1.01%) WCF
Miscellaneous
1 52 (8.78%) User Experience
2 51 (8.61%) Self-Motivation
3 31 (5.24%) Management Information System
4 15 (2.53%) Data Centre
5 14 (2.36%) Analytical Mindset
5 14 (2.36%) Mobile App
6 12 (2.03%) Driving Licence
6 12 (2.03%) Enterprise Storage
7 11 (1.86%) Fintech
8 9 (1.52%) PKI
9 8 (1.35%) Enterprise Software
10 7 (1.18%) Cloud Native
10 7 (1.18%) Fat Client
10 7 (1.18%) Graphic Design
10 7 (1.18%) Greenfield Project
10 7 (1.18%) Thin Client
11 6 (1.01%) AS400
11 6 (1.01%) Virtual Team
12 5 (0.84%) Client/Server
13 4 (0.68%) W3C
Operating Systems
1 86 (14.53%) Windows
2 46 (7.77%) Windows Server
3 27 (4.56%) Windows 10
4 26 (4.39%) Linux
4 26 (4.39%) Windows 7
5 19 (3.21%) Windows Server 2008
6 17 (2.87%) Windows Server 2012
7 12 (2.03%) Red Hat Enterprise Linux
8 11 (1.86%) Unix
9 7 (1.18%) Android
9 7 (1.18%) Apple iOS
10 5 (0.84%) Windows 8
10 5 (0.84%) Windows Server 2003
11 4 (0.68%) Solaris
12 3 (0.51%) AIX
12 3 (0.51%) Mac OS X
13 2 (0.34%) Debian
13 2 (0.34%) Mac OS
13 2 (0.34%) Ubuntu
14 1 (0.17%) SUSE
Processes & Methodologies
1 281 (47.47%) Problem-Solving
2 155 (26.18%) Agile Software Development
3 83 (14.02%) ITIL
4 82 (13.85%) Project Management
5 55 (9.29%) Stakeholder Management
6 52 (8.78%) Analytics
7 49 (8.28%) DevOps
8 45 (7.60%) Coaching
9 42 (7.09%) Mentoring
9 42 (7.09%) Scrum
10 40 (6.76%) SDLC
11 39 (6.59%) Business Intelligence
12 37 (6.25%) Analytical Thinking
12 37 (6.25%) E-Commerce
12 37 (6.25%) Process Improvement
12 37 (6.25%) Time Management
13 35 (5.91%) Service Management
14 34 (5.74%) Decision-Making
15 32 (5.41%) Business Analysis
16 29 (4.90%) ITSM
Programming Languages
1 113 (19.09%) SQL
2 71 (11.99%) JavaScript
3 68 (11.49%) Python
4 60 (10.14%) C#
5 55 (9.29%) PowerShell
6 48 (8.11%) Java
7 29 (4.90%) R
7 29 (4.90%) T-SQL
8 28 (4.73%) PHP
9 18 (3.04%) VBA
10 17 (2.87%) Ruby
11 12 (2.03%) Bash Shell
11 12 (2.03%) Perl
12 9 (1.52%) MATLAB
13 8 (1.35%) VB
14 6 (1.01%) C
14 6 (1.01%) Java 8
14 6 (1.01%) RPG
14 6 (1.01%) RPG IV
14 6 (1.01%) TypeScript
Qualifications
1 85 (14.36%) Degree
2 24 (4.05%) Citrix Certification
3 20 (3.38%) SC Cleared
3 20 (3.38%) Security Cleared
4 18 (3.04%) Cisco Certification
5 16 (2.70%) CCNP
6 11 (1.86%) CCIE
6 11 (1.86%) CISSP
6 11 (1.86%) ISEB
6 11 (1.86%) ISTQB
7 9 (1.52%) PMI Certification
8 8 (1.35%) ITIL Foundation Certificate
8 8 (1.35%) Microsoft Certification
9 6 (1.01%) MCSE
9 6 (1.01%) PMP
10 5 (0.84%) CCNA
10 5 (0.84%) CISM
10 5 (0.84%) JNCIP
11 4 (0.68%) CCSE
11 4 (0.68%) CISMP
Quality Assurance & Compliance
1 38 (6.42%) SLA
2 17 (2.87%) Data Quality
2 17 (2.87%) GDPR
3 12 (2.03%) Disclosure Scotland
4 10 (1.69%) PMO
4 10 (1.69%) QA
5 9 (1.52%) ISO/IEC 27001
6 6 (1.01%) PCI DSS
7 5 (0.84%) Cyber Essentials
8 3 (0.51%) COBIT
8 3 (0.51%) Sarbanes-Oxley
9 2 (0.34%) IFRS
9 2 (0.34%) IFRS 9
9 2 (0.34%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
10 1 (0.17%) ISO 9001
System Software
1 58 (9.80%) Active Directory
2 44 (7.43%) VMware Infrastructure
3 34 (5.74%) VMware ESXi
4 31 (5.24%) XenApp
5 29 (4.90%) XenDesktop
6 18 (3.04%) Microsoft App-V
7 13 (2.20%) Docker
8 4 (0.68%) Active Directory Lightweight Directory Services
8 4 (0.68%) Postfix
9 3 (0.51%) Virtual Servers
10 2 (0.34%) Hyper-V
10 2 (0.34%) vSphere
11 1 (0.17%) Microsoft Virtual Server
11 1 (0.17%) Virtual Machines
Systems Management
1 25 (4.22%) XenMobile
2 18 (3.04%) Terraform
3 12 (2.03%) Kubernetes
4 10 (1.69%) Puppet
5 9 (1.52%) McAfee ePO
6 8 (1.35%) Ansible
6 8 (1.35%) WSUS
7 7 (1.18%) Rundeck
8 5 (0.84%) DameWare
8 5 (0.84%) SCCM
9 4 (0.68%) HP Quality Center
9 4 (0.68%) ServiceCenter
10 3 (0.51%) SCOM
10 3 (0.51%) Systems Management Server (SMS)
11 2 (0.34%) Nessus
11 2 (0.34%) Oracle Identity Manager
12 1 (0.17%) CA Service Virtualization
12 1 (0.17%) logstash
12 1 (0.17%) Opscode Chef
12 1 (0.17%) Symantec Endpoint Protection
Vendors
1 122 (20.61%) Microsoft
2 58 (9.80%) VMware
3 45 (7.60%) Citrix
4 32 (5.41%) Oracle
5 31 (5.24%) Tableau
6 27 (4.56%) McAfee
7 23 (3.89%) Cisco
7 23 (3.89%) SAP
8 21 (3.55%) Symantec
9 18 (3.04%) Altiris
9 18 (3.04%) HP
10 16 (2.70%) Google
11 14 (2.36%) F5
11 14 (2.36%) Juniper
12 13 (2.20%) Red Hat
13 10 (1.69%) Adobe
13 10 (1.69%) CheckPoint
13 10 (1.69%) Salesforce.com
14 8 (1.35%) Infoblox
15 7 (1.18%) Veritas