Period
to 24 March 2019

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 24 March 2019 with a comparison to the same period over the previous 2 years.

Analytical Skills
England > Yorkshire
6 months to
24 Mar 2019
Same period 2018 Same period 2017
Rank 33 26 32
Rank change year-on-year -7 +6 -10
Permanent jobs citing Analytical Skills 500 744 709
As % of all permanent IT jobs advertised in Yorkshire 6.92% 7.31% 6.67%
As % of the Miscellaneous category 18.45% 23.05% 21.01%
Number of salaries quoted 375 622 612
Yorkshire median annual salary £45,000 £40,000 £40,000
Median salary % change year-on-year +12.50% - +6.67%
10th Percentile £26,250 £26,250 £23,025
90th Percentile £62,500 £60,000 £56,475
England median annual salary £50,000 £50,000 £45,000
% change year-on-year - +11.11% -2.70%

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 2,710 3,228 3,375
As % of all permanent IT jobs advertised in Yorkshire 37.51% 31.72% 31.76%
Number of salaries quoted 2,114 2,677 2,921
Yorkshire median annual salary £42,500 £42,000 £40,000
Median salary % change year-on-year +1.19% +5.00% -
10th Percentile £26,250 £26,250 £23,500
90th Percentile £62,500 £60,000 £60,000
England median annual salary £55,000 £50,000 £50,000
% change year-on-year +10.00% - -

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 24 March 2019.

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 24 March 2019. 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 -4 320 £42,500 +6.25% 31
South Yorkshire -3 101 £35,000 -6.67% 9
North Yorkshire -11 66 £49,000 +22.50% 2
East Yorkshire -13 4 £36,250 -19.44% 1
Analytical Skills
England

For the 6 months to 24 March 2019, 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.

1 188 (37.60%) Problem-Solving
2 138 (27.60%) Agile Software Development
3 129 (25.80%) Microsoft
4 101 (20.20%) SQL
5 99 (19.80%) Windows
6 91 (18.20%) Finance
7 86 (17.20%) ITIL
8 62 (12.40%) Windows Server
9 61 (12.20%) JavaScript
10 57 (11.40%) Scrum
11 55 (11.00%) C#
11 55 (11.00%) Microsoft Azure
12 54 (10.80%) Java
12 54 (10.80%) Python
13 52 (10.40%) .NET
14 50 (10.00%) Business Intelligence
14 50 (10.00%) VMware
14 50 (10.00%) Analytics
15 48 (9.60%) Active Directory
15 48 (9.60%) Degree
16 47 (9.40%) Security Cleared
17 45 (9.00%) SC Cleared
18 44 (8.80%) HTML
19 43 (8.60%) SQL Server
20 41 (8.20%) JIRA
21 40 (8.00%) SQL Server Reporting Services
21 40 (8.00%) Project Management
21 40 (8.00%) PowerShell
22 39 (7.80%) CSS
22 39 (7.80%) E-Commerce

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 20 (4.00%) IIS
2 15 (3.00%) SAS
3 14 (2.80%) SharePoint
4 11 (2.20%) MS Exchange
5 9 (1.80%) CMS
6 8 (1.60%) Confluence
7 5 (1.00%) Exchange Server 2010
7 5 (1.00%) SharePoint 2013
8 4 (0.80%) CICS
8 4 (0.80%) Exchange Server 2013
8 4 (0.80%) Oracle Application Server
8 4 (0.80%) Oracle SOA Suite
8 4 (0.80%) SharePoint 2010
8 4 (0.80%) Skype for Business
9 3 (0.60%) IBM Notes
9 3 (0.60%) Sitecore CMS
10 2 (0.40%) Adobe Experience Manager
10 2 (0.40%) Apache
10 2 (0.40%) GeoServer
10 2 (0.40%) Mule ESB
Applications
1 30 (6.00%) Microsoft Excel
2 15 (3.00%) Microsoft Office
3 11 (2.20%) MS Visio
4 9 (1.80%) Microsoft PowerPoint
5 5 (1.00%) Photoshop
6 2 (0.40%) Weka
7 1 (0.20%) InVision
7 1 (0.20%) SPSS
Business Applications
1 10 (2.00%) Dynamics CRM
2 9 (1.80%) SAP APO
2 9 (1.80%) SAP SCM
3 4 (0.80%) Remedy ITSM
3 4 (0.80%) SAP PP
3 4 (0.80%) SAP S/4HANA
4 3 (0.60%) Dynamics AX
4 3 (0.60%) Dynamics GP
4 3 (0.60%) Dynamics NAV
5 2 (0.40%) Oracle EBS
5 2 (0.40%) Oracle EBS R12
5 2 (0.40%) Oracle Procure-to-Pay
5 2 (0.40%) Shopify
6 1 (0.20%) Oracle Assets
6 1 (0.20%) Oracle Cash Management
6 1 (0.20%) Oracle iProcurement
6 1 (0.20%) Oracle Payables
6 1 (0.20%) Oracle Receivables
6 1 (0.20%) Oracle SCM
6 1 (0.20%) Salesforce.com CRM
Cloud Services
1 55 (11.00%) Microsoft Azure
2 38 (7.60%) Amazon AWS
3 29 (5.80%) Office 365
4 14 (2.80%) GitHub
5 13 (2.60%) Google Analytics
6 12 (2.40%) OneDrive
7 8 (1.60%) Adobe Analytics
8 7 (1.40%) OpenShift
9 6 (1.20%) SaaS
10 3 (0.60%) Google Cloud Platform
10 3 (0.60%) Google Tag Manager
10 3 (0.60%) Salesforce Sales Cloud
10 3 (0.60%) Salesforce Service Cloud
11 2 (0.40%) AWS Lambda
11 2 (0.40%) Serverless
12 1 (0.20%) AdWords
12 1 (0.20%) BlazeMeter
12 1 (0.20%) Mimecast
12 1 (0.20%) PaaS
12 1 (0.20%) Sauce Labs
Communications & Networking
1 29 (5.80%) Firewall
1 29 (5.80%) Wi-Fi
2 25 (5.00%) Wireshark
3 24 (4.80%) Cisco Nexus
4 18 (3.60%) NetScaler
5 13 (2.60%) DNS
5 13 (2.60%) Internet
5 13 (2.60%) VPN
6 12 (2.40%) Broadband
7 11 (2.20%) TCP/IP
8 10 (2.00%) SAN
9 8 (1.60%) Intrusion Detection
10 7 (1.40%) DHCP
10 7 (1.40%) WAN
11 6 (1.20%) DSL
11 6 (1.20%) LAN
12 5 (1.00%) Cisco ASA
12 5 (1.00%) Cisco Firepower
12 5 (1.00%) SMTP
13 4 (0.80%) Skype
Database & Business Intelligence
1 43 (8.60%) SQL Server
2 40 (8.00%) SQL Server Reporting Services
3 25 (5.00%) SQL Server Integration Services
4 24 (4.80%) Data Warehouse
5 23 (4.60%) SQL Server Analysis Services
6 21 (4.20%) Power BI
7 15 (3.00%) Relational Database
8 12 (2.40%) BusinessObjects
8 12 (2.40%) QlikView
9 11 (2.20%) NoSQL
9 11 (2.20%) PostgreSQL
10 10 (2.00%) SQL Server 2008
11 9 (1.80%) Big Data
11 9 (1.80%) MySQL
11 9 (1.80%) RDBMS
11 9 (1.80%) SAP HANA
11 9 (1.80%) SQL Server 2012
12 6 (1.20%) DB2
12 6 (1.20%) Hadoop
13 5 (1.00%) OLAP
Development Applications
1 41 (8.20%) JIRA
2 27 (5.40%) Git (software)
3 17 (3.40%) Selenium
4 13 (2.60%) WebDriver
5 10 (2.00%) Jenkins
6 7 (1.40%) Team Foundation Server
7 6 (1.20%) Axure RP
7 6 (1.20%) Grunt
7 6 (1.20%) gulp
7 6 (1.20%) Maven
8 4 (0.80%) SQL Server Management Studio (SSMS)
8 4 (0.80%) Subversion
8 4 (0.80%) Toad
8 4 (0.80%) Visual Studio
9 3 (0.60%) MSI
10 2 (0.40%) Aptana Studio
10 2 (0.40%) TestNG
11 1 (0.20%) Appium
11 1 (0.20%) Cucumber
11 1 (0.20%) JBehave
General
1 91 (18.20%) Finance
2 23 (4.60%) Retail
3 16 (3.20%) Marketing
4 8 (1.60%) Banking
4 8 (1.60%) Telecoms
5 6 (1.20%) Back Office
6 4 (0.80%) Legal
6 4 (0.80%) Manufacturing
7 3 (0.60%) Social Science
8 2 (0.40%) Games
9 1 (0.20%) Automotive
9 1 (0.20%) Electronics
9 1 (0.20%) General Ledger
9 1 (0.20%) Law
9 1 (0.20%) Pharmaceutical
9 1 (0.20%) Retail Banking
9 1 (0.20%) Retail Finance
Job Titles
1 118 (23.60%) Analyst
2 94 (18.80%) Developer
3 34 (6.80%) Consultant
4 30 (6.00%) Support Analyst
5 24 (4.80%) Senior Developer
6 23 (4.60%) Network Engineer
7 22 (4.40%) Support Engineer
8 21 (4.20%) Team Leader
9 20 (4.00%) Business Analyst
9 20 (4.00%) Network Support
10 19 (3.80%) Administrator
10 19 (3.80%) Lead Developer
10 19 (3.80%) Network Support Engineer
11 17 (3.40%) IT Analyst
12 16 (3.20%) Applications Support
12 16 (3.20%) Architect
13 14 (2.80%) Citrix Engineer
13 14 (2.80%) Tester
14 13 (2.60%) Applications Support Analyst
15 12 (2.40%) Security Specialist
Libraries, Frameworks & Software Standards
1 52 (10.40%) .NET
2 44 (8.80%) HTML
3 39 (7.80%) CSS
4 29 (5.80%) ASP.NET
5 28 (5.60%) Node.js
6 26 (5.20%) XML
7 22 (4.40%) REST
7 22 (4.40%) SOAP
8 20 (4.00%) React
9 19 (3.80%) Web Services
10 17 (3.40%) WCF
11 14 (2.80%) RESTful
12 12 (2.40%) AngularJS
13 11 (2.20%) Middleware
14 5 (1.00%) .NET Framework
14 5 (1.00%) HTML5
15 4 (0.80%) Elastic Stack
15 4 (0.80%) Kafka
15 4 (0.80%) Memcached
16 3 (0.60%) CSS3
Miscellaneous
1 34 (6.80%) Management Information System
2 27 (5.40%) Analytical Mindset
2 27 (5.40%) Self-Motivation
2 27 (5.40%) User Experience
3 12 (2.40%) Mobile App
4 10 (2.00%) Data Centre
5 8 (1.60%) Enterprise Storage
6 6 (1.20%) Virtual Team
7 5 (1.00%) Data Protection Act
7 5 (1.00%) Driving Licence
7 5 (1.00%) Fat Client
7 5 (1.00%) PKI
7 5 (1.00%) Replication
7 5 (1.00%) Thin Client
8 4 (0.80%) Credit Risk
8 4 (0.80%) NHS
9 3 (0.60%) Fintech
10 2 (0.40%) Enterprise Software
10 2 (0.40%) EPoS
10 2 (0.40%) Greenfield Project
Operating Systems
1 99 (19.80%) Windows
2 62 (12.40%) Windows Server
3 30 (6.00%) Linux
4 23 (4.60%) Unix
5 18 (3.60%) Windows 10
6 17 (3.40%) Windows 7
7 15 (3.00%) Windows Server 2008
7 15 (3.00%) Windows Server 2012
8 14 (2.80%) Apple iOS
9 12 (2.40%) Red Hat Enterprise Linux
10 11 (2.20%) Android
11 7 (1.40%) Mac OS
11 7 (1.40%) Windows Server 2003
12 6 (1.20%) Solaris
13 5 (1.00%) Windows 8
14 1 (0.20%) AIX
14 1 (0.20%) Windows XP
Processes & Methodologies
1 188 (37.60%) Problem-Solving
2 138 (27.60%) Agile Software Development
3 86 (17.20%) ITIL
4 57 (11.40%) Scrum
5 50 (10.00%) Analytics
5 50 (10.00%) Business Intelligence
6 40 (8.00%) Project Management
7 39 (7.80%) E-Commerce
8 38 (7.60%) Information Security
9 37 (7.40%) SDLC
10 36 (7.20%) DevOps
11 35 (7.00%) Stakeholder Management
12 34 (6.80%) Change Management
13 31 (6.20%) Mentoring
14 29 (5.80%) Decision-Making
14 29 (5.80%) Process Improvement
14 29 (5.80%) Validation
15 28 (5.60%) Analytical Thinking
15 28 (5.60%) Business Analysis
15 28 (5.60%) CRM
Programming Languages
1 101 (20.20%) SQL
2 61 (12.20%) JavaScript
3 55 (11.00%) C#
4 54 (10.80%) Java
4 54 (10.80%) Python
5 40 (8.00%) PowerShell
6 38 (7.60%) T-SQL
7 27 (5.40%) R
8 21 (4.20%) Ruby
9 15 (3.00%) TypeScript
10 14 (2.80%) PHP
11 12 (2.40%) Perl
12 11 (2.20%) Bash Shell
13 6 (1.20%) C++
13 6 (1.20%) MATLAB
14 5 (1.00%) Java 8
14 5 (1.00%) PL/SQL
15 4 (0.80%) C
15 4 (0.80%) COBOL
15 4 (0.80%) JCL
Qualifications
1 48 (9.60%) Degree
2 47 (9.40%) Security Cleared
3 45 (9.00%) SC Cleared
4 33 (6.60%) Cisco Certification
5 26 (5.20%) CCNP
6 25 (5.00%) CISSP
7 21 (4.20%) CCIE
7 21 (4.20%) JNCIP
8 17 (3.40%) CCSE
9 12 (2.40%) CISM
10 11 (2.20%) CCNA
10 11 (2.20%) Citrix Certification
10 11 (2.20%) ITIL Certification
11 7 (1.40%) CISA
11 7 (1.40%) SANS
11 7 (1.40%) SSCP
12 6 (1.20%) BPSS Clearance
12 6 (1.20%) Computer Science Degree
13 4 (0.80%) CRISC
13 4 (0.80%) Microsoft Certification
Quality Assurance & Compliance
1 32 (6.40%) GDPR
2 22 (4.40%) SLA
3 19 (3.80%) Data Quality
4 17 (3.40%) ISO/IEC 27001
5 14 (2.80%) Cyber Essentials
6 9 (1.80%) PMO
7 7 (1.40%) QA
8 6 (1.20%) Disclosure Scotland
9 4 (0.80%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
9 4 (0.80%) PCI DSS
10 3 (0.60%) COBIT
11 2 (0.40%) Cyber Essentials PLUS
11 2 (0.40%) IFRS
11 2 (0.40%) IFRS 9
12 1 (0.20%) Actionable Recommendations
12 1 (0.20%) ISO 9001
System Software
1 48 (9.60%) Active Directory
2 31 (6.20%) VMware ESXi
3 30 (6.00%) VMware Infrastructure
4 24 (4.80%) Docker
5 21 (4.20%) XenApp
6 17 (3.40%) XenDesktop
7 12 (2.40%) Microsoft App-V
8 6 (1.20%) Virtual Servers
9 5 (1.00%) Microsoft Virtual Server
10 4 (0.80%) Postfix
11 2 (0.40%) Hyper-V
11 2 (0.40%) vSphere
12 1 (0.20%) Veritas Cluster Server
12 1 (0.20%) Veritas Volume Manager
12 1 (0.20%) Virtual Machines
12 1 (0.20%) XenServer
Systems Management
1 22 (4.40%) Kubernetes
2 17 (3.40%) XenMobile
3 7 (1.40%) Ansible
3 7 (1.40%) Rundeck
4 5 (1.00%) DameWare
5 3 (0.60%) ServiceCenter
6 2 (0.40%) SCOM
7 1 (0.20%) CA Service Virtualization
7 1 (0.20%) McAfee ePO
7 1 (0.20%) Microsoft Clustering
7 1 (0.20%) Microsoft Intune
7 1 (0.20%) NetBackup
7 1 (0.20%) Norton AntiVirus
7 1 (0.20%) Puppet
7 1 (0.20%) SCCM
7 1 (0.20%) Terraform
7 1 (0.20%) vCenter Server
7 1 (0.20%) WSUS
Vendors
1 129 (25.80%) Microsoft
2 50 (10.00%) VMware
3 39 (7.80%) Cisco
4 28 (5.60%) Citrix
5 26 (5.20%) Meraki
6 25 (5.00%) F5
6 25 (5.00%) HP
6 25 (5.00%) Juniper
6 25 (5.00%) Oracle
7 23 (4.60%) Google
8 22 (4.40%) Extreme Networks
8 22 (4.40%) Tableau
9 21 (4.20%) Aruba
10 20 (4.00%) SAP
11 19 (3.80%) Salesforce.com
12 17 (3.40%) CheckPoint
12 17 (3.40%) Ubiquiti
13 13 (2.60%) McAfee
13 13 (2.60%) Symantec
14 12 (2.40%) Red Hat