Period
to 18 September 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 18 September 2019 with a comparison to the same period over the previous 2 years.

Analytical Skills
England > Yorkshire
6 months to
18 Sep 2019
Same period 2018 Same period 2017
Rank 43 28 30
Rank change year-on-year -15 +2 -2
Permanent jobs citing Analytical Skills 459 684 718
As % of all permanent IT jobs advertised in Yorkshire 6.11% 7.76% 7.10%
As % of the Miscellaneous category 17.02% 22.22% 21.05%
Number of salaries quoted 360 545 536
Yorkshire median annual salary £40,000 £40,000 £40,000
10th Percentile £24,338 £22,200 £22,000
90th Percentile £67,625 £60,000 £60,000
England median annual salary £50,000 £49,259 £46,500
% change year-on-year +1.50% +5.93% +3.33%

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 2,697 3,078 3,411
As % of all permanent IT jobs advertised in Yorkshire 35.88% 34.93% 33.72%
Number of salaries quoted 1,996 2,430 2,691
Yorkshire median annual salary £42,500 £42,500 £41,500
Median salary % change year-on-year - +2.41% +3.75%
10th Percentile £23,250 £25,000 £24,000
90th Percentile £64,524 £58,875 £61,250
England median annual salary £53,500 £52,500 £50,000
% change year-on-year +1.90% +5.00% -

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 18 September 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 18 September 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 +1 305 £41,125 +9.67% 49
South Yorkshire -8 73 £32,250 -14.00% 25
North Yorkshire -83 53 £30,000 -33.33% 18
East Yorkshire +4 17 £42,500 -5.56% 11
Analytical Skills
England

For the 6 months to 18 September 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.

1 198 (43.14%) Problem-Solving
2 134 (29.19%) Microsoft
3 123 (26.80%) SQL
4 112 (24.40%) Finance
5 111 (24.18%) Agile Software Development
6 88 (19.17%) SQL Server
7 77 (16.78%) Microsoft Excel
8 74 (16.12%) ITIL
9 72 (15.69%) Degree
10 68 (14.81%) Change Management
11 60 (13.07%) Microsoft Office
12 57 (12.42%) Azure
13 54 (11.76%) Project Management
14 52 (11.33%) Business Intelligence
15 51 (11.11%) Windows
15 51 (11.11%) SQL Server Reporting Services
16 49 (10.68%) C#
17 46 (10.02%) Continuous Improvement
18 45 (9.80%) Workshop Facilitation
19 44 (9.59%) Process Improvement
20 39 (8.50%) JavaScript
20 39 (8.50%) SQL Server Integration Services
21 38 (8.28%) Microsoft PowerPoint
22 36 (7.84%) Active Directory
23 35 (7.63%) CRM
23 35 (7.63%) AWS
23 35 (7.63%) Analytical Thinking
24 34 (7.41%) Decision-Making
24 34 (7.41%) Self-Motivation
25 32 (6.97%) Analytics

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 18 (3.92%) SharePoint
2 16 (3.49%) IIS
3 10 (2.18%) Skype for Business
4 8 (1.74%) MS Exchange
4 8 (1.74%) SAS
5 7 (1.53%) Apache Spark
5 7 (1.53%) CMS
6 6 (1.31%) WordPress
7 5 (1.09%) Exchange Server 2010
7 5 (1.09%) Exchange Server 2013
8 4 (0.87%) Confluence
8 4 (0.87%) IBM Domino
8 4 (0.87%) Tuxedo
9 1 (0.22%) Drupal
9 1 (0.22%) Exchange Server 2003
9 1 (0.22%) Exchange Server 2007
9 1 (0.22%) Oracle SOA Suite
9 1 (0.22%) SharePoint 2013
9 1 (0.22%) WebSphere
9 1 (0.22%) WebSphere Application Server
Applications
1 77 (16.78%) Microsoft Excel
2 60 (13.07%) Microsoft Office
3 38 (8.28%) Microsoft PowerPoint
4 5 (1.09%) Chatbot
4 5 (1.09%) Photoshop
5 4 (0.87%) SPSS
Business Applications
1 4 (0.87%) Dynamics CRM
2 2 (0.44%) Unit4 Business World
3 1 (0.22%) assyst
3 1 (0.22%) Dynamics AX
3 1 (0.22%) Magento
3 1 (0.22%) SAP S/4HANA
Cloud Services
1 57 (12.42%) Azure
2 35 (7.63%) AWS
3 30 (6.54%) Power Platform
4 27 (5.88%) Office 365
5 13 (2.83%) SaaS
6 8 (1.74%) GCP
7 7 (1.53%) Cloud Computing
7 7 (1.53%) Google Analytics
8 6 (1.31%) Sumo Logic
9 3 (0.65%) Adobe Analytics
9 3 (0.65%) Google Sheets
10 2 (0.44%) AdWords
11 1 (0.22%) AWS Lambda
11 1 (0.22%) Azure Data Factory
11 1 (0.22%) Dynamics 365
11 1 (0.22%) PowerApps
11 1 (0.22%) Salesforce Sales Cloud
11 1 (0.22%) Salesforce Service Cloud
11 1 (0.22%) Serverless
Communications & Networking
1 23 (5.01%) Firewall
2 16 (3.49%) WAN
3 15 (3.27%) LAN
3 15 (3.27%) VPN
4 13 (2.83%) DNS
4 13 (2.83%) Wireless
5 12 (2.61%) TCP/IP
6 11 (2.40%) SAN
7 10 (2.18%) DHCP
7 10 (2.18%) Remote Desktop
7 10 (2.18%) Skype
7 10 (2.18%) Wi-Fi
7 10 (2.18%) Wireshark
8 9 (1.96%) Cisco Firepower
8 9 (1.96%) Cisco Nexus
8 9 (1.96%) ISDN
8 9 (1.96%) MPLS
8 9 (1.96%) NGN
8 9 (1.96%) PBX
9 8 (1.74%) Internet
Database & Business Intelligence
1 88 (19.17%) SQL Server
2 51 (11.11%) SQL Server Reporting Services
3 39 (8.50%) SQL Server Integration Services
4 29 (6.32%) Power BI
4 29 (6.32%) SQL Server Analysis Services
5 21 (4.58%) Data Warehouse
6 19 (4.14%) Relational Database
7 9 (1.96%) RDBMS
8 8 (1.74%) MS Access
8 8 (1.74%) Oracle Database
8 8 (1.74%) QlikView
9 7 (1.53%) Crystal Reports
9 7 (1.53%) SQL Server 2016
10 6 (1.31%) NoSQL
10 6 (1.31%) SQL Server 2012
11 5 (1.09%) SQL Server 2008
12 4 (0.87%) Big Data
13 3 (0.65%) Azure SQL Database
13 3 (0.65%) BigQuery
13 3 (0.65%) Hadoop
Development Applications
1 11 (2.40%) Selenium
2 10 (2.18%) Team Foundation Server
2 10 (2.18%) WebDriver
3 9 (1.96%) Git (software)
4 8 (1.74%) SoapUI
4 8 (1.74%) Visual Studio
5 7 (1.53%) CircleCI
5 7 (1.53%) Jenkins
5 7 (1.53%) JIRA
6 4 (0.87%) SpecFlow
7 3 (0.65%) Oracle APEX
7 3 (0.65%) Toad
8 2 (0.44%) Bugzilla
8 2 (0.44%) Eclipse
8 2 (0.44%) JMeter
8 2 (0.44%) Redmine
9 1 (0.22%) Fiddler
9 1 (0.22%) ProC
9 1 (0.22%) RStudio
9 1 (0.22%) SQL Server Management Studio (SSMS)
General
1 112 (24.40%) Finance
2 24 (5.23%) Retail
3 19 (4.14%) Banking
4 17 (3.70%) Marketing
5 12 (2.61%) Games
5 12 (2.61%) Public Sector
6 8 (1.74%) Telecoms
7 7 (1.53%) Pharmaceutical
8 6 (1.31%) Back Office
8 6 (1.31%) Legal
9 5 (1.09%) Financial Institution
10 4 (0.87%) Housing Association
10 4 (0.87%) Local Government
10 4 (0.87%) Manufacturing
11 3 (0.65%) Billing
11 3 (0.65%) Law
12 2 (0.44%) Social Housing
13 1 (0.22%) General Ledger
13 1 (0.22%) Social Science
Job Titles
1 155 (33.77%) Analyst
2 74 (16.12%) Developer
3 64 (13.94%) Business Analyst
4 26 (5.66%) Business Intelligence Developer
5 23 (5.01%) Support Analyst
6 22 (4.79%) Data Analyst
7 20 (4.36%) Architect
8 17 (3.70%) Applications Support
8 17 (3.70%) Infrastructure Engineer
8 17 (3.70%) Senior Analyst
9 16 (3.49%) Business Developer
10 15 (3.27%) Project Manager
10 15 (3.27%) Support Engineer
11 14 (3.05%) Consultant
12 13 (2.83%) Junior
12 13 (2.83%) Network Engineer
13 12 (2.61%) DBA
14 11 (2.40%) Applications Support Analyst
14 11 (2.40%) Graduate
14 11 (2.40%) IT Support
Libraries, Frameworks & Software Standards
1 28 (6.10%) .NET
2 25 (5.45%) HTML
3 21 (4.58%) CSS
4 12 (2.61%) AngularJS
5 11 (2.40%) XML
6 10 (2.18%) jQuery
7 8 (1.74%) ASP.NET
8 7 (1.53%) GraphQL
8 7 (1.53%) React
8 7 (1.53%) Vue.js
9 6 (1.31%) .NET Core
9 6 (1.31%) Middleware
9 6 (1.31%) REST
10 5 (1.09%) .NET Framework
10 5 (1.09%) HTML5
10 5 (1.09%) Natural Language Processing
10 5 (1.09%) Node.js
10 5 (1.09%) Sass
11 4 (0.87%) CSS3
11 4 (0.87%) Gherkin
Miscellaneous
1 34 (7.41%) Self-Motivation
2 30 (6.54%) Management Information System
3 23 (5.01%) Analytical Mindset
4 14 (3.05%) NHS
5 11 (2.40%) CMDB
6 7 (1.53%) Algorithms
7 6 (1.31%) EPoS
7 6 (1.31%) New Media
7 6 (1.31%) PKI
7 6 (1.31%) Video on Demand
7 6 (1.31%) Video\Live Streaming
8 5 (1.09%) Driving Licence
8 5 (1.09%) Robotics
9 4 (0.87%) Data Protection Act
9 4 (0.87%) Data Structures
9 4 (0.87%) Greenfield Project
9 4 (0.87%) Internet of Things
10 3 (0.65%) Derivative
10 3 (0.65%) Mainframe
10 3 (0.65%) Replication
Operating Systems
1 51 (11.11%) Windows
2 23 (5.01%) Windows Server
3 21 (4.58%) Windows Server 2012
4 17 (3.70%) Linux
4 17 (3.70%) Windows Server 2003
5 13 (2.83%) Windows Server 2008
6 11 (2.40%) Windows 10
7 9 (1.96%) Unix
7 9 (1.96%) Windows 8
8 3 (0.65%) Android
8 3 (0.65%) Apple iOS
8 3 (0.65%) Solaris
9 1 (0.22%) AIX
9 1 (0.22%) Mac OS
9 1 (0.22%) Windows 7
Processes & Methodologies
1 198 (43.14%) Problem-Solving
2 111 (24.18%) Agile Software Development
3 74 (16.12%) ITIL
4 68 (14.81%) Change Management
5 54 (11.76%) Project Management
6 52 (11.33%) Business Intelligence
7 46 (10.02%) Continuous Improvement
8 45 (9.80%) Workshop Facilitation
9 44 (9.59%) Process Improvement
10 35 (7.63%) Analytical Thinking
10 35 (7.63%) CRM
11 34 (7.41%) Decision-Making
12 32 (6.97%) Analytics
12 32 (6.97%) Test Automation
13 31 (6.75%) Time Management
14 29 (6.32%) Business Analysis
14 29 (6.32%) Risk Management
14 29 (6.32%) Stakeholder Management
15 27 (5.88%) Project Delivery
16 26 (5.66%) Machine Learning
Programming Languages
1 123 (26.80%) SQL
2 49 (10.68%) C#
3 39 (8.50%) JavaScript
4 29 (6.32%) Python
5 26 (5.66%) Java
6 24 (5.23%) PowerShell
7 21 (4.58%) T-SQL
8 20 (4.36%) VB
9 17 (3.70%) VBA
10 12 (2.61%) R
11 7 (1.53%) Go
11 7 (1.53%) VB.NET
12 6 (1.31%) C
12 6 (1.31%) PL/SQL
12 6 (1.31%) Ruby
13 5 (1.09%) Perl
13 5 (1.09%) Scala
14 4 (0.87%) C++
14 4 (0.87%) Shell Script
15 3 (0.65%) PHP
Qualifications
1 72 (15.69%) Degree
2 20 (4.36%) Cisco Certification
3 19 (4.14%) CCNP
4 11 (2.40%) CCNA
4 11 (2.40%) Microsoft Certification
4 11 (2.40%) Security Cleared
5 10 (2.18%) Computer Science Degree
5 10 (2.18%) PMI Certification
5 10 (2.18%) SC Cleared
6 9 (1.96%) CCIE
6 9 (1.96%) JNCIP
6 9 (1.96%) MCSE
7 8 (1.74%) CCSE
8 7 (1.53%) PMP
9 6 (1.31%) ISEB
10 5 (1.09%) TOGAF Certification
11 4 (0.87%) CISMP
11 4 (0.87%) CISSP
11 4 (0.87%) Numerate Degree
11 4 (0.87%) PhD
Quality Assurance & Compliance
1 23 (5.01%) SLA
2 19 (4.14%) Data Quality
3 13 (2.83%) PMO
4 9 (1.96%) GDPR
5 7 (1.53%) ISO/IEC 27001
5 7 (1.53%) QA
6 5 (1.09%) Actionable Recommendations
6 5 (1.09%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
7 4 (0.87%) Cyber Essentials
7 4 (0.87%) Cyber Essentials PLUS
8 3 (0.65%) IFRS
9 2 (0.44%) COBIT
9 2 (0.44%) ISO/IEC 20000
9 2 (0.44%) NIST
10 1 (0.22%) CDISC
10 1 (0.22%) IFRS 9
10 1 (0.22%) PCI DSS
System Software
1 36 (7.84%) Active Directory
2 15 (3.27%) Docker
3 14 (3.05%) VMware Infrastructure
4 12 (2.61%) Hyper-V
5 10 (2.18%) vSphere
6 9 (1.96%) XenApp
7 4 (0.87%) VMware NSX
8 2 (0.44%) Microsoft App-V
8 2 (0.44%) Virtual Servers
8 2 (0.44%) VMware ESXi
9 1 (0.22%) Citrix Hypervisor
9 1 (0.22%) Microsoft Virtual Server
9 1 (0.22%) ProxySG
Systems Management
1 9 (1.96%) Nessus
1 9 (1.96%) SCCM
1 9 (1.96%) WSUS
2 7 (1.53%) Kubernetes
3 4 (0.87%) Nagios
3 4 (0.87%) Prometheus
3 4 (0.87%) ZABBIX
4 2 (0.44%) vCenter Server
5 1 (0.22%) Backup Exec
5 1 (0.22%) Norton AntiVirus
5 1 (0.22%) Puppet
5 1 (0.22%) SCOM
Vendors
1 134 (29.19%) Microsoft
2 28 (6.10%) VMware
3 27 (5.88%) Tableau
4 25 (5.45%) Cisco
5 24 (5.23%) Google
5 24 (5.23%) Oracle
6 20 (4.36%) HP
7 19 (4.14%) Citrix
8 12 (2.61%) Veeam
9 10 (2.18%) Dell
9 10 (2.18%) F5
9 10 (2.18%) Meraki
10 9 (1.96%) Aruba
10 9 (1.96%) Cognos
10 9 (1.96%) Extreme Networks
10 9 (1.96%) Juniper
10 9 (1.96%) Mitel
10 9 (1.96%) Palo Alto
10 9 (1.96%) Siemens
11 8 (1.74%) Ubiquiti