Period
to 5 April 2020

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 5 April 2020 with a comparison to the same period over the previous 2 years.

Analytical Skills
England > Yorkshire
6 months to
5 Apr 2020
Same period 2019 Same period 2018
Rank 28 33 29
Rank change year-on-year +5 -4 +6
Permanent jobs citing Analytical Skills 387 510 743
As % of all permanent jobs advertised in Yorkshire 6.62% 6.91% 7.16%
As % of the Miscellaneous category 19.63% 18.49% 22.69%
Number of salaries quoted 311 398 633
Median annual salary £42,500 £42,000 £40,000
Median salary % change year-on-year +1.19% +5.00% -
10th Percentile £27,000 £26,250 £26,250
90th Percentile £68,750 £60,578 £60,000
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +11.11%

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 1,971 2,758 3,274
As % of all permanent IT jobs advertised in Yorkshire 33.71% 37.37% 31.54%
Number of salaries quoted 1,560 2,157 2,706
Median annual salary £45,000 £42,500 £42,412
Median salary % change year-on-year +5.88% +0.21% +6.03%
10th Percentile £26,250 £26,150 £26,250
90th Percentile £70,000 £61,850 £60,000
England median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% +1.01%

Analytical Skills
Job Vacancy Trend in Yorkshire

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

Job vacancy trend for Analytical Skills in Yorkshire

Analytical Skills
Salary Trend in Yorkshire

3-month moving average salary quoted in jobs citing Analytical Skills in Yorkshire.

Salary trend for Analytical Skills in Yorkshire

Analytical Skills
Salary Histogram in Yorkshire

Salary distribution for jobs citing Analytical Skills in Yorkshire over the 6 months to 5 April 2020.

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 5 April 2020. 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 0 265 £43,000 +2.38% 25
North Yorkshire +34 66 £39,762 -18.85% 4
South Yorkshire -8 53 £42,500 +30.77% 9
Analytical Skills
England

For the 6 months to 5 April 2020, 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.

1 214 (55.30%) Problem-Solving
2 132 (34.11%) SQL
3 126 (32.56%) Agile Software Development
4 109 (28.17%) Finance
5 73 (18.86%) Microsoft
6 60 (15.50%) Continuous Improvement
7 57 (14.73%) Analytics
7 57 (14.73%) Business Intelligence
7 57 (14.73%) Windows
8 55 (14.21%) Degree
9 53 (13.70%) ITIL
10 52 (13.44%) Project Management
11 49 (12.66%) SQL Server
11 49 (12.66%) C#
12 43 (11.11%) Change Management
13 34 (8.79%) Python
13 34 (8.79%) ITIL V3
14 33 (8.53%) Microsoft Excel
14 33 (8.53%) Linux
14 33 (8.53%) SDLC
15 32 (8.27%) JIRA
16 31 (8.01%) Software Engineering
16 31 (8.01%) Stakeholder Management
16 31 (8.01%) Analytical Thinking
17 29 (7.49%) Project Delivery
17 29 (7.49%) Scrum
17 29 (7.49%) SQL Server Reporting Services
18 28 (7.24%) Java
18 28 (7.24%) Marketing
19 27 (6.98%) Incident Management

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 26 (6.72%) Confluence
2 6 (1.55%) SAS
3 5 (1.29%) Apache Spark
3 5 (1.29%) SharePoint
4 4 (1.03%) Apache
4 4 (1.03%) MS Exchange
5 3 (0.78%) IBM Domino
6 2 (0.52%) BizTalk Server
6 2 (0.52%) CMS
6 2 (0.52%) IIS
6 2 (0.52%) Skype for Business
7 1 (0.26%) OpenStack
7 1 (0.26%) Sitecore CMS
7 1 (0.26%) ThingWorx
Applications
1 33 (8.53%) Microsoft Excel
2 27 (6.98%) Microsoft Office
3 11 (2.84%) Microsoft PowerPoint
4 3 (0.78%) Microsoft Project
4 3 (0.78%) MS Visio
Business Applications
1 21 (5.43%) assyst
2 12 (3.10%) Dynamics CRM
3 8 (2.07%) Dynamics AX
4 6 (1.55%) Unit4 Business World
5 2 (0.52%) Epicor Tropos
6 1 (0.26%) Oracle 11i
6 1 (0.26%) Salesforce.com CRM
Cloud Services
1 27 (6.98%) Azure
2 26 (6.72%) Power Platform
3 15 (3.88%) AWS
4 14 (3.62%) Office 365
5 11 (2.84%) Cloud Computing
6 8 (2.07%) Adobe Analytics
6 8 (2.07%) Dynamics 365
6 8 (2.07%) Google Analytics
7 5 (1.29%) Amazon Kinesis
8 4 (1.03%) Amazon EC2
8 4 (1.03%) Amazon SageMaker
8 4 (1.03%) SaaS
9 3 (0.78%) Yammer
10 2 (0.52%) GCP
10 2 (0.52%) GitHub
11 1 (0.26%) Azure Machine Learning
11 1 (0.26%) Dropbox
11 1 (0.26%) IaaS
11 1 (0.26%) PaaS
11 1 (0.26%) Sumo Logic
Communications & Networking
1 12 (3.10%) DHCP
1 12 (3.10%) Internet
2 11 (2.84%) Firewall
2 11 (2.84%) TCP/IP
3 10 (2.58%) DNS
4 8 (2.07%) WAN
5 7 (1.81%) Intrusion Detection
5 7 (1.81%) Wireless
6 6 (1.55%) LAN
6 6 (1.55%) VoIP
6 6 (1.55%) VPN
7 5 (1.29%) HTTP
8 4 (1.03%) DSL
8 4 (1.03%) Network Security
9 2 (0.52%) Skype
9 2 (0.52%) SMTP
9 2 (0.52%) Unified Communications
9 2 (0.52%) Wireshark
10 1 (0.26%) H.323
10 1 (0.26%) SMS
Database & Business Intelligence
1 49 (12.66%) SQL Server
2 29 (7.49%) SQL Server Reporting Services
3 26 (6.72%) Power BI
4 17 (4.39%) Oracle Database
5 16 (4.13%) SQL Server Integration Services
6 15 (3.88%) Data Warehouse
7 10 (2.58%) Big Data
8 8 (2.07%) SQL Server 2008
9 6 (1.55%) NoSQL
9 6 (1.55%) QlikView
10 5 (1.29%) BusinessObjects
10 5 (1.29%) MS Access
10 5 (1.29%) Qlik Sense
10 5 (1.29%) Snowflake Schema
11 4 (1.03%) Amazon Athena
11 4 (1.03%) Amazon Aurora
11 4 (1.03%) Amazon RDS
11 4 (1.03%) Data Lake
11 4 (1.03%) Data Mining
11 4 (1.03%) Pentaho
Development Applications
1 32 (8.27%) JIRA
2 15 (3.88%) Selenium
3 14 (3.62%) Visual Studio
3 14 (3.62%) WebDriver
4 11 (2.84%) Git (software)
5 10 (2.58%) SpecFlow
6 6 (1.55%) TestRail
7 4 (1.03%) Bitbucket
7 4 (1.03%) Postman
7 4 (1.03%) Visual Studio Team System
8 3 (0.78%) Team Foundation Server
9 2 (0.52%) Cucumber
9 2 (0.52%) Jenkins
9 2 (0.52%) Oracle APEX
9 2 (0.52%) SoapUI
10 1 (0.26%) Octopus Deploy
10 1 (0.26%) Protractor
10 1 (0.26%) SQL Server Management Studio (SSMS)
10 1 (0.26%) TeamCity
10 1 (0.26%) Toad
General
1 109 (28.17%) Finance
2 28 (7.24%) Marketing
3 27 (6.98%) Banking
4 24 (6.20%) Retail
5 11 (2.84%) Manufacturing
6 9 (2.33%) Telecoms
7 7 (1.81%) Retail Banking
8 6 (1.55%) Financial Institution
9 5 (1.29%) Law
10 4 (1.03%) Legal
10 4 (1.03%) Public Sector
11 2 (0.52%) Games
11 2 (0.52%) Pharmaceutical
11 2 (0.52%) Publishing
12 1 (0.26%) Aerospace
12 1 (0.26%) Electronics
12 1 (0.26%) Local Government
Job Titles
1 126 (32.56%) Analyst
2 49 (12.66%) Developer
3 38 (9.82%) Business Analyst
3 38 (9.82%) Senior Analyst
4 22 (5.68%) IT Analyst
5 19 (4.91%) Software Engineer
6 15 (3.88%) Incident Manager
7 14 (3.62%) Consultant
8 13 (3.36%) Architect
8 13 (3.36%) Project Manager
8 13 (3.36%) Service Analyst
9 12 (3.10%) Administrator
10 11 (2.84%) DBA
10 11 (2.84%) Product Owner
10 11 (2.84%) Support Engineer
10 11 (2.84%) Tester
11 10 (2.58%) Data Analyst
11 10 (2.58%) Oracle DBA
11 10 (2.58%) Product Manager
12 9 (2.33%) Service Transition Analyst
Libraries, Frameworks & Software Standards
1 27 (6.98%) .NET
2 19 (4.91%) Web Services
3 17 (4.39%) AngularJS
4 16 (4.13%) .NET Framework
5 14 (3.62%) XML
6 13 (3.36%) HTML
7 10 (2.58%) CSS
8 9 (2.33%) ASP.NET
8 9 (2.33%) Entity Framework
9 8 (2.07%) ASP.NET MVC
9 8 (2.07%) REST
10 6 (1.55%) Gherkin
11 5 (1.29%) ASP.NET MVC 5
11 5 (1.29%) Sass
12 4 (1.03%) RESTful
12 4 (1.03%) SOAP
13 3 (0.78%) .NET Core
13 3 (0.78%) J2EE
13 3 (0.78%) Node.js
13 3 (0.78%) Vue.js
Miscellaneous
1 19 (4.91%) Analytical Mindset
2 17 (4.39%) Management Information System
3 9 (2.33%) Mainframe
3 9 (2.33%) Security Operations Centre
4 8 (2.07%) User Experience
5 7 (1.81%) Self-Motivation
6 6 (1.55%) Greenfield Project
7 5 (1.29%) iSeries
8 4 (1.03%) Virtual Team
9 3 (0.78%) NHS
9 3 (0.78%) Robotics
9 3 (0.78%) Social Media
10 2 (0.52%) Data Centre
10 2 (0.52%) Enterprise Software
10 2 (0.52%) Mobile App
10 2 (0.52%) New Media
10 2 (0.52%) Public Cloud
10 2 (0.52%) Wiki
11 1 (0.26%) Algorithms
11 1 (0.26%) Data Structures
Operating Systems
1 57 (14.73%) Windows
2 33 (8.53%) Linux
3 19 (4.91%) Unix
4 16 (4.13%) Windows Server
5 9 (2.33%) Mac OS
5 9 (2.33%) Windows Server 2012
6 7 (1.81%) Windows 10
7 6 (1.55%) Windows Server 2008
8 4 (1.03%) Red Hat Enterprise Linux
8 4 (1.03%) SUSE Linux Enterprise Server
8 4 (1.03%) Windows 7
9 3 (0.78%) SUSE
9 3 (0.78%) Windows Server 2016
10 2 (0.52%) Solaris
10 2 (0.52%) Windows Server 2003
11 1 (0.26%) Apple iOS
11 1 (0.26%) Windows Server 2019
Processes & Methodologies
1 214 (55.30%) Problem-Solving
2 126 (32.56%) Agile Software Development
3 60 (15.50%) Continuous Improvement
4 57 (14.73%) Analytics
4 57 (14.73%) Business Intelligence
5 53 (13.70%) ITIL
6 52 (13.44%) Project Management
7 43 (11.11%) Change Management
8 34 (8.79%) ITIL V3
9 33 (8.53%) SDLC
10 31 (8.01%) Analytical Thinking
10 31 (8.01%) Software Engineering
10 31 (8.01%) Stakeholder Management
11 29 (7.49%) Project Delivery
11 29 (7.49%) Scrum
12 27 (6.98%) DevOps
12 27 (6.98%) Incident Management
13 26 (6.72%) PRINCE2
14 24 (6.20%) Coaching
14 24 (6.20%) User Acceptance Testing
Programming Languages
1 132 (34.11%) SQL
2 49 (12.66%) C#
3 34 (8.79%) Python
4 28 (7.24%) Java
5 24 (6.20%) JavaScript
6 20 (5.17%) PL/SQL
7 19 (4.91%) T-SQL
8 11 (2.84%) Ruby
9 10 (2.58%) Scala
10 9 (2.33%) C
10 9 (2.33%) C++
11 8 (2.07%) X++
12 6 (1.55%) Bash Shell
13 5 (1.29%) PowerShell
14 4 (1.03%) Perl
14 4 (1.03%) R
14 4 (1.03%) VBA
15 3 (0.78%) AWK
15 3 (0.78%) Shell Script
15 3 (0.78%) TypeScript
Qualifications
1 55 (14.21%) Degree
2 11 (2.84%) Master's Degree
3 7 (1.81%) CISM
3 7 (1.81%) CISSP
4 5 (1.29%) PRINCE2 Practitioner
5 3 (0.78%) PMI Certification
5 3 (0.78%) PRINCE2 Certification
6 2 (0.52%) CISMP
6 2 (0.52%) ISEB
6 2 (0.52%) ISTQB
6 2 (0.52%) PMP
7 1 (0.26%) CCIE
7 1 (0.26%) CCNP
7 1 (0.26%) CISA
7 1 (0.26%) Cisco Certification
7 1 (0.26%) ISTQB Foundation Certification
7 1 (0.26%) ITIL Certification
7 1 (0.26%) NVQ Level 3
7 1 (0.26%) SANS
7 1 (0.26%) SSCP
Quality Assurance & Compliance
1 10 (2.58%) QA
2 9 (2.33%) SLA
3 8 (2.07%) Data Quality
4 6 (1.55%) ISO/IEC 27001
5 5 (1.29%) Actionable Recommendations
6 4 (1.03%) PCI DSS
7 2 (0.52%) GDPR
7 2 (0.52%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
8 1 (0.26%) Cyber Essentials
8 1 (0.26%) P3O
8 1 (0.26%) PMO
System Software
1 6 (1.55%) Active Directory
1 6 (1.55%) Docker
1 6 (1.55%) VMware Infrastructure
1 6 (1.55%) vSphere
2 3 (0.78%) Hyper-V
3 2 (0.52%) Veritas Cluster Server
3 2 (0.52%) Veritas Volume Manager
4 1 (0.26%) Firmware
4 1 (0.26%) HDFS
4 1 (0.26%) vCloud
4 1 (0.26%) XenApp
Systems Management
1 15 (3.88%) Oracle Enterprise Manager
2 9 (2.33%) CSIRT
3 6 (1.55%) Kubernetes
4 5 (1.29%) Rancher
5 3 (0.78%) Ansible
5 3 (0.78%) Puppet
6 2 (0.52%) Opscode Chef
7 1 (0.26%) Hadoop YARN
7 1 (0.26%) SCCM
7 1 (0.26%) WSUS
Vendors
1 73 (18.86%) Microsoft
2 25 (6.46%) Oracle
3 18 (4.65%) Tableau
4 11 (2.84%) Google
4 11 (2.84%) IBM
5 10 (2.58%) Cisco
5 10 (2.58%) Unisys
6 9 (2.33%) FIS
6 9 (2.33%) WorldPay
7 8 (2.07%) Adobe
8 7 (1.81%) CrowdStrike
9 6 (1.55%) Perforce
9 6 (1.55%) Screaming Frog
9 6 (1.55%) T-Plan
9 6 (1.55%) VMware
10 4 (1.03%) Red Hat
10 4 (1.03%) SAP
11 3 (0.78%) Apple
11 3 (0.78%) Salesforce.com
11 3 (0.78%) Xamarin