Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 24 July 2021

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 July 2021 with a comparison to the same period over the previous 2 years.

Analytical Skills
England > Yorkshire
6 months to
24 Jul 2021		 Same period 2020 Same period 2019
Rank 37 36 59
Rank change year-on-year -1 +23 -26
Permanent jobs citing Analytical Skills 385 228 412
As % of all permanent jobs advertised in Yorkshire 6.46% 6.12% 5.38%
As % of the General category 13.35% 13.61% 10.77%
Number of salaries quoted 267 184 324
10th Percentile £22,900 £30,025 £26,005
25th Percentile £32,000 £32,500 £30,000
Median annual salary (50th Percentile) £43,000 £42,000 £38,500
Median % change year-on-year +2.38% +9.09% -3.75%
75th Percentile £51,625 £52,500 £52,500
90th Percentile £62,750 £68,750 £64,100
England median annual salary £50,196 £52,500 £50,000
% change year-on-year -4.39% +5.00% +2.04%

Analytical Skills is in the General 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 common skills.

All General Skills
Yorkshire
Permanent vacancies with a requirement for common skills 2,884 1,675 3,827
As % of all permanent IT jobs advertised in Yorkshire 48.41% 44.95% 49.98%
Number of salaries quoted 2,137 1,360 2,761
10th Percentile £25,750 £27,500 £24,500
25th Percentile £35,000 £34,500 £31,250
Median annual salary (50th Percentile) £45,540 £45,000 £42,500
Median % change year-on-year +1.20% +5.88% -
75th Percentile £58,750 £57,500 £55,000
90th Percentile £71,250 £67,500 £67,500
England median annual salary £57,500 £55,350 £52,500
% change year-on-year +3.88% +5.43% +5.00%

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 24 July 2021.

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 July 2021. 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 +2 255 £43,750 +2.94% 76
North Yorkshire +12 56 £45,000 +3.45% 5
South Yorkshire -15 52 £35,000 -15.66% 10
East Yorkshire -3 8 £40,000 - 1
Analytical Skills
England

For the 6 months to 24 July 2021, 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.

1 156 (40.52%) Social Skills
2 152 (39.48%) Problem-Solving
3 127 (32.99%) Agile Software Development
4 111 (28.83%) SQL
5 84 (21.82%) Microsoft
6 67 (17.40%) Business Intelligence
7 64 (16.62%) Degree
8 63 (16.36%) Finance
9 56 (14.55%) Azure
10 55 (14.29%) Analytics
11 51 (13.25%) Analytical Thinking
12 49 (12.73%) Scrum
13 45 (11.69%) Microsoft Excel
13 45 (11.69%) Power Platform
14 43 (11.17%) Power BI
15 40 (10.39%) SQL Server
16 39 (10.13%) Project Management
17 38 (9.87%) DevOps
18 37 (9.61%) JavaScript
18 37 (9.61%) C#
19 36 (9.35%) Firewall
20 35 (9.09%) Microsoft 365
21 34 (8.83%) Visualisation
21 34 (8.83%) HTML
22 33 (8.57%) .NET
22 33 (8.57%) Windows
22 33 (8.57%) Management Information System
22 33 (8.57%) QA
23 32 (8.31%) Data Warehouse
23 32 (8.31%) Self-Motivation

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 7 (1.82%) Confluence
2 5 (1.30%) SAS
3 3 (0.78%) SharePoint
4 2 (0.52%) Apache
4 2 (0.52%) Apache Airflow
4 2 (0.52%) Apache Spark
4 2 (0.52%) CMS
4 2 (0.52%) Elasticsearch
4 2 (0.52%) Kentico
4 2 (0.52%) Luigi
4 2 (0.52%) Tomcat
4 2 (0.52%) Umbraco
5 1 (0.26%) IIS
5 1 (0.26%) Mailman
5 1 (0.26%) nginx
5 1 (0.26%) OpenEdge
5 1 (0.26%) Oracle Workflow
5 1 (0.26%) WordPress
Applications
1 45 (11.69%) Microsoft Excel
2 30 (7.79%) Microsoft Office
3 6 (1.56%) Microsoft PowerPoint
4 5 (1.30%) MS Visio
5 4 (1.04%) Spreadsheet
6 2 (0.52%) OmniGraffle
7 1 (0.26%) Microsoft Project
7 1 (0.26%) Oracle Smart View
7 1 (0.26%) SPSS
Business Applications
1 9 (2.34%) Dynamics AX
2 7 (1.82%) Remedy ITSM
3 5 (1.30%) Shopify
4 4 (1.04%) Dynamics CRM
5 3 (0.78%) Sentinel
6 2 (0.52%) Magento
7 1 (0.26%) Oracle Applications
7 1 (0.26%) Oracle Assets
7 1 (0.26%) Oracle ERP
7 1 (0.26%) Oracle General Ledger
7 1 (0.26%) Oracle Payables
7 1 (0.26%) Oracle Subledger Accounting
Cloud Services
1 56 (14.55%) Azure
2 45 (11.69%) Power Platform
3 35 (9.09%) Microsoft 365
4 26 (6.75%) AWS
5 14 (3.64%) GCP
6 12 (3.12%) Dynamics 365
6 12 (3.12%) SaaS
7 11 (2.86%) GitHub
8 9 (2.34%) Cloud Computing
9 7 (1.82%) Google Sheets
10 4 (1.04%) Google Analytics
11 3 (0.78%) Adobe Analytics
11 3 (0.78%) Akamai
11 3 (0.78%) Amazon EKS
11 3 (0.78%) Azure Active Directory
11 3 (0.78%) Azure Sentinel
11 3 (0.78%) PaaS
11 3 (0.78%) Snowflake
12 2 (0.52%) Azure Machine Learning
12 2 (0.52%) IaaS
Communications & Networking
1 36 (9.35%) Firewall
2 14 (3.64%) Broadband
2 14 (3.64%) VPN
3 12 (3.12%) HTTP
4 10 (2.60%) SSL
5 7 (1.82%) Intrusion Detection
6 6 (1.56%) Network Security
7 5 (1.30%) TCP/IP
8 4 (1.04%) DNS
8 4 (1.04%) Sourcefire
8 4 (1.04%) Wi-Fi
9 3 (0.78%) DHCP
9 3 (0.78%) Intranet
10 2 (0.52%) SMS
11 1 (0.26%) Cisco Firepower
11 1 (0.26%) Internet
11 1 (0.26%) LAN
11 1 (0.26%) PBX
11 1 (0.26%) SSH
11 1 (0.26%) WAN
Database & Business Intelligence
1 43 (11.17%) Power BI
2 40 (10.39%) SQL Server
3 32 (8.31%) Data Warehouse
4 18 (4.68%) SQL Server Integration Services
5 16 (4.16%) SQL Server Reporting Services
6 15 (3.90%) Tableau
7 12 (3.12%) SQL Server 2012
8 11 (2.86%) SQL Server 2016
8 11 (2.86%) SQL Server Analysis Services
9 10 (2.60%) Relational Database
9 10 (2.60%) SQL Server 2008
10 9 (2.34%) MySQL
11 8 (2.08%) Azure SQL Database
12 7 (1.82%) FileMaker
12 7 (1.82%) Microsoft Analysis Services
13 6 (1.56%) Data Lake
14 5 (1.30%) BusinessObjects
15 4 (1.04%) Crystal Reports
15 4 (1.04%) Data Mining
15 4 (1.04%) PostgreSQL
Development Applications
1 18 (4.68%) Git (software)
2 17 (4.42%) Jenkins
2 17 (4.42%) JIRA
3 14 (3.64%) Postman
4 11 (2.86%) Visual Studio
5 10 (2.60%) Octopus Deploy
6 9 (2.34%) Cucumber
7 7 (1.82%) Selenium
8 6 (1.56%) Sonatype Nexus
8 6 (1.56%) SpecFlow
9 4 (1.04%) Metasploit
10 2 (0.52%) Appium
10 2 (0.52%) Axure RP
10 2 (0.52%) git-flow
10 2 (0.52%) JUnit
10 2 (0.52%) Xdebug
11 1 (0.26%) IBM UrbanCode
11 1 (0.26%) Oracle Forms
11 1 (0.26%) Travis CI
11 1 (0.26%) Visual Studio Code
General
1 156 (40.52%) Social Skills
2 63 (16.36%) Finance
3 27 (7.01%) Banking
4 24 (6.23%) Marketing
5 20 (5.19%) Organisational Skills
6 16 (4.16%) Manufacturing
7 15 (3.90%) Law
7 15 (3.90%) Legal
7 15 (3.90%) Retail
8 14 (3.64%) Games
8 14 (3.64%) Telecoms
9 11 (2.86%) Public Sector
10 10 (2.60%) Presentation Skills
11 9 (2.34%) Influencing Skills
12 7 (1.82%) Publishing
13 6 (1.56%) Local Government
13 6 (1.56%) Pharmaceutical
13 6 (1.56%) Retail Banking
14 5 (1.30%) Documentation Skills
15 3 (0.78%) French Language
Job Titles
1 147 (38.18%) Analyst
2 65 (16.88%) Developer
3 24 (6.23%) Data Analyst
4 22 (5.71%) Business Analyst
5 18 (4.68%) Systems Analyst
6 16 (4.16%) Business Systems Analyst
6 16 (4.16%) Senior Developer
7 15 (3.90%) Junior
8 14 (3.64%) Commercial Analyst
8 14 (3.64%) Tester
9 13 (3.38%) Automation Tester
9 13 (3.38%) Senior Analyst
9 13 (3.38%) Support Analyst
10 12 (3.12%) Security Engineer
10 12 (3.12%) ServiceNow Developer
11 11 (2.86%) Business Intelligence Developer
12 10 (2.60%) IT Analyst
12 10 (2.60%) Product Owner
13 9 (2.34%) Business Intelligence Analyst
13 9 (2.34%) Infrastructure Security Engineer
Libraries, Frameworks & Software Standards
1 34 (8.83%) HTML
2 33 (8.57%) .NET
3 28 (7.27%) XML
4 18 (4.68%) Web Services
5 17 (4.42%) REST
6 13 (3.38%) JSON
7 11 (2.86%) CSS
8 10 (2.60%) jQuery
8 10 (2.60%) LDAP
9 6 (1.56%) ASP.NET
9 6 (1.56%) React
9 6 (1.56%) SOAP
10 5 (1.30%) AngularJS
10 5 (1.30%) ASP.NET MVC
10 5 (1.30%) Middleware
10 5 (1.30%) Node.js
10 5 (1.30%) RabbitMQ
10 5 (1.30%) Spring
11 4 (1.04%) GraphQL
11 4 (1.04%) Regular Expression
Miscellaneous
1 33 (8.57%) Management Information System
2 32 (8.31%) Self-Motivation
3 28 (7.27%) Enterprise Software
4 23 (5.97%) Analytical Mindset
5 19 (4.94%) Social Media
6 15 (3.90%) User Experience
7 10 (2.60%) Greenfield Project
8 7 (1.82%) BYOD
9 6 (1.56%) Cyberattack
9 6 (1.56%) Driving Licence
9 6 (1.56%) Legacy Applications
10 5 (1.30%) Cyberthreat
11 4 (1.04%) Mobile App
11 4 (1.04%) Public Cloud
12 3 (0.78%) Data Protection Act
12 3 (0.78%) Data Structures
12 3 (0.78%) FMCG
12 3 (0.78%) Life Science
12 3 (0.78%) Linux Command Line
13 2 (0.52%) CMDB
Operating Systems
1 33 (8.57%) Windows
2 10 (2.60%) Windows 10
3 7 (1.82%) Linux
4 6 (1.56%) Windows Server
5 4 (1.04%) Unix
6 1 (0.26%) AIX
Processes & Methodologies
1 152 (39.48%) Problem-Solving
2 127 (32.99%) Agile Software Development
3 67 (17.40%) Business Intelligence
4 55 (14.29%) Analytics
5 51 (13.25%) Analytical Thinking
6 49 (12.73%) Scrum
7 39 (10.13%) Project Management
8 38 (9.87%) DevOps
9 34 (8.83%) Visualisation
10 29 (7.53%) SDLC
11 28 (7.27%) ITIL
11 28 (7.27%) Workflow
12 26 (6.75%) Stakeholder Management
12 26 (6.75%) Test Automation
13 25 (6.49%) ITSM
13 25 (6.49%) Project Delivery
14 24 (6.23%) Continuous Improvement
14 24 (6.23%) E-Commerce
14 24 (6.23%) Information Security
14 24 (6.23%) User Stories
Programming Languages
1 111 (28.83%) SQL
2 37 (9.61%) C#
2 37 (9.61%) JavaScript
3 23 (5.97%) Python
4 20 (5.19%) Java
5 18 (4.68%) VBA
6 13 (3.38%) PowerShell
7 9 (2.34%) Bash Shell
7 9 (2.34%) T-SQL
7 9 (2.34%) X++
8 6 (1.56%) C
8 6 (1.56%) Groovy
8 6 (1.56%) R
8 6 (1.56%) VB.NET
9 4 (1.04%) PHP
9 4 (1.04%) PL/SQL
10 3 (0.78%) C++
10 3 (0.78%) Scala
11 2 (0.52%) COBOL
11 2 (0.52%) VB
Qualifications
1 64 (16.62%) Degree
2 13 (3.38%) Numerate Degree
3 9 (2.34%) ITIL Foundation Certificate
4 5 (1.30%) Computer Science Degree
5 4 (1.04%) PMI Certification
5 4 (1.04%) PMP
6 3 (0.78%) ITIL Certification
6 3 (0.78%) PhD
7 2 (0.52%) Cisco Certification
7 2 (0.52%) MBA
7 2 (0.52%) Microsoft Certification
7 2 (0.52%) SC Cleared
7 2 (0.52%) Security Cleared
7 2 (0.52%) Six Sigma Black Belt
7 2 (0.52%) Six Sigma Green Belt
7 2 (0.52%) Six Sigma Yellow Belt
8 1 (0.26%) CCNA
8 1 (0.26%) CCNP
8 1 (0.26%) ISEB
8 1 (0.26%) ISTQB
Quality Assurance & Compliance
1 33 (8.57%) QA
2 26 (6.75%) SLA
3 16 (4.16%) GDPR
4 14 (3.64%) Solvency II
5 10 (2.60%) ISO/IEC 27001
6 9 (2.34%) Data Quality
7 8 (2.08%) Good Clinical Practice
8 7 (1.82%) GLP
9 6 (1.56%) GRC
10 4 (1.04%) 21 CFR Part 11
10 4 (1.04%) Cyber Essentials
11 3 (0.78%) GMP
12 2 (0.52%) ISO 13485
13 1 (0.26%) Accessibility
13 1 (0.26%) IFRS
13 1 (0.26%) ISO 9001
13 1 (0.26%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
13 1 (0.26%) NIST
13 1 (0.26%) PMO
13 1 (0.26%) Sarbanes-Oxley
System Software
1 28 (7.27%) Active Directory
2 12 (3.12%) Docker
3 9 (2.34%) VMware Infrastructure
4 2 (0.52%) Firmware
5 1 (0.26%) Hyper-V
5 1 (0.26%) Virtual Machines
Systems Management
1 10 (2.60%) Terraform
2 8 (2.08%) Kubernetes
3 4 (1.04%) Nessus
3 4 (1.04%) QRadar
4 2 (0.52%) Ansible
5 1 (0.26%) Microsoft Intune
Vendors
1 84 (21.82%) Microsoft
2 21 (5.45%) Google
3 20 (5.19%) ServiceNow
4 15 (3.90%) Oracle
5 12 (3.12%) SAP
6 11 (2.86%) Splunk
7 10 (2.60%) IFS
8 9 (2.34%) Citrix
8 9 (2.34%) Meraki
8 9 (2.34%) VMware
9 8 (2.08%) Facebook
10 7 (1.82%) Cisco
10 7 (1.82%) Remedy
11 6 (1.56%) BMC
11 6 (1.56%) Cognos
11 6 (1.56%) Dynatrace
11 6 (1.56%) HP
11 6 (1.56%) Ivanti
12 5 (1.30%) Alteryx
12 5 (1.30%) CheckPoint