Period
to 16 October 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 16 October 2021 with a comparison to the same period over the previous 2 years.

Analytical Skills
England > Yorkshire
6 months to
16 Oct 2021
Same period 2020 Same period 2019
Rank 23 55 41
Rank change year-on-year +32 -14 -12
Permanent jobs citing Analytical Skills 530 116 448
As % of all permanent jobs advertised in Yorkshire 7.97% 4.33% 6.35%
As % of the General category 16.04% 10.86% 12.44%
Number of salaries quoted 357 86 342
10th Percentile £25,000 £31,250 £23,426
25th Percentile £32,500 £35,688 £29,000
Median annual salary (50th Percentile) £43,000 £42,250 £40,000
Median % change year-on-year +1.78% +5.63% -
75th Percentile £51,250 £54,375 £57,250
90th Percentile £62,500 £66,875 £69,950
England median annual salary £52,500 £52,500 £50,000
% change year-on-year - +5.00% +0.01%

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 3,305 1,068 3,602
As % of all permanent IT jobs advertised in Yorkshire 49.72% 39.82% 51.08%
Number of salaries quoted 2,333 889 2,634
10th Percentile £26,250 £29,750 £23,500
25th Percentile £35,000 £35,000 £32,000
Median annual salary (50th Percentile) £46,750 £45,000 £43,823
Median % change year-on-year +3.89% +2.69% +3.11%
75th Percentile £60,000 £55,000 £55,188
90th Percentile £75,000 £63,750 £65,000
England median annual salary £57,500 £57,500 £53,700
% change year-on-year - +7.08% +2.99%

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 16 October 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 16 October 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 +38 355 £42,500 -5.56% 72
North Yorkshire +25 69 £45,000 +7.14% 14
South Yorkshire -12 62 £42,500 +2.41% 21
Humberside - 15 - -
East Yorkshire -12 9 £36,250 -19.44% 4
Analytical Skills
England

For the 6 months to 16 October 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.

1 224 (42.26%) Problem-Solving
2 201 (37.92%) Social Skills
3 172 (32.45%) Agile Software Development
4 147 (27.74%) SQL
5 109 (20.57%) Finance
6 108 (20.38%) Microsoft
7 92 (17.36%) Analytics
8 87 (16.42%) Business Intelligence
9 81 (15.28%) Degree
10 72 (13.58%) Azure
11 67 (12.64%) Scrum
12 65 (12.26%) Analytical Thinking
13 64 (12.08%) DevOps
14 62 (11.70%) Windows
15 61 (11.51%) Project Management
16 56 (10.57%) SQL Server
17 55 (10.38%) SDLC
18 54 (10.19%) JavaScript
19 52 (9.81%) Visualisation
19 52 (9.81%) Retail
20 50 (9.43%) Power BI
20 50 (9.43%) Power Platform
21 49 (9.25%) Organisational Skills
21 49 (9.25%) HTML
22 48 (9.06%) C#
22 48 (9.06%) Microsoft 365
23 46 (8.68%) Firewall
23 46 (8.68%) Google
24 45 (8.49%) Active Directory
25 44 (8.30%) 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 14 (2.64%) SAS
2 12 (2.26%) Confluence
3 11 (2.08%) SharePoint
4 6 (1.13%) Apache Airflow
5 5 (0.94%) Apache Spark
5 5 (0.94%) Luigi
5 5 (0.94%) Tomcat
6 3 (0.57%) Apache
7 2 (0.38%) CMS
7 2 (0.38%) Elasticsearch
7 2 (0.38%) MS Project Server
8 1 (0.19%) BizTalk Server
8 1 (0.19%) Camunda
8 1 (0.19%) IIS
8 1 (0.19%) Mailman
8 1 (0.19%) MS Exchange
8 1 (0.19%) nginx
8 1 (0.19%) WebLogic
8 1 (0.19%) WordPress
Applications
1 43 (8.11%) Microsoft Excel
2 29 (5.47%) Microsoft Office
3 10 (1.89%) MS Visio
4 7 (1.32%) Spreadsheet
5 5 (0.94%) Microsoft Project
6 2 (0.38%) Microsoft PowerPoint
7 1 (0.19%) Oracle Smart View
Business Applications
1 9 (1.70%) Dynamics AX
2 4 (0.75%) NetSuite
3 3 (0.57%) Shopify
4 2 (0.38%) Dynamics CRM
4 2 (0.38%) Magento
4 2 (0.38%) Oracle ERP
4 2 (0.38%) Sentinel
5 1 (0.19%) Oracle Applications
5 1 (0.19%) Oracle Assets
5 1 (0.19%) Oracle General Ledger
5 1 (0.19%) Oracle Payables
5 1 (0.19%) Oracle Subledger Accounting
5 1 (0.19%) SAP BPC
5 1 (0.19%) SAP S/4HANA
Cloud Services
1 72 (13.58%) Azure
2 50 (9.43%) Power Platform
3 48 (9.06%) Microsoft 365
4 34 (6.42%) AWS
5 26 (4.91%) GCP
6 19 (3.58%) Cloud Computing
7 12 (2.26%) GitHub
7 12 (2.26%) Google Analytics
8 11 (2.08%) Google Sheets
9 9 (1.70%) Dynamics 365
10 6 (1.13%) Adobe Analytics
10 6 (1.13%) Google Tag Manager
11 5 (0.94%) Amazon EC2
11 5 (0.94%) Amazon EMR
11 5 (0.94%) SaaS
12 4 (0.75%) IaaS
12 4 (0.75%) PaaS
12 4 (0.75%) Slack
13 3 (0.57%) Google Data Studio
13 3 (0.57%) Snowflake
Communications & Networking
1 46 (8.68%) Firewall
2 20 (3.77%) Broadband
3 17 (3.21%) Wi-Fi
4 14 (2.64%) HTTP
4 14 (2.64%) Network Security
5 11 (2.08%) VPN
6 9 (1.70%) Intrusion Detection
7 7 (1.32%) RFID
7 7 (1.32%) Sourcefire
8 6 (1.13%) SSL
9 4 (0.75%) Intranet
9 4 (0.75%) Unified Communications
10 3 (0.57%) DNS
10 3 (0.57%) TCP/IP
11 2 (0.38%) DHCP
11 2 (0.38%) Internet
11 2 (0.38%) SAN
11 2 (0.38%) SSH
11 2 (0.38%) WAN
12 1 (0.19%) FTP
Database & Business Intelligence
1 56 (10.57%) SQL Server
2 50 (9.43%) Power BI
3 36 (6.79%) Data Warehouse
4 21 (3.96%) Tableau
5 19 (3.58%) MySQL
6 18 (3.40%) SQL Server Integration Services
6 18 (3.40%) SQL Server Reporting Services
7 16 (3.02%) Relational Database
8 14 (2.64%) BusinessObjects
9 12 (2.26%) SQL Server Analysis Services
10 10 (1.89%) Azure SQL Database
11 9 (1.70%) BusinessObjects Business Intelligence
11 9 (1.70%) Hadoop
12 8 (1.51%) Data Lake
12 8 (1.51%) NoSQL
12 8 (1.51%) PostgreSQL
13 7 (1.32%) Big Data
13 7 (1.32%) Metadata
14 6 (1.13%) BusinessObjects Web Intelligence
14 6 (1.13%) GIS
Development Applications
1 38 (7.17%) JIRA
2 35 (6.60%) Git (software)
3 23 (4.34%) Jenkins
4 17 (3.21%) Postman
5 14 (2.64%) Octopus Deploy
6 11 (2.08%) Cucumber
7 8 (1.51%) Sonatype Nexus
8 7 (1.32%) Metasploit
9 6 (1.13%) Visual Studio
10 5 (0.94%) Team Foundation Server
11 4 (0.75%) Bitbucket
12 3 (0.57%) Atlassian Bamboo
12 3 (0.57%) Selenium
12 3 (0.57%) SpecFlow
13 2 (0.38%) Appium
13 2 (0.38%) JUnit
13 2 (0.38%) Xdebug
14 1 (0.19%) gulp
14 1 (0.19%) SoapUI
14 1 (0.19%) Visual Studio Code
General
1 201 (37.92%) Social Skills
2 109 (20.57%) Finance
3 52 (9.81%) Retail
4 49 (9.25%) Organisational Skills
5 34 (6.42%) Banking
6 33 (6.23%) Marketing
7 28 (5.28%) Manufacturing
8 25 (4.72%) Legal
9 23 (4.34%) Games
10 21 (3.96%) Law
11 17 (3.21%) Public Sector
12 16 (3.02%) Influencing Skills
13 14 (2.64%) Presentation Skills
14 11 (2.08%) Retail Banking
15 10 (1.89%) Pharmaceutical
16 4 (0.75%) Documentation Skills
16 4 (0.75%) French Language
16 4 (0.75%) German Language
16 4 (0.75%) Publishing
16 4 (0.75%) Spanish Language
Job Titles
1 191 (36.04%) Analyst
2 69 (13.02%) Developer
3 42 (7.92%) Business Analyst
4 36 (6.79%) IT Engineer
5 28 (5.28%) Senior Analyst
5 28 (5.28%) Software Developer
6 26 (4.91%) Infrastructure Engineer
6 26 (4.91%) Support Engineer
7 24 (4.53%) Business Intelligence Analyst
7 24 (4.53%) Data Analyst
7 24 (4.53%) IT Support
8 23 (4.34%) IT Support Engineer
9 22 (4.15%) Security Engineer
10 19 (3.58%) Infrastructure Security Engineer
11 14 (2.64%) Commercial Analyst
11 14 (2.64%) Tester
12 13 (2.45%) Automation Tester
12 13 (2.45%) ERP Analyst
12 13 (2.45%) Junior
13 12 (2.26%) Support Analyst
Libraries, Frameworks & Software Standards
1 49 (9.25%) HTML
2 38 (7.17%) .NET
3 30 (5.66%) CSS
4 29 (5.47%) jQuery
5 24 (4.53%) XML
6 15 (2.83%) .NET Core
7 14 (2.64%) Web Services
8 13 (2.45%) REST
9 12 (2.26%) JSON
10 10 (1.89%) KnockoutJS
10 10 (1.89%) LINQ
10 10 (1.89%) React
11 8 (1.51%) Kafka
11 8 (1.51%) RESTful
12 7 (1.32%) Middleware
12 7 (1.32%) Regular Expression
13 6 (1.13%) LDAP
13 6 (1.13%) Node.js
14 5 (0.94%) ASP.NET
14 5 (0.94%) ASP.NET MVC
Miscellaneous
1 44 (8.30%) Self-Motivation
2 42 (7.92%) Analytical Mindset
3 27 (5.09%) Management Information System
4 22 (4.15%) Social Media
5 19 (3.58%) Enterprise Software
6 15 (2.83%) EPoS
6 15 (2.83%) User Experience
7 14 (2.64%) Data Protection Act
8 10 (1.89%) FMCG
9 9 (1.70%) CMDB
10 8 (1.51%) Greenfield Project
10 8 (1.51%) Legacy Applications
11 7 (1.32%) Data Structures
11 7 (1.32%) PMI
12 5 (0.94%) Life Science
12 5 (0.94%) Virtual Team
13 3 (0.57%) Algorithms
13 3 (0.57%) Cyberthreat
13 3 (0.57%) Digital Media
13 3 (0.57%) Mobile App
Operating Systems
1 62 (11.70%) Windows
2 20 (3.77%) Windows 10
3 16 (3.02%) Apple iOS
4 13 (2.45%) Linux
5 10 (1.89%) Windows Server
6 8 (1.51%) Android
6 8 (1.51%) Windows 7
6 8 (1.51%) Windows 8
7 7 (1.32%) Unix
8 2 (0.38%) Oracle Linux
8 2 (0.38%) Red Hat Enterprise Linux
9 1 (0.19%) AIX
9 1 (0.19%) Windows Server 2016
Processes & Methodologies
1 224 (42.26%) Problem-Solving
2 172 (32.45%) Agile Software Development
3 92 (17.36%) Analytics
4 87 (16.42%) Business Intelligence
5 67 (12.64%) Scrum
6 65 (12.26%) Analytical Thinking
7 64 (12.08%) DevOps
8 61 (11.51%) Project Management
9 55 (10.38%) SDLC
10 52 (9.81%) Visualisation
11 40 (7.55%) Stakeholder Management
12 35 (6.60%) Data Analysis
13 33 (6.23%) ITIL
14 32 (6.04%) Data Visualisation
14 32 (6.04%) ERP
14 32 (6.04%) Test Automation
14 32 (6.04%) User Stories
15 31 (5.85%) Collaborative Working
15 31 (5.85%) Decision-Making
15 31 (5.85%) E-Commerce
Programming Languages
1 147 (27.74%) SQL
2 54 (10.19%) JavaScript
3 48 (9.06%) C#
4 34 (6.42%) VBA
5 31 (5.85%) Python
6 23 (4.34%) PowerShell
7 22 (4.15%) Java
8 17 (3.21%) VB
9 14 (2.64%) Bash Shell
10 9 (1.70%) Groovy
10 9 (1.70%) T-SQL
11 8 (1.51%) X++
12 5 (0.94%) C++
12 5 (0.94%) PHP
12 5 (0.94%) PL/SQL
13 4 (0.75%) R
13 4 (0.75%) Scala
13 4 (0.75%) VB.NET
14 3 (0.57%) C
14 3 (0.57%) TypeScript
Qualifications
1 81 (15.28%) Degree
2 13 (2.45%) Numerate Degree
3 9 (1.70%) PMI Certification
4 7 (1.32%) Computer Science Degree
5 5 (0.94%) ISEB
5 5 (0.94%) ISTQB
5 5 (0.94%) ITIL Certification
6 4 (0.75%) ITIL Foundation Certificate
6 4 (0.75%) SC Cleared
6 4 (0.75%) Security Cleared
7 3 (0.57%) PhD
7 3 (0.57%) PMP
8 2 (0.38%) MBA
9 1 (0.19%) CISA
9 1 (0.19%) CISSP
9 1 (0.19%) CRISC
9 1 (0.19%) ISTQB Foundation Certification
9 1 (0.19%) Microsoft Certification
9 1 (0.19%) Oracle Certification
9 1 (0.19%) PRINCE2 Certification
Quality Assurance & Compliance
1 40 (7.55%) QA
2 24 (4.53%) GDPR
3 22 (4.15%) SLA
4 17 (3.21%) ISO/IEC 27001
5 16 (3.02%) PMO
6 15 (2.83%) Data Quality
7 13 (2.45%) Good Clinical Practice
7 13 (2.45%) Solvency II
8 10 (1.89%) GLP
9 6 (1.13%) Accessibility
9 6 (1.13%) GMP
10 5 (0.94%) 21 CFR Part 11
11 3 (0.57%) GRC
11 3 (0.57%) NIST
12 1 (0.19%) COBIT
12 1 (0.19%) ISO 9001
12 1 (0.19%) PCI DSS
12 1 (0.19%) Sarbanes-Oxley
System Software
1 45 (8.49%) Active Directory
2 20 (3.77%) Docker
3 4 (0.75%) VMware Infrastructure
4 1 (0.19%) Firmware
4 1 (0.19%) Hyper-V
Systems Management
1 11 (2.08%) Terraform
2 9 (1.70%) Kubernetes
3 7 (1.32%) Nessus
3 7 (1.32%) QRadar
4 3 (0.57%) Ansible
4 3 (0.57%) Puppet
5 2 (0.38%) Microsoft Intune
5 2 (0.38%) Opsgenie
6 1 (0.19%) Backup Exec
6 1 (0.19%) SCCM
Vendors
1 108 (20.38%) Microsoft
2 46 (8.68%) Google
3 24 (4.53%) Oracle
3 24 (4.53%) SAP
4 19 (3.58%) Meraki
5 15 (2.83%) ServiceNow
6 11 (2.08%) Splunk
7 10 (1.89%) Facebook
8 9 (1.70%) Citrix
9 8 (1.51%) CheckPoint
9 8 (1.51%) Cisco
9 8 (1.51%) Dynatrace
9 8 (1.51%) IFS
10 7 (1.32%) Cognos
10 7 (1.32%) McAfee
10 7 (1.32%) Palo Alto
10 7 (1.32%) Trustwave
11 6 (1.13%) Adobe
12 5 (0.94%) Alteryx
12 5 (0.94%) Twitter