Period
to 17 January 2022

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 17 January 2022 with a comparison to the same period over the previous 2 years.

Analytical Skills
England > Yorkshire
6 months to
17 Jan 2022
Same period 2021 Same period 2020
Rank 22 54 28
Rank change year-on-year +32 -26 +3
Permanent jobs citing Analytical Skills 585 173 428
As % of all permanent jobs advertised in Yorkshire 8.52% 4.72% 7.01%
As % of the General category 17.09% 10.94% 13.89%
Number of salaries quoted 348 141 317
10th Percentile £27,275 £26,250 £24,375
25th Percentile £32,500 £36,188 £30,500
Median annual salary (50th Percentile) £45,000 £42,000 £42,500
Median % change year-on-year +7.14% -1.18% +6.25%
75th Percentile £52,125 £56,000 £60,000
90th Percentile £62,875 £62,000 £70,000
England median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% -

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 3,424 1,581 3,082
As % of all permanent IT jobs advertised in Yorkshire 49.86% 43.11% 50.51%
Number of salaries quoted 2,339 1,305 2,436
10th Percentile £28,500 £27,100 £24,000
25th Percentile £35,250 £35,250 £32,500
Median annual salary (50th Percentile) £47,500 £45,000 £45,000
Median % change year-on-year +5.56% - +5.88%
75th Percentile £62,500 £57,500 £57,500
90th Percentile £80,000 £65,950 £67,500
England median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% +4.76%

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 17 January 2022.

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 17 January 2022. 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 +30 335 £45,000 - 67
South Yorkshire +31 130 £42,500 +4.29% 12
North Yorkshire +29 76 £52,000 +4.00% 7
Humberside - 15 - - 2
East Yorkshire -7 14 £32,500 -27.78% 1
Analytical Skills
England

For the 6 months to 17 January 2022, 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.

1 298 (50.94%) Social Skills
2 268 (45.81%) Problem-Solving
3 191 (32.65%) SQL
4 165 (28.21%) Agile Software Development
5 136 (23.25%) Analytics
6 125 (21.37%) Microsoft
7 120 (20.51%) Retail
8 114 (19.49%) Business Intelligence
9 113 (19.32%) Organisational Skills
10 109 (18.63%) Finance
11 90 (15.38%) Data Analysis
12 83 (14.19%) Logistics
12 83 (14.19%) VBA
13 75 (12.82%) JavaScript
13 75 (12.82%) Project Management
13 75 (12.82%) Degree
14 72 (12.31%) Scrum
15 71 (12.14%) .NET
15 71 (12.14%) Azure
16 67 (11.45%) SQL Server
17 62 (10.60%) C#
18 60 (10.26%) HTML
19 59 (10.09%) DevOps
20 57 (9.74%) Data Science
21 56 (9.57%) CSS
22 53 (9.06%) Product Management
23 52 (8.89%) Time Management
23 52 (8.89%) Windows
24 48 (8.21%) Git (software)
24 48 (8.21%) Algorithms

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 33 (5.64%) SAS
2 14 (2.39%) SharePoint
3 9 (1.54%) Confluence
4 5 (0.85%) Apache Airflow
5 4 (0.68%) Apache Spark
5 4 (0.68%) Luigi
5 4 (0.68%) OpenStack
5 4 (0.68%) Tomcat
6 3 (0.51%) IIS
7 2 (0.34%) CMS
7 2 (0.34%) MS Exchange
7 2 (0.34%) MS Project Server
7 2 (0.34%) Umbraco
8 1 (0.17%) Apache
8 1 (0.17%) BizTalk Server
8 1 (0.17%) Camunda
8 1 (0.17%) WebLogic
8 1 (0.17%) WordPress
Applications
1 41 (7.01%) Microsoft Excel
2 28 (4.79%) Microsoft Office
3 14 (2.39%) SPSS
4 13 (2.22%) MS Visio
5 11 (1.88%) Microsoft Project
6 8 (1.37%) Adobe XD
7 7 (1.20%) Spreadsheet
8 4 (0.68%) Microsoft PowerPoint
9 1 (0.17%) Oracle Smart View
Business Applications
1 11 (1.88%) NetSuite
2 3 (0.51%) Dynamics AX
3 2 (0.34%) Oracle Applications
3 2 (0.34%) Oracle ERP
3 2 (0.34%) SAP BPC
4 1 (0.17%) Lorenzo
4 1 (0.17%) Oracle Assets
4 1 (0.17%) Oracle General Ledger
4 1 (0.17%) Oracle Payables
4 1 (0.17%) Oracle Subledger Accounting
4 1 (0.17%) SAP S/4HANA
Cloud Services
1 71 (12.14%) Azure
2 42 (7.18%) Microsoft 365
3 35 (5.98%) Power Platform
4 33 (5.64%) AWS
5 27 (4.62%) GCP
6 13 (2.22%) Cloud Computing
7 12 (2.05%) Google Analytics
8 9 (1.54%) GitHub
8 9 (1.54%) Google Sheets
9 5 (0.85%) Adobe Analytics
9 5 (0.85%) Google Tag Manager
9 5 (0.85%) IaaS
9 5 (0.85%) PaaS
10 4 (0.68%) Amazon EC2
10 4 (0.68%) Amazon EMR
10 4 (0.68%) Slack
11 3 (0.51%) AWS CodeDeploy
11 3 (0.51%) Azure Data Factory
11 3 (0.51%) Dynamics 365
11 3 (0.51%) SaaS
Communications & Networking
1 27 (4.62%) Firewall
2 19 (3.25%) Wi-Fi
3 12 (2.05%) Network Security
4 11 (1.88%) Intrusion Detection
5 10 (1.71%) Broadband
6 8 (1.37%) Intranet
6 8 (1.37%) RFID
7 7 (1.20%) HTTP
7 7 (1.20%) Internet
8 6 (1.03%) SAN
9 5 (0.85%) Sourcefire
10 4 (0.68%) TCP/IP
10 4 (0.68%) Unified Communications
11 3 (0.51%) DNS
12 2 (0.34%) DHCP
12 2 (0.34%) VPN
12 2 (0.34%) WAN
12 2 (0.34%) Wireless
13 1 (0.17%) FTP
13 1 (0.17%) LAN
Database & Business Intelligence
1 67 (11.45%) SQL Server
2 35 (5.98%) Power BI
3 19 (3.25%) Tableau
4 16 (2.74%) Data Warehouse
4 16 (2.74%) MySQL
4 16 (2.74%) SQL Server Reporting Services
5 15 (2.56%) Relational Database
6 14 (2.39%) BusinessObjects
7 12 (2.05%) Big Data
7 12 (2.05%) PostgreSQL
8 11 (1.88%) SQL Server Integration Services
9 9 (1.54%) Data Lake
9 9 (1.54%) NoSQL
9 9 (1.54%) SQL Server Analysis Services
10 8 (1.37%) BigQuery
11 7 (1.20%) BusinessObjects Business Intelligence
11 7 (1.20%) Hadoop
12 6 (1.03%) Metadata
13 5 (0.85%) GIS
13 5 (0.85%) Semantic Layer
Development Applications
1 48 (8.21%) Git (software)
2 30 (5.13%) JIRA
3 13 (2.22%) Jenkins
3 13 (2.22%) Postman
4 8 (1.37%) Octopus Deploy
5 7 (1.20%) Cucumber
5 7 (1.20%) Visual Studio
6 6 (1.03%) Team Foundation Server
7 5 (0.85%) Bitbucket
7 5 (0.85%) Metasploit
8 4 (0.68%) Atlassian Bamboo
8 4 (0.68%) Selenium
9 3 (0.51%) Maven
9 3 (0.51%) SoapUI
9 3 (0.51%) Subversion
10 2 (0.34%) git-flow
10 2 (0.34%) JMeter
10 2 (0.34%) LoadRunner
10 2 (0.34%) Sonatype Nexus
10 2 (0.34%) SpecFlow
General
1 298 (50.94%) Social Skills
2 120 (20.51%) Retail
3 113 (19.32%) Organisational Skills
4 109 (18.63%) Finance
5 28 (4.79%) Marketing
6 27 (4.62%) Presentation Skills
7 26 (4.44%) Manufacturing
8 25 (4.27%) Games
9 24 (4.10%) Public Sector
10 23 (3.93%) Law
11 22 (3.76%) Legal
12 20 (3.42%) Pharmaceutical
13 19 (3.25%) Influencing Skills
14 14 (2.39%) Banking
15 9 (1.54%) Publishing
16 5 (0.85%) Retail Banking
17 4 (0.68%) Back Office
17 4 (0.68%) French Language
17 4 (0.68%) German Language
17 4 (0.68%) Spanish Language
Job Titles
1 163 (27.86%) Analyst
2 73 (12.48%) Developer
3 35 (5.98%) Business Analyst
3 35 (5.98%) IT Engineer
4 33 (5.64%) Support Engineer
5 30 (5.13%) Software Developer
6 29 (4.96%) Senior Analyst
7 27 (4.62%) Data Analyst
8 24 (4.10%) IT Support
8 24 (4.10%) IT Support Engineer
9 23 (3.93%) Business Intelligence Analyst
10 22 (3.76%) Infrastructure Engineer
11 21 (3.59%) Analytics Manager
12 19 (3.25%) Supply Chain Manager
13 18 (3.08%) Planning Manager
14 15 (2.56%) Graduate
15 13 (2.22%) Administrator
15 13 (2.22%) Infrastructure Security Engineer
15 13 (2.22%) Project Manager
15 13 (2.22%) Scrum Master
Libraries, Frameworks & Software Standards
1 71 (12.14%) .NET
2 60 (10.26%) HTML
3 56 (9.57%) CSS
4 45 (7.69%) jQuery
5 26 (4.44%) RESTful
6 25 (4.27%) .NET Core
7 20 (3.42%) KnockoutJS
8 19 (3.25%) LINQ
9 16 (2.74%) XML
10 15 (2.56%) .NET Framework
10 15 (2.56%) ASP.NET
11 14 (2.39%) Twitter Bootstrap
12 12 (2.05%) React
12 12 (2.05%) REST
13 11 (1.88%) JSON
14 9 (1.54%) Sass
15 8 (1.37%) CSS3
15 8 (1.37%) MSMQ
15 8 (1.37%) RabbitMQ
16 7 (1.20%) SOAP
Miscellaneous
1 48 (8.21%) Algorithms
2 36 (6.15%) Analytical Mindset
3 33 (5.64%) Self-Motivation
4 29 (4.96%) Management Information System
5 21 (3.59%) User Experience
6 16 (2.74%) EPoS
7 14 (2.39%) PMI
8 13 (2.22%) Data Centre
8 13 (2.22%) Data Protection Act
9 10 (1.71%) FMCG
9 10 (1.71%) Social Media
10 9 (1.54%) CMDB
10 9 (1.54%) Virtual Team
11 8 (1.37%) Life Science
12 7 (1.20%) Data Structures
13 6 (1.03%) Cyberthreat
13 6 (1.03%) Enterprise Software
13 6 (1.03%) Greenfield Project
14 5 (0.85%) Cyberattack
14 5 (0.85%) Security Operations Centre
Operating Systems
1 52 (8.89%) Windows
2 19 (3.25%) Linux
3 17 (2.91%) Windows 10
4 16 (2.74%) Apple iOS
5 11 (1.88%) Windows Server
6 8 (1.37%) Android
6 8 (1.37%) Windows 7
6 8 (1.37%) Windows 8
7 7 (1.20%) Unix
8 5 (0.85%) Oracle Linux
8 5 (0.85%) Red Hat Enterprise Linux
9 1 (0.17%) VMS
9 1 (0.17%) Windows Server 2016
Processes & Methodologies
1 268 (45.81%) Problem-Solving
2 165 (28.21%) Agile Software Development
3 136 (23.25%) Analytics
4 114 (19.49%) Business Intelligence
5 90 (15.38%) Data Analysis
6 83 (14.19%) Logistics
7 75 (12.82%) Project Management
8 72 (12.31%) Scrum
9 59 (10.09%) DevOps
10 57 (9.74%) Data Science
11 53 (9.06%) Product Management
12 52 (8.89%) Time Management
13 47 (8.03%) Data Interpretation
13 47 (8.03%) Decision-Making
14 44 (7.52%) SDLC
15 43 (7.35%) MVC
15 43 (7.35%) Visualisation
16 39 (6.67%) Analytical Thinking
17 36 (6.15%) Stakeholder Management
18 32 (5.47%) E-Commerce
Programming Languages
1 191 (32.65%) SQL
2 83 (14.19%) VBA
3 75 (12.82%) JavaScript
4 62 (10.60%) C#
5 40 (6.84%) Python
6 24 (4.10%) VB
7 19 (3.25%) PHP
7 19 (3.25%) VB.NET
8 15 (2.56%) PowerShell
9 14 (2.39%) Java
10 10 (1.71%) T-SQL
11 9 (1.54%) R
12 8 (1.37%) Bash
13 5 (0.85%) Perl
13 5 (0.85%) Shell Script
13 5 (0.85%) VBScript
14 4 (0.68%) Go
15 3 (0.51%) C
15 3 (0.51%) C++
15 3 (0.51%) PL/SQL
Qualifications
1 75 (12.82%) Degree
2 16 (2.74%) PMI Certification
3 11 (1.88%) Security Cleared
4 10 (1.71%) Computer Science Degree
5 8 (1.37%) SC Cleared
6 7 (1.20%) ISTQB
7 6 (1.03%) Cisco Certification
8 5 (0.85%) CCNP
8 5 (0.85%) CISSP
8 5 (0.85%) ISEB
8 5 (0.85%) ITIL Certification
8 5 (0.85%) Numerate Degree
9 4 (0.68%) CEH
9 4 (0.68%) PMP
10 3 (0.51%) ISTQB Foundation Certification
10 3 (0.51%) PhD
11 2 (0.34%) CompTIA Security+
11 2 (0.34%) Microsoft Certification
12 1 (0.17%) Oracle Certification
12 1 (0.17%) PRINCE2 Certification
Quality Assurance & Compliance
1 35 (5.98%) QA
2 28 (4.79%) PMO
3 21 (3.59%) Data Quality
4 20 (3.42%) Good Clinical Practice
5 18 (3.08%) SLA
6 17 (2.91%) GDPR
7 15 (2.56%) Accessibility
8 13 (2.22%) GMP
8 13 (2.22%) ISO/IEC 27001
9 11 (1.88%) 21 CFR Part 11
9 11 (1.88%) GLP
10 4 (0.68%) GxP
10 4 (0.68%) NIST
11 2 (0.34%) ISO 9001
12 1 (0.17%) COBIT
12 1 (0.17%) COSHH
12 1 (0.17%) GRC
12 1 (0.17%) PCI DSS
12 1 (0.17%) Sarbanes-Oxley
System Software
1 41 (7.01%) Active Directory
2 24 (4.10%) Docker
3 2 (0.34%) Virtual Machines
4 1 (0.17%) Firmware
Systems Management
1 11 (1.88%) Kubernetes
2 6 (1.03%) Terraform
3 5 (0.85%) Ansible
3 5 (0.85%) Nessus
3 5 (0.85%) QRadar
4 4 (0.68%) Puppet
5 2 (0.34%) Opsgenie
6 1 (0.17%) Backup Exec
6 1 (0.17%) Microsoft Intune
6 1 (0.17%) SCCM
Vendors
1 125 (21.37%) Microsoft
2 44 (7.52%) Google
3 28 (4.79%) SAP
4 24 (4.10%) Oracle
5 13 (2.22%) Adobe
5 13 (2.22%) Meraki
6 12 (2.05%) Facebook
7 11 (1.88%) YouTube
8 10 (1.71%) Cisco
9 7 (1.20%) Citrix
10 5 (0.85%) CheckPoint
10 5 (0.85%) McAfee
10 5 (0.85%) Palo Alto
10 5 (0.85%) Red Hat
10 5 (0.85%) Trustwave
11 3 (0.51%) Alteryx
11 3 (0.51%) Databricks
11 3 (0.51%) LexisNexis
11 3 (0.51%) Salesforce.com
11 3 (0.51%) StreamSets