Period
to 3 March 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 3 March 2021 with a comparison to the same period over the previous 2 years.

Analytical Skills
England > Yorkshire
6 months to
3 Mar 2021
Same period 2020 Same period 2019
Rank 49 27 34
Rank change year-on-year -22 +7 -9
Permanent jobs citing Analytical Skills 220 420 490
As % of all permanent jobs advertised in Yorkshire 5.00% 6.89% 6.77%
As % of the Miscellaneous category 12.64% 20.36% 18.26%
Number of salaries quoted 219 337 388
Median annual salary £41,000 £43,000 £42,500
Median salary % change year-on-year -4.65% +1.18% +6.25%
10th Percentile £22,400 £26,700 £25,925
90th Percentile £65,250 £67,500 £62,512
England median annual salary £50,000 £52,500 £50,000
% change year-on-year -4.76% +5.00% +0.90%

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 1,740 2,063 2,684
As % of all permanent IT jobs advertised in Yorkshire 39.56% 33.85% 37.09%
Number of salaries quoted 1,356 1,640 2,101
Median annual salary £47,500 £45,000 £42,500
Median salary % change year-on-year +5.56% +5.88% +3.66%
10th Percentile £28,500 £27,000 £26,250
90th Percentile £67,500 £70,000 £62,500
England median annual salary £57,500 £55,000 £52,500
% change year-on-year +4.55% +4.76% +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 3 March 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 3 March 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 -28 114 £44,000 +3.53% 31
South Yorkshire -28 41 £38,375 -23.25% 12
North Yorkshire -4 37 £50,000 +25.00% 9
East Yorkshire +1 8 £42,500 - 1
Analytical Skills
England

For the 6 months to 3 March 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 83 (37.73%) Microsoft
2 80 (36.36%) Problem-Solving
3 75 (34.09%) Azure
4 71 (32.27%) Agile Software Development
5 64 (29.09%) Business Intelligence
6 63 (28.64%) SQL
7 55 (25.00%) Finance
8 52 (23.64%) Analytics
9 39 (17.73%) SQL Server
10 37 (16.82%) Windows
10 37 (16.82%) SQL Server Reporting Services
10 37 (16.82%) SQL Server Integration Services
11 33 (15.00%) Power Platform
12 32 (14.55%) ETL
13 28 (12.73%) Data Modelling
14 27 (12.27%) Power BI
15 26 (11.82%) Microsoft 365
16 25 (11.36%) Python
16 25 (11.36%) C#
16 25 (11.36%) Data Analysis
17 24 (10.91%) .NET
17 24 (10.91%) Microsoft Office
18 23 (10.45%) Databricks
18 23 (10.45%) Active Directory
19 22 (10.00%) Data Warehouse
19 22 (10.00%) Process Improvement
19 22 (10.00%) SQL Server Analysis Services
20 20 (9.09%) CRM
21 19 (8.64%) Data Architecture
22 18 (8.18%) R

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 (3.18%) MS Exchange
2 5 (2.27%) SharePoint
3 4 (1.82%) Apache Spark
4 1 (0.45%) Elasticsearch
4 1 (0.45%) IIS
4 1 (0.45%) Jupyter
4 1 (0.45%) SAS
Applications
1 24 (10.91%) Microsoft Office
2 15 (6.82%) Microsoft Excel
3 3 (1.36%) Microsoft PowerPoint
4 2 (0.91%) MS Visio
4 2 (0.91%) OmniGraffle
4 2 (0.91%) Snagit
Business Applications
1 3 (1.36%) Dynamics CRM
2 2 (0.91%) Magento
2 2 (0.91%) Oracle ERP
3 1 (0.45%) Dynamics AX
3 1 (0.45%) HFM
3 1 (0.45%) Oracle Applications
3 1 (0.45%) Oracle Assets
3 1 (0.45%) Oracle General Ledger
3 1 (0.45%) Oracle Payables
3 1 (0.45%) Oracle Subledger Accounting
3 1 (0.45%) Remedy ITSM
3 1 (0.45%) Sentinel
Cloud Services
1 75 (34.09%) Azure
2 33 (15.00%) Power Platform
3 26 (11.82%) Microsoft 365
4 16 (7.27%) Azure Data Factory
5 15 (6.82%) Azure Machine Learning
6 14 (6.36%) AWS
7 10 (4.55%) Power Automate
7 10 (4.55%) PowerApps
7 10 (4.55%) SaaS
8 6 (2.73%) Azure Active Directory
9 5 (2.27%) GCP
9 5 (2.27%) NuGet
9 5 (2.27%) Serverless
10 4 (1.82%) Dynamics 365
11 3 (1.36%) Cloud Computing
11 3 (1.36%) PaaS
12 2 (0.91%) Apigee
12 2 (0.91%) GitHub
13 1 (0.45%) IaaS
13 1 (0.45%) WhatsApp
Communications & Networking
1 16 (7.27%) Firewall
2 9 (4.09%) Wi-Fi
3 8 (3.64%) VPN
4 7 (3.18%) DHCP
4 7 (3.18%) DNS
4 7 (3.18%) TCP/IP
5 5 (2.27%) SMS
6 3 (1.36%) Intranet
7 2 (0.91%) Intrusion Detection
7 2 (0.91%) LAN
7 2 (0.91%) SSL
7 2 (0.91%) WAN
8 1 (0.45%) ADSL
8 1 (0.45%) Broadband
8 1 (0.45%) Cisco Firepower
8 1 (0.45%) HTTP
8 1 (0.45%) Internet
8 1 (0.45%) Network Security
8 1 (0.45%) PBX
8 1 (0.45%) Wireless
Database & Business Intelligence
1 39 (17.73%) SQL Server
2 37 (16.82%) SQL Server Integration Services
2 37 (16.82%) SQL Server Reporting Services
3 27 (12.27%) Power BI
4 22 (10.00%) Data Warehouse
4 22 (10.00%) SQL Server Analysis Services
5 14 (6.36%) Crystal Reports
5 14 (6.36%) Data Lake
6 11 (5.00%) Enterprise Data Warehouse
7 10 (4.55%) Delta Lake
8 7 (3.18%) OLAP
8 7 (3.18%) Relational Database
8 7 (3.18%) Tableau
9 6 (2.73%) SQL Server 2012
10 4 (1.82%) Big Data
10 4 (1.82%) Data Mining
11 3 (1.36%) Microsoft Analysis Services
11 3 (1.36%) SQL Server 2008
11 3 (1.36%) SQL Server 2016
12 2 (0.91%) Tableau Desktop
Development Applications
1 11 (5.00%) Git (software)
2 6 (2.73%) Selenium
3 5 (2.27%) NUnit
3 5 (2.27%) SonarQube
3 5 (2.27%) Team Foundation Server
3 5 (2.27%) TeamCity
4 4 (1.82%) Bitbucket
4 4 (1.82%) Jenkins
5 3 (1.36%) JIRA
5 3 (1.36%) SpecFlow
5 3 (1.36%) Visual Studio
6 2 (0.91%) Appium
6 2 (0.91%) Axure RP
6 2 (0.91%) Cucumber
6 2 (0.91%) Postman
6 2 (0.91%) WebDriver
7 1 (0.45%) NeoLoad
7 1 (0.45%) Ranorex
7 1 (0.45%) RStudio
7 1 (0.45%) SoapUI
General
1 55 (25.00%) Finance
2 18 (8.18%) Marketing
3 14 (6.36%) Manufacturing
4 7 (3.18%) Retail
5 3 (1.36%) French Language
5 3 (1.36%) German Language
5 3 (1.36%) Law
5 3 (1.36%) Legal
5 3 (1.36%) Pharmaceutical
5 3 (1.36%) Public Sector
5 3 (1.36%) Spanish Language
6 2 (0.91%) Banking
6 2 (0.91%) Telecoms
7 1 (0.45%) Games
7 1 (0.45%) General Ledger
7 1 (0.45%) Local Government
Job Titles
1 49 (22.27%) Analyst
2 48 (21.82%) Developer
3 24 (10.91%) Data Engineer
4 14 (6.36%) Architect
4 14 (6.36%) Azure Engineer
5 13 (5.91%) Business Intelligence Developer
6 12 (5.45%) IT Manager
7 11 (5.00%) Power BI Developer
8 10 (4.55%) Business Analyst
9 8 (3.64%) Data Scientist
9 8 (3.64%) Junior
10 7 (3.18%) IT Support
10 7 (3.18%) Senior Analyst
10 7 (3.18%) Service Analyst
10 7 (3.18%) Service Desk Analyst
11 6 (2.73%) .NET Developer
11 6 (2.73%) Analyst Developer
11 6 (2.73%) Data Analyst
11 6 (2.73%) Security Analyst
11 6 (2.73%) Support Analyst
Libraries, Frameworks & Software Standards
1 24 (10.91%) .NET
2 12 (5.45%) Web Services
2 12 (5.45%) XML
3 11 (5.00%) ASP.NET
4 10 (4.55%) ASP.NET MVC
5 8 (3.64%) HTML
5 8 (3.64%) Middleware
6 7 (3.18%) .NET Framework
6 7 (3.18%) CSS
7 6 (2.73%) SOAP
8 5 (2.27%) CSS3
8 5 (2.27%) JSON
8 5 (2.27%) REST
9 4 (1.82%) XSD
10 3 (1.36%) RESTful
11 2 (0.91%) ASP.NET Web API
11 2 (0.91%) jQuery
11 2 (0.91%) LDAP
11 2 (0.91%) Node.js
11 2 (0.91%) Pandas
Miscellaneous
1 16 (7.27%) Self-Motivation
2 13 (5.91%) Management Information System
3 9 (4.09%) Enterprise Software
4 7 (3.18%) User Experience
5 6 (2.73%) Cyberattack
6 5 (2.27%) NHS
7 4 (1.82%) Analytical Mindset
7 4 (1.82%) Blog
7 4 (1.82%) Greenfield Project
8 3 (1.36%) Cyberthreat
8 3 (1.36%) Data Structures
9 2 (0.91%) CMDB
9 2 (0.91%) e-Learning
9 2 (0.91%) Mobile App
10 1 (0.45%) Data Protection Act
10 1 (0.45%) FMCG
10 1 (0.45%) Linux Command Line
10 1 (0.45%) Security Operations Centre
10 1 (0.45%) Social Media
10 1 (0.45%) Virtual Team
Operating Systems
1 37 (16.82%) Windows
2 17 (7.73%) Windows Server
3 10 (4.55%) Windows Server 2016
3 10 (4.55%) Windows Server 2019
4 7 (3.18%) Windows 10
5 4 (1.82%) Windows Server 2012
6 3 (1.36%) Linux
7 2 (0.91%) Unix
Processes & Methodologies
1 80 (36.36%) Problem-Solving
2 71 (32.27%) Agile Software Development
3 64 (29.09%) Business Intelligence
4 52 (23.64%) Analytics
5 32 (14.55%) ETL
6 28 (12.73%) Data Modelling
7 25 (11.36%) Data Analysis
8 22 (10.00%) Process Improvement
9 20 (9.09%) CRM
10 19 (8.64%) Data Architecture
11 18 (8.18%) Visualisation
12 17 (7.73%) Stakeholder Management
13 16 (7.27%) ERP
13 16 (7.27%) Release Management
13 16 (7.27%) Requirements Analysis
14 15 (6.82%) Creative Thinking
14 15 (6.82%) ITIL
14 15 (6.82%) Validation
15 14 (6.36%) Disaster Recovery
15 14 (6.36%) Service Management
Programming Languages
1 63 (28.64%) SQL
2 25 (11.36%) C#
2 25 (11.36%) Python
3 18 (8.18%) R
4 13 (5.91%) JavaScript
5 7 (3.18%) T-SQL
6 5 (2.27%) Java
6 5 (2.27%) PHP
6 5 (2.27%) VB.NET
7 4 (1.82%) C
7 4 (1.82%) VB
8 2 (0.91%) C++
8 2 (0.91%) COBOL
8 2 (0.91%) PL/SQL
8 2 (0.91%) PowerShell
8 2 (0.91%) Ruby
8 2 (0.91%) VBA
9 1 (0.45%) Go
9 1 (0.45%) TypeScript
9 1 (0.45%) X++
Qualifications
1 8 (3.64%) Degree
2 6 (2.73%) Microsoft Certification
3 2 (0.91%) Cisco Certification
3 2 (0.91%) PMP
4 1 (0.45%) CCNA
4 1 (0.45%) CCNP
4 1 (0.45%) CEH
4 1 (0.45%) GCIH
4 1 (0.45%) Numerate Degree
4 1 (0.45%) PhD
4 1 (0.45%) Postgraduate
4 1 (0.45%) SC Cleared
4 1 (0.45%) Security Cleared
4 1 (0.45%) SSCP
Quality Assurance & Compliance
1 17 (7.73%) SLA
2 11 (5.00%) QA
3 6 (2.73%) GDPR
4 4 (1.82%) ISO/IEC 27001
5 3 (1.36%) Cyber Essentials
5 3 (1.36%) Data Quality
6 2 (0.91%) PCI DSS
7 1 (0.45%) 21 CFR Part 11
7 1 (0.45%) GAMP
7 1 (0.45%) GMP
7 1 (0.45%) GxP
7 1 (0.45%) IFRS
7 1 (0.45%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
7 1 (0.45%) Solvency II
System Software
1 23 (10.45%) Active Directory
2 7 (3.18%) Hyper-V
3 6 (2.73%) Firmware
4 5 (2.27%) VMware Infrastructure
5 4 (1.82%) Docker
6 3 (1.36%) Virtual Servers
7 1 (0.45%) VMware NSX
Systems Management
1 4 (1.82%) Kubernetes
1 4 (1.82%) Symantec Endpoint Protection
2 1 (0.45%) Ansible
2 1 (0.45%) Terraform
2 1 (0.45%) vRealize
Vendors
1 83 (37.73%) Microsoft
2 23 (10.45%) Databricks
3 11 (5.00%) VMware
4 10 (4.55%) Oracle
5 6 (2.73%) IFS
6 5 (2.27%) Alteryx
6 5 (2.27%) Veeam
7 4 (1.82%) Barracuda Networks
7 4 (1.82%) HubSpot
7 4 (1.82%) Symantec
8 3 (1.36%) Cisco
8 3 (1.36%) SAP
8 3 (1.36%) ServiceNow
9 2 (0.91%) BMC
9 2 (0.91%) HP
9 2 (0.91%) Ivanti
9 2 (0.91%) New Relic
9 2 (0.91%) OutSystems
9 2 (0.91%) T-Plan
9 2 (0.91%) Xamarin