Period
to 29 November 2021

The table below looks at the prevalence of the term Analytical Skills in permanent job vacancies advertised in the East of England. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytical Skills over the 6 months to 29 November 2021 with a comparison to the same period over the previous 2 years.

Analytical Skills
England > East of England
6 months to
29 Nov 2021
Same period 2020 Same period 2019
Rank 9 35 21
Rank change year-on-year +26 -14 +1
Permanent jobs citing Analytical Skills 782 121 677
As % of all permanent jobs advertised in the East of England 13.76% 6.27% 10.03%
As % of the General category 21.17% 13.50% 18.79%
Number of salaries quoted 268 73 478
10th Percentile £25,000 £25,000 £22,900
25th Percentile £30,500 £29,500 £31,250
Median annual salary (50th Percentile) £42,500 £41,500 £43,025
Median % change year-on-year +2.41% -3.54% +1.24%
75th Percentile £56,313 £53,750 £63,750
90th Percentile £71,250 £66,750 £80,000
England median annual salary £52,500 £52,500 £50,000
% change year-on-year - +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 the East of England with a requirement for common skills.

All General Skills
East of England
Permanent vacancies with a requirement for common skills 3,694 896 3,603
As % of all permanent IT jobs advertised in the East of England 64.98% 46.42% 53.39%
Number of salaries quoted 1,712 692 2,541
10th Percentile £25,000 £26,250 £25,250
25th Percentile £31,250 £32,500 £33,750
Median annual salary (50th Percentile) £47,500 £45,000 £45,000
Median % change year-on-year +5.56% - -
75th Percentile £62,500 £60,000 £60,000
90th Percentile £75,000 £73,750 £73,750
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 the East of England

Job postings citing Analytical Skills as a proportion of all IT jobs advertised in the East of England.

Job vacancy trend for Analytical Skills in the East of England

Analytical Skills
Salary Trend in the East of England

3-month moving average salary quoted in jobs citing Analytical Skills in the East of England.

Salary trend for Analytical Skills in the East of England

Analytical Skills
Salary Histogram in the East of England

Salary distribution for jobs citing Analytical Skills in the East of England over the 6 months to 29 November 2021.

Salary histogram for Analytical Skills in the East of England

Analytical Skills
Job Locations in the East of England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Analytical Skills within the East of England region over the 6 months to 29 November 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
Hertfordshire +27 349 £47,000 +1.62% 41
Cambridgeshire +24 250 £35,000 -26.01% 47
Bedfordshire +20 91 £45,000 - 7
Essex +10 54 £50,000 +42.86% 11
Norfolk -7 21 £34,500 -18.82% 1
Suffolk -12 17 £55,000 +22.22% 9
Analytical Skills
England

For the 6 months to 29 November 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 East of England region with a requirement for Analytical Skills.

1 427 (54.60%) Social Skills
2 282 (36.06%) Problem-Solving
3 229 (29.28%) SQL
4 199 (25.45%) Analytics
5 186 (23.79%) Degree
6 161 (20.59%) Finance
7 153 (19.57%) Retail
8 146 (18.67%) Agile Software Development
9 131 (16.75%) Project Management
10 126 (16.11%) Data Analysis
11 125 (15.98%) Business Intelligence
12 124 (15.86%) Management Information System
13 123 (15.73%) Microsoft
14 118 (15.09%) Decision-Making
15 115 (14.71%) Logistics
15 115 (14.71%) Organisational Skills
16 114 (14.58%) Microsoft Excel
17 110 (14.07%) Visualisation
18 108 (13.81%) VBA
19 96 (12.28%) Life Science
20 92 (11.76%) Computer Science
20 92 (11.76%) Data Science
21 88 (11.25%) Mathematics
22 86 (11.00%) Time Management
23 85 (10.87%) Validation
24 83 (10.61%) Azure
25 81 (10.36%) Python
26 78 (9.97%) Windows
26 78 (9.97%) Pharmaceutical
26 78 (9.97%) Analytical Thinking

Analytical Skills
Co-occurring IT Skills in the East of England 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 12 (1.53%) MS Exchange
1 12 (1.53%) SharePoint
2 11 (1.41%) IIS
2 11 (1.41%) SAS
3 9 (1.15%) Apache Spark
4 6 (0.77%) Jupyter
5 5 (0.64%) CMS
6 3 (0.38%) Oracle SOA Suite
7 2 (0.26%) Apache
7 2 (0.26%) Confluence
8 1 (0.13%) Apache Solr
8 1 (0.13%) Drupal
8 1 (0.13%) Jetty
8 1 (0.13%) Office Communications Server
8 1 (0.13%) Tomcat
8 1 (0.13%) Umbraco
Applications
1 114 (14.58%) Microsoft Excel
2 41 (5.24%) Microsoft Office
3 37 (4.73%) Microsoft PowerPoint
4 24 (3.07%) Simulink
5 9 (1.15%) Microsoft Project
6 8 (1.02%) SPSS
7 6 (0.77%) MS Visio
8 4 (0.51%) Oracle Smart View
8 4 (0.51%) Spreadsheet
9 1 (0.13%) Adobe XD
9 1 (0.13%) Sketch
9 1 (0.13%) Weka
Business Applications
1 7 (0.90%) Dynamics AX
2 6 (0.77%) HFM
3 5 (0.64%) SAP BPC
4 4 (0.51%) Raiser's Edge
5 3 (0.38%) TrackWise
6 2 (0.26%) Dynamics CRM
6 2 (0.26%) Primavera
6 2 (0.26%) Sprinklr
7 1 (0.13%) Magento
7 1 (0.13%) NetSuite
7 1 (0.13%) Oracle Applications
7 1 (0.13%) Oracle EBS R12
7 1 (0.13%) PeopleSoft HCM
7 1 (0.13%) Remedy ITSM
7 1 (0.13%) SAP Oil and Gas
7 1 (0.13%) SAP Payroll
Cloud Services
1 83 (10.61%) Azure
2 60 (7.67%) AWS
3 53 (6.78%) SaaS
4 49 (6.27%) Power Platform
5 45 (5.75%) Microsoft 365
6 25 (3.20%) GCP
7 24 (3.07%) Google Sheets
8 15 (1.92%) Serverless
9 12 (1.53%) Cloud Computing
9 12 (1.53%) GitHub
9 12 (1.53%) OpenShift
10 9 (1.15%) Amazon S3
10 9 (1.15%) Google Analytics
10 9 (1.15%) Veeva
11 8 (1.02%) PowerApps
12 6 (0.77%) Google Tag Manager
13 5 (0.64%) Amazon CloudWatch
13 5 (0.64%) Amazon EMR
13 5 (0.64%) Amazon SQS
13 5 (0.64%) OneDrive
Communications & Networking
1 38 (4.86%) Profibus
2 30 (3.84%) HTTP
3 21 (2.69%) TCP/IP
4 19 (2.43%) Firewall
4 19 (2.43%) SMTP
5 18 (2.30%) FTP
6 13 (1.66%) DNS
7 11 (1.41%) HTTPS
7 11 (1.41%) Modbus
7 11 (1.41%) MQTT
8 10 (1.28%) Network Security
9 9 (1.15%) LAN
9 9 (1.15%) WAN
10 7 (0.90%) SSL
11 5 (0.64%) SAN
11 5 (0.64%) Wi-Fi
12 4 (0.51%) Internet
13 3 (0.38%) Intranet
14 2 (0.26%) SNMP
14 2 (0.26%) VPN
Database & Business Intelligence
1 54 (6.91%) Data Warehouse
2 49 (6.27%) Power BI
3 45 (5.75%) Tableau
4 42 (5.37%) SQL Server
5 25 (3.20%) Big Data
6 22 (2.81%) MySQL
7 20 (2.56%) PostgreSQL
8 16 (2.05%) Enterprise Data Warehouse
8 16 (2.05%) Oracle Database
9 15 (1.92%) Oracle Reports
10 14 (1.79%) Data Mining
10 14 (1.79%) Spotfire
11 13 (1.66%) Relational Database
12 12 (1.53%) SQL Server Integration Services
13 11 (1.41%) SQLite
14 9 (1.15%) Apache Hive
14 9 (1.15%) BigQuery
14 9 (1.15%) Star Schema
15 8 (1.02%) SQL Server Reporting Services
16 6 (0.77%) SQL Server Analysis Services
Development Applications
1 35 (4.48%) Jenkins
2 23 (2.94%) Team Foundation Server
3 17 (2.17%) GitLab
4 15 (1.92%) Git (software)
5 13 (1.66%) JIRA
5 13 (1.66%) Visual Studio
6 8 (1.02%) Octopus Deploy
7 6 (0.77%) TestRail
8 5 (0.64%) Rational DOORS
8 5 (0.64%) Selenium
8 5 (0.64%) Sonatype Nexus
9 2 (0.26%) Cucumber
9 2 (0.26%) Eclipse
9 2 (0.26%) Katalon Studio
9 2 (0.26%) SQL Server Management Studio (SSMS)
9 2 (0.26%) TeamCity
9 2 (0.26%) Toad
9 2 (0.26%) WATIR
10 1 (0.13%) ESLint
10 1 (0.13%) Visual Website Optimizer
General
1 427 (54.60%) Social Skills
2 161 (20.59%) Finance
3 153 (19.57%) Retail
4 115 (14.71%) Organisational Skills
5 78 (9.97%) Pharmaceutical
6 75 (9.59%) Law
7 72 (9.21%) Marketing
8 61 (7.80%) Inclusion and Diversity
9 50 (6.39%) Presentation Skills
10 40 (5.12%) Games
10 40 (5.12%) Legal
11 37 (4.73%) Influencing Skills
12 32 (4.09%) Automotive
13 31 (3.96%) Electronics
14 24 (3.07%) Manufacturing
15 17 (2.17%) Publishing
16 16 (2.05%) Public Speaking
17 12 (1.53%) Humanities
18 9 (1.15%) Back Office
19 8 (1.02%) Telecoms
Job Titles
1 189 (24.17%) Analyst
2 83 (10.61%) Analytics Manager
3 76 (9.72%) Developer
4 60 (7.67%) Planning Manager
5 40 (5.12%) Data Analyst
6 37 (4.73%) Supply Chain Manager
7 36 (4.60%) Support Engineer
8 35 (4.48%) Senior Analyst
9 32 (4.09%) IT Manager
9 32 (4.09%) Project Manager
10 24 (3.07%) Process Analyst
10 24 (3.07%) Product Manager
10 24 (3.07%) Systems Engineer
11 22 (2.81%) Service Desk Team Leader
11 22 (2.81%) Team Leader
12 21 (2.69%) PLC Engineer
13 20 (2.56%) Senior Developer
14 19 (2.43%) Control Systems Engineer
15 17 (2.17%) Architect
15 17 (2.17%) Python Developer
Libraries, Frameworks & Software Standards
1 27 (3.45%) React
2 26 (3.32%) RESTful
3 24 (3.07%) Web Services
4 22 (2.81%) .NET
4 22 (2.81%) HTML
5 18 (2.30%) REST
6 14 (1.79%) AngularJS
6 14 (1.79%) CSS
7 13 (1.66%) Spring
8 12 (1.53%) Java EE
8 12 (1.53%) Spring Boot
8 12 (1.53%) Vue.js
9 11 (1.41%) Django
10 10 (1.28%) LDAP
11 9 (1.15%) JSON
12 8 (1.02%) Node.js
13 7 (0.90%) NumPy
13 7 (0.90%) Pandas
14 6 (0.77%) pytest
14 6 (0.77%) Tkinter
Miscellaneous
1 124 (15.86%) Management Information System
2 96 (12.28%) Life Science
3 67 (8.57%) Algorithms
4 45 (5.75%) FMCG
5 44 (5.63%) User Experience
6 37 (4.73%) Self-Motivation
7 27 (3.45%) CAN bus
7 27 (3.45%) SCADA
8 19 (2.43%) Analytical Mindset
8 19 (2.43%) Embedded Systems
9 18 (2.30%) Virtual Team
10 16 (2.05%) Data Centre
11 15 (1.92%) Robotics
11 15 (1.92%) Security Operations Centre
12 13 (1.66%) Data Structures
13 12 (1.53%) Reference Data
13 12 (1.53%) Social Media
14 11 (1.41%) Analogue Electronics
15 9 (1.15%) Cyberthreat
16 8 (1.02%) Public Cloud
Operating Systems
1 78 (9.97%) Windows
2 46 (5.88%) Linux
3 23 (2.94%) Windows 10
4 21 (2.69%) Windows Server
5 20 (2.56%) Unix
6 12 (1.53%) Android
7 11 (1.41%) ThreadX
7 11 (1.41%) Windows Embedded Compact
8 10 (1.28%) Windows Server 2016
9 9 (1.15%) Windows Server 2012
10 8 (1.02%) Red Hat Enterprise Linux
10 8 (1.02%) Windows Server 2019
11 7 (0.90%) Mac OS
11 7 (0.90%) Windows XP
12 6 (0.77%) Windows 8
13 5 (0.64%) Windows Server 2003
13 5 (0.64%) Windows Server 2008
14 1 (0.13%) Apple iOS
14 1 (0.13%) CentOS
14 1 (0.13%) Ubuntu
Processes & Methodologies
1 282 (36.06%) Problem-Solving
2 199 (25.45%) Analytics
3 146 (18.67%) Agile Software Development
4 131 (16.75%) Project Management
5 126 (16.11%) Data Analysis
6 125 (15.98%) Business Intelligence
7 118 (15.09%) Decision-Making
8 115 (14.71%) Logistics
9 110 (14.07%) Visualisation
10 92 (11.76%) Computer Science
10 92 (11.76%) Data Science
11 88 (11.25%) Mathematics
12 86 (11.00%) Time Management
13 85 (10.87%) Validation
14 78 (9.97%) Analytical Thinking
15 64 (8.18%) Data Management
16 61 (7.80%) Service Management
17 60 (7.67%) Collaborative Working
18 55 (7.03%) Line Management
19 53 (6.78%) ITIL
Programming Languages
1 229 (29.28%) SQL
2 108 (13.81%) VBA
3 81 (10.36%) Python
4 48 (6.14%) C
5 40 (5.12%) C#
6 39 (4.99%) Java
7 38 (4.86%) JavaScript
8 25 (3.20%) MATLAB
9 22 (2.81%) C++
9 22 (2.81%) R
10 13 (1.66%) Shell Script
11 12 (1.53%) Perl
11 12 (1.53%) T-SQL
12 6 (0.77%) Bash Shell
12 6 (0.77%) Groovy
12 6 (0.77%) PHP
13 5 (0.64%) PowerShell
14 3 (0.38%) Data Analysis Expressions (DAX)
14 3 (0.38%) TypeScript
14 3 (0.38%) VB.NET
Qualifications
1 186 (23.79%) Degree
2 36 (4.60%) PhD
3 29 (3.71%) Master's Degree
4 27 (3.45%) HNC
4 27 (3.45%) NVQ Level 3
5 21 (2.69%) Numerate Degree
6 19 (2.43%) Security Cleared
7 15 (1.92%) SC Cleared
8 13 (1.66%) Computer Science Degree
9 10 (1.28%) Cisco Certification
10 9 (1.15%) ITIL Certification
11 8 (1.02%) CISSP
12 7 (0.90%) (ISC)2 CCSP
12 7 (0.90%) ACCA
12 7 (0.90%) CIMA
13 5 (0.64%) PMI Certification
14 4 (0.51%) Microsoft Certification
15 3 (0.38%) DV Cleared
15 3 (0.38%) ITIL Foundation Certificate
15 3 (0.38%) MBA
Quality Assurance & Compliance
1 48 (6.14%) Good Clinical Practice
2 33 (4.22%) Data Quality
2 33 (4.22%) GDPR
3 25 (3.20%) QA
4 24 (3.07%) SLA
5 18 (2.30%) GLP
6 11 (1.41%) 21 CFR Part 11
6 11 (1.41%) MISRA
7 6 (0.77%) Accessibility
7 6 (0.77%) NCSC
7 6 (0.77%) NIST
8 5 (0.64%) Actionable Recommendations
8 5 (0.64%) GMP
9 4 (0.51%) GRC
10 3 (0.38%) GAMP
10 3 (0.38%) Sarbanes-Oxley
11 2 (0.26%) GxP
11 2 (0.26%) ISO/IEC 27001
11 2 (0.26%) PMO
12 1 (0.13%) ITGC
System Software
1 21 (2.69%) Active Directory
2 18 (2.30%) VMware Infrastructure
3 15 (1.92%) Hyper-V
4 14 (1.79%) Docker
5 9 (1.15%) Firmware
6 4 (0.51%) Virtual Machines
7 2 (0.26%) vSphere
8 1 (0.13%) Virtual Servers
8 1 (0.13%) VMware ESXi
8 1 (0.13%) VMware NSX
Systems Management
1 18 (2.30%) Ansible
2 14 (1.79%) Kubernetes
3 12 (1.53%) Oracle EDQ
4 6 (0.77%) SCCM
5 3 (0.38%) Active Directory Federation Services
5 3 (0.38%) Single Sign-On
6 2 (0.26%) AirWatch
6 2 (0.26%) Microsoft Intune
6 2 (0.26%) WMI
7 1 (0.13%) Cisco Prime
7 1 (0.13%) Computer Incident Response Team
7 1 (0.13%) Microsoft Clustering
7 1 (0.13%) Stealthwatch
7 1 (0.13%) Terraform
Vendors
1 123 (15.73%) Microsoft
2 67 (8.57%) Oracle
3 50 (6.39%) Google
4 35 (4.48%) SAP
5 27 (3.45%) Siemens
6 21 (2.69%) VMware
7 15 (1.92%) Red Hat
7 15 (1.92%) Splunk
8 13 (1.66%) Cisco
9 12 (1.53%) Saba
10 11 (1.41%) Klocwork
11 10 (1.28%) Facebook
11 10 (1.28%) YouTube
12 9 (1.15%) Apple
12 9 (1.15%) CheckPoint
12 9 (1.15%) Veeam
12 9 (1.15%) Workday
13 8 (1.02%) Blue Coat
14 7 (0.90%) McAfee
14 7 (0.90%) MicroStrategy