Period
to 27 July 2021

The following table provides summary statistics for permanent job vacancies with a requirement for Kalman Filter skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Kalman Filter over the 6 months to 27 July 2021 with a comparison to the same period in the previous 2 years.

Kalman Filtering
UK
6 months to
27 Jul 2021
Same period 2020 Same period 2019
Rank 497 509 541
Rank change year-on-year +12 +32 +69
Permanent jobs citing Kalman Filter 636 318 730
As % of all permanent jobs advertised in the UK 0.56% 0.45% 0.50%
As % of the Processes & Methodologies category 0.60% 0.49% 0.54%
Number of salaries quoted 379 222 559
10th Percentile £29,555 £28,500 £27,400
25th Percentile £42,500 £40,000 £38,875
Median annual salary (50th Percentile) £50,000 £50,000 £52,500
Median % change year-on-year - -4.76% +10.53%
75th Percentile £62,500 £67,125 £67,500
90th Percentile £78,950 £86,250 £85,000
UK excluding London median annual salary £50,000 £42,500 £47,500
% change year-on-year +17.65% -10.53% +5.56%

Kalman Filter is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for process or methodology skills.

All Process and Methodology Skills
UK
Permanent vacancies with a requirement for process or methodology skills 105,354 64,725 134,240
As % of all permanent IT jobs advertised in the UK 93.44% 92.41% 92.43%
Number of salaries quoted 71,839 52,388 107,051
10th Percentile £32,500 £32,500 £30,000
25th Percentile £42,000 £41,250 £37,500
Median annual salary (50th Percentile) £55,000 £55,000 £52,500
Median % change year-on-year - +4.76% +5.00%
75th Percentile £75,000 £73,750 £70,000
90th Percentile £92,500 £90,000 £86,250
UK excluding London median annual salary £50,000 £47,500 £45,000
% change year-on-year +5.26% +5.56% -

Kalman Filter
Job Vacancy Trend

Job postings citing Kalman Filter as a proportion of all IT jobs advertised.

Job vacancy trend for Kalman Filter in the UK

Kalman Filter
Salary Trend

3-month moving average salary quoted in jobs citing Kalman Filter.

Salary trend for Kalman Filter in the UK

Kalman Filter
Salary Histogram

Salary distribution for jobs citing Kalman Filter over the 6 months to 27 July 2021.

Salary histogram for Kalman Filter in the UK

Kalman Filter
Top 16 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Kalman Filter within the UK over the 6 months to 27 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
England +28 600 £50,000 - 122
UK excluding London +19 335 £50,000 +17.65% 95
London -16 277 £55,000 -4.35% 34
South West +28 111 £48,000 -12.73% 10
North of England -20 101 £50,000 +36.99% 29
Yorkshire +9 80 £50,000 +69.49% 13
Work from Home -218 58 £48,000 +20.00% 13
South East -62 47 £40,000 - 30
Midlands -61 38 £55,000 +22.22% 10
West Midlands -53 32 £55,000 +25.71% 5
East of England -39 24 £87,500 +105.88% 9
North West -42 16 £31,944 -36.11% 15
Scotland -54 13 £50,000 +42.86% 3
East Midlands -53 8 £46,250 -15.91% 5
Wales -16 5 £55,000 +10.00% 4
North East -24 5 £60,000 +71.43% 1

For the 6 months to 27 July 2021, IT jobs citing Kalman Filter 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 with a requirement for Kalman Filter.

1 168 (26.42%) Firewall
2 153 (24.06%) Social Skills
3 141 (22.17%) Microsoft
4 134 (21.07%) Python
5 121 (19.03%) Windows
6 120 (18.87%) Degree
7 114 (17.92%) Microsoft 365
8 111 (17.45%) Software Engineering
9 110 (17.30%) Agile Software Development
10 107 (16.82%) Web Filtering
11 104 (16.35%) Azure
12 97 (15.25%) SQL
13 88 (13.84%) Finance
14 85 (13.36%) Computer Science
15 82 (12.89%) Machine Learning
16 81 (12.74%) Information Security
16 81 (12.74%) Active Directory
17 77 (12.11%) Algorithms
18 76 (11.95%) AWS
19 73 (11.48%) Continuous Improvement
20 70 (11.01%) Cybersecurity
20 70 (11.01%) MATLAB
21 66 (10.38%) Mathematics
21 66 (10.38%) Management Information System
22 63 (9.91%) Wireless
22 63 (9.91%) Deep Learning
23 59 (9.28%) Email Filtering
23 59 (9.28%) Field-Programmable Gate Array
24 58 (9.12%) Verilog
24 58 (9.12%) PyTorch

Kalman Filter
Co-occurring IT Skills 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 20 (3.14%) MS Exchange
2 16 (2.52%) Skype for Business
3 10 (1.57%) Apache Spark
4 8 (1.26%) SharePoint
5 7 (1.10%) Exchange Server 2010
6 6 (0.94%) Confluence
7 5 (0.79%) Exchange Server 2013
8 3 (0.47%) Apache Airflow
8 3 (0.47%) Exchange Server 2003
9 2 (0.31%) Adobe Experience Manager
9 2 (0.31%) CMS
9 2 (0.31%) IIS
10 1 (0.16%) Apache
10 1 (0.16%) Elasticsearch
10 1 (0.16%) JBoss
10 1 (0.16%) SharePoint Server
10 1 (0.16%) WildFly
Applications
1 51 (8.02%) Microsoft Office
2 43 (6.76%) Simulink
3 34 (5.35%) Stateflow
4 27 (4.25%) Microsoft Excel
5 10 (1.57%) Microsoft PowerPoint
6 7 (1.10%) OrCAD
7 4 (0.63%) Sketch
8 3 (0.47%) Adobe XD
8 3 (0.47%) Figma
8 3 (0.47%) InVision
9 2 (0.31%) Chatbot
9 2 (0.31%) Microsoft Project
10 1 (0.16%) Spreadsheet
10 1 (0.16%) Zeplin
Business Applications
1 6 (0.94%) Payment Gateway
2 2 (0.31%) SAP ERP
3 1 (0.16%) Remedy AR System
3 1 (0.16%) Remedy ITSM
Cloud Services
1 114 (17.92%) Microsoft 365
2 104 (16.35%) Azure
3 76 (11.95%) AWS
4 38 (5.97%) Mimecast
5 22 (3.46%) Cloud Computing
6 21 (3.30%) Serverless
7 18 (2.83%) Azure Active Directory
8 14 (2.20%) GitHub
9 12 (1.89%) Power Platform
10 11 (1.73%) SaaS
11 10 (1.57%) Amazon S3
11 10 (1.57%) CloudFront
12 9 (1.42%) Amazon SageMaker
13 7 (1.10%) PaaS
14 6 (0.94%) GCP
14 6 (0.94%) Snowflake
15 3 (0.47%) Google Workspace
15 3 (0.47%) npm
15 3 (0.47%) Sumo Logic
16 2 (0.31%) IaaS
Communications & Networking
1 168 (26.42%) Firewall
2 63 (9.91%) Wireless
3 52 (8.18%) Network Security
4 44 (6.92%) HTTP
4 44 (6.92%) VPN
5 36 (5.66%) Intrusion Detection
6 33 (5.19%) DNS
7 30 (4.72%) TCP/IP
8 27 (4.25%) SAN
8 27 (4.25%) WAN
9 26 (4.09%) DHCP
10 23 (3.62%) LAN
11 18 (2.83%) Internet
11 18 (2.83%) PPP
12 17 (2.67%) Wireshark
13 16 (2.52%) SMS
14 15 (2.36%) BGP
14 15 (2.36%) OSPF
15 14 (2.20%) MPLS
16 12 (1.89%) Wi-Fi
Database & Business Intelligence
1 38 (5.97%) NoSQL
2 16 (2.52%) PostgreSQL
3 13 (2.04%) Amazon DynamoDB
3 13 (2.04%) Data Mining
4 12 (1.89%) Power BI
5 9 (1.42%) SQL Server
6 6 (0.94%) Data Warehouse
6 6 (0.94%) Tableau
7 5 (0.79%) Amazon RDS
7 5 (0.79%) MS Access
8 4 (0.63%) Looker
8 4 (0.63%) Relational Database
9 3 (0.47%) Amazon Redshift
9 3 (0.47%) BigQuery
9 3 (0.47%) Blockchain
9 3 (0.47%) SAP BW
9 3 (0.47%) SAP HANA
10 2 (0.31%) GIS
10 2 (0.31%) MySQL
10 2 (0.31%) PowerPivot
Development Applications
1 34 (5.35%) Octopus Deploy
1 34 (5.35%) TeamCity
2 12 (1.89%) JIRA
3 6 (0.94%) Git (software)
4 3 (0.47%) Axure RP
4 3 (0.47%) Grunt
4 3 (0.47%) gulp
4 3 (0.47%) Selenium
4 3 (0.47%) webpack
5 2 (0.31%) Jenkins
6 1 (0.16%) Atlassian Bamboo
6 1 (0.16%) Cucumber
6 1 (0.16%) Cypress.io
6 1 (0.16%) GitLab
6 1 (0.16%) Liquibase
6 1 (0.16%) Maven
6 1 (0.16%) Sinon.JS
6 1 (0.16%) Storybook
6 1 (0.16%) Subversion
6 1 (0.16%) Team Foundation Server
General
1 153 (24.06%) Social Skills
2 88 (13.84%) Finance
3 49 (7.70%) Games
4 47 (7.39%) Analytical Skills
5 29 (4.56%) Inclusion and Diversity
6 26 (4.09%) Wearables
7 24 (3.77%) Manufacturing
8 23 (3.62%) Organisational Skills
9 21 (3.30%) Retail
10 20 (3.14%) Presentation Skills
11 15 (2.36%) Electronics
12 13 (2.04%) Banking
12 13 (2.04%) Legal
12 13 (2.04%) Marketing
13 11 (1.73%) Law
13 11 (1.73%) Telecoms
14 10 (1.57%) Influencing Skills
15 8 (1.26%) Documentation Skills
16 7 (1.10%) Advertising
17 6 (0.94%) Automotive
Job Titles
1 78 (12.26%) Analyst
2 68 (10.69%) Security Engineer
3 52 (8.18%) Developer
3 52 (8.18%) DSP Engineer
3 52 (8.18%) FPGA Engineer
3 52 (8.18%) Senior DSP Engineer
3 52 (8.18%) Senior FPGA Engineer
4 47 (7.39%) Software Engineer
5 36 (5.66%) Security Analyst
6 29 (4.56%) IT Engineer
7 28 (4.40%) Design Engineer
8 27 (4.25%) Support Engineer
9 26 (4.09%) IT Security Engineer
10 25 (3.93%) Architect
11 24 (3.77%) Senior Software Engineer
11 24 (3.77%) Systems Engineer
12 21 (3.30%) Computer Engineer
12 21 (3.30%) Computer Vision Engineer
12 21 (3.30%) Infrastructure Engineer
13 20 (3.14%) DSP Design Engineer
Libraries, Frameworks & Software Standards
1 58 (9.12%) PyTorch
2 53 (8.33%) TensorFlow
3 42 (6.60%) .NET
4 40 (6.29%) REST
5 35 (5.50%) .NET Core
6 33 (5.19%) RESTful
7 32 (5.03%) COM
7 32 (5.03%) React
8 30 (4.72%) GraphQL
9 25 (3.93%) Next.js
10 22 (3.46%) OpenCV
11 18 (2.83%) Keras
12 17 (2.67%) HTML
12 17 (2.67%) JSON
13 15 (2.36%) Node.js
13 15 (2.36%) Vue.js
14 14 (2.20%) Phoenix Framework
15 12 (1.89%) MLlib
15 12 (1.89%) OAuth
15 12 (1.89%) scikit-learn
Miscellaneous
1 77 (12.11%) Algorithms
2 66 (10.38%) Management Information System
3 59 (9.28%) Field-Programmable Gate Array
4 58 (9.12%) Verilog
5 53 (8.33%) VHDL
6 30 (4.72%) Mobile App
7 27 (4.25%) Smartphone
8 26 (4.09%) Robotics
8 26 (4.09%) User Experience
9 10 (1.57%) Cyberthreat
9 10 (1.57%) Public Cloud
10 9 (1.42%) Data Centre
11 8 (1.26%) Distributed Denial-of-Service
11 8 (1.26%) Social Media
12 6 (0.94%) Blog
12 6 (0.94%) Replication
12 6 (0.94%) Virtual Team
13 5 (0.79%) ASIC
13 5 (0.79%) Cyberattack
13 5 (0.79%) Self-Motivation
Operating Systems
1 121 (19.03%) Windows
2 50 (7.86%) Windows Server
3 38 (5.97%) Linux
4 37 (5.82%) Windows 10
5 13 (2.04%) Windows Server 2012
6 12 (1.89%) Windows Server 2008
7 10 (1.57%) Android
7 10 (1.57%) Apple iOS
7 10 (1.57%) Mac OS X
7 10 (1.57%) Ubuntu
7 10 (1.57%) Windows Server 2019
8 9 (1.42%) Windows 7
9 8 (1.26%) Unix
10 7 (1.10%) Mac OS
11 5 (0.79%) Windows Server 2016
12 4 (0.63%) SUSE
13 1 (0.16%) CentOS
13 1 (0.16%) HPUX
13 1 (0.16%) VMS
13 1 (0.16%) VxWorks
Processes & Methodologies
1 111 (17.45%) Software Engineering
2 110 (17.30%) Agile Software Development
3 107 (16.82%) Web Filtering
4 85 (13.36%) Computer Science
5 82 (12.89%) Machine Learning
6 81 (12.74%) Information Security
7 73 (11.48%) Continuous Improvement
8 70 (11.01%) Cybersecurity
9 66 (10.38%) Mathematics
10 63 (9.91%) Deep Learning
11 59 (9.28%) Email Filtering
12 56 (8.81%) Analytics
12 56 (8.81%) Validation
13 54 (8.49%) SIEM
14 52 (8.18%) FPGA Design
14 52 (8.18%) Signal Processing
15 48 (7.55%) Continuous Integration
15 48 (7.55%) Neural Network
15 48 (7.55%) Vulnerability Management
16 47 (7.39%) Physics
Programming Languages
1 134 (21.07%) Python
2 97 (15.25%) SQL
3 70 (11.01%) MATLAB
4 56 (8.81%) C
5 50 (7.86%) C++
6 46 (7.23%) C#
7 30 (4.72%) PowerShell
8 26 (4.09%) TypeScript
9 21 (3.30%) JavaScript
10 19 (2.99%) R
11 15 (2.36%) Java
12 14 (2.20%) Elixir
12 14 (2.20%) Erlang
12 14 (2.20%) ML
13 10 (1.57%) Scala
14 7 (1.10%) PHP
15 3 (0.47%) ES6
15 3 (0.47%) Go
15 3 (0.47%) Ruby
15 3 (0.47%) XPath
Qualifications
1 120 (18.87%) Degree
2 46 (7.23%) PhD
3 44 (6.92%) Cisco Certification
4 38 (5.97%) CISSP
5 33 (5.19%) Security Cleared
6 21 (3.30%) Microsoft Certification
7 20 (3.14%) CCNA
8 19 (2.99%) CISM
9 18 (2.83%) CEH
10 17 (2.67%) DV Cleared
11 16 (2.52%) CCNP
12 15 (2.36%) CISA
13 14 (2.20%) CompTIA Security+
13 14 (2.20%) MCP
14 12 (1.89%) (ISC)2 CCSP
14 12 (1.89%) Computer Science Degree
14 12 (1.89%) SANS
15 11 (1.73%) MCSA
15 11 (1.73%) MCSE
16 10 (1.57%) ISSAP
Quality Assurance & Compliance
1 54 (8.49%) SLA
2 40 (6.29%) QA
3 32 (5.03%) ISO/IEC 27001
4 24 (3.77%) Cyber Essentials
5 23 (3.62%) PCI DSS
6 21 (3.30%) GDPR
7 17 (2.67%) Data Quality
7 17 (2.67%) NIST
8 12 (1.89%) Accessibility
9 8 (1.26%) GRC
10 4 (0.63%) SOC 2
11 3 (0.47%) COBIT
11 3 (0.47%) Cyber Essentials PLUS
12 2 (0.31%) HMG Security Policy Framework
12 2 (0.31%) ISO 31000
12 2 (0.31%) ISO/IEC 27005
12 2 (0.31%) NCSC
13 1 (0.16%) Actionable Recommendations
13 1 (0.16%) MISRA
13 1 (0.16%) PMO
System Software
1 81 (12.74%) Active Directory
2 33 (5.19%) VMware Infrastructure
3 30 (4.72%) Docker
4 22 (3.46%) Hyper-V
5 9 (1.42%) VMware ESXi
6 7 (1.10%) BitLocker
6 7 (1.10%) Firmware
7 6 (0.94%) Virtual Machines
8 5 (0.79%) FreeRADIUS
8 5 (0.79%) VMware Server
8 5 (0.79%) vSphere
9 4 (0.63%) Snort
10 1 (0.16%) HDFS
10 1 (0.16%) Virtual Desktop
Systems Management
1 15 (2.36%) SCCM
2 14 (2.20%) Microsoft Intune
3 12 (1.89%) CASB
4 11 (1.73%) Active Directory Federation Services
4 11 (1.73%) FortiGate
5 9 (1.42%) Kubernetes
6 8 (1.26%) Backup Exec
6 8 (1.26%) Nessus
7 7 (1.10%) Terraform
8 6 (0.94%) Ansible
8 6 (0.94%) Computer Incident Response Team
9 5 (0.79%) Nagios
10 4 (0.63%) Norton AntiVirus
10 4 (0.63%) Opscode Chef
10 4 (0.63%) Puppet
11 3 (0.47%) QRadar
12 2 (0.31%) Grafana
12 2 (0.31%) Icinga
12 2 (0.31%) PaperCut
12 2 (0.31%) Prometheus
Vendors
1 141 (22.17%) Microsoft
2 53 (8.33%) Intel
3 52 (8.18%) Xilinx
4 50 (7.86%) VMware
5 47 (7.39%) Cisco
6 46 (7.23%) Samsung
7 22 (3.46%) OpenAI
8 20 (3.14%) Google
9 19 (2.99%) Palo Alto
10 16 (2.52%) TippingPoint
10 16 (2.52%) Veeam
11 15 (2.36%) Instagram
11 15 (2.36%) Meraki
12 14 (2.20%) Forcepoint
13 13 (2.04%) Citrix
14 12 (1.89%) AlienVault
15 11 (1.73%) CyberArk
15 11 (1.73%) OneLogin
15 11 (1.73%) Thales
15 11 (1.73%) Thycotic