Period
to 23 January 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 23 January 2021 with a comparison to the same period in the previous 2 years.

Kalman Filtering
UK
6 months to
23 Jan 2021
Same period 2020 Same period 2019
Rank 408 550 515
Rank change year-on-year +142 -35 +34
Permanent jobs citing Kalman Filter 411 555 831
As % of all permanent jobs advertised in the UK 0.64% 0.44% 0.55%
As % of the Processes & Methodologies category 0.70% 0.48% 0.59%
Number of salaries quoted 381 436 710
Median annual salary £55,000 £48,000 £50,000
Median salary % change year-on-year +14.58% -4.00% +3.09%
10th Percentile £33,750 £23,500 £31,500
90th Percentile £81,250 £79,375 £81,250
UK excluding London median annual salary £47,250 £40,000 £41,750
% change year-on-year +18.13% -4.19% -7.22%

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 58,983 115,832 140,046
As % of all permanent IT jobs advertised in the UK 92.36% 92.10% 92.25%
Number of salaries quoted 47,558 92,842 111,829
Median annual salary £55,000 £52,500 £52,500
Median salary % change year-on-year +4.76% - +5.00%
10th Percentile £32,500 £30,000 £29,750
90th Percentile £90,000 £87,500 £85,000
UK excluding London median annual salary £49,000 £46,000 £45,000
% change year-on-year +6.52% +2.22% -

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 23 January 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 23 January 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 +164 389 £55,000 +13.40% 84
London +216 233 £62,500 +2.04% 23
UK excluding London +64 170 £47,250 +18.13% 66
North of England +42 53 £45,000 +60.71% 20
South East +89 46 £48,500 +7.78% 13
Work from Home -36 44 £52,500 +32.91% 9
North West +49 35 £45,000 +114.29% 15
Midlands +42 23 £45,000 +12.50% 14
South West +79 20 £50,000 -2.44% 9
West Midlands +44 15 £45,000 +12.50% 11
Yorkshire +39 15 £42,000 -23.64% 4
East of England +78 14 £52,500 +23.53% 4
Scotland +37 9 £48,000 +24.68% 6
East Midlands +60 8 £45,000 +5.88% 3
Wales +50 5 £60,000 +33.33%
North East +15 3 £50,000 +72.41% 1

For the 6 months to 23 January 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.

1 200 (48.66%) Firewall
2 139 (33.82%) Web Filtering
3 121 (29.44%) Microsoft
4 118 (28.71%) Windows
5 111 (27.01%) Azure
6 92 (22.38%) Active Directory
7 90 (21.90%) Office 365
8 82 (19.95%) ISO/IEC 27001
9 80 (19.46%) Information Security
9 80 (19.46%) Cybersecurity
10 79 (19.22%) Intrusion Detection
11 78 (18.98%) AWS
12 75 (18.25%) Windows Server
13 74 (18.00%) Network Security
14 73 (17.76%) CISSP
15 68 (16.55%) VPN
16 67 (16.30%) Python
17 64 (15.57%) SIEM
18 63 (15.33%) VMware
19 62 (15.09%) Cisco
20 61 (14.84%) ITIL
21 57 (13.87%) GDPR
22 56 (13.63%) Email Filtering
23 53 (12.90%) Cisco Certification
23 53 (12.90%) CISM
24 50 (12.17%) SQL
25 46 (11.19%) Windows 10
25 46 (11.19%) NIST
26 45 (10.95%) Machine Learning
26 45 (10.95%) Degree

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 25 (6.08%) SharePoint
2 22 (5.35%) MS Exchange
3 21 (5.11%) Apache Spark
4 17 (4.14%) Skype for Business
5 13 (3.16%) Elasticsearch
5 13 (3.16%) Tornado
6 9 (2.19%) Confluence
7 7 (1.70%) Exchange Server 2003
7 7 (1.70%) Exchange Server 2013
8 6 (1.46%) Exchange Server 2010
9 4 (0.97%) IIS
10 2 (0.49%) Apache Pig
Applications
1 23 (5.60%) Microsoft Office
2 13 (3.16%) Microsoft Excel
3 10 (2.43%) Simulink
3 10 (2.43%) Stateflow
4 8 (1.95%) Microsoft PowerPoint
5 5 (1.22%) OrCAD
6 4 (0.97%) MS Visio
7 3 (0.73%) SPSS
8 1 (0.24%) GNU Octave
Business Applications
1 4 (0.97%) Dynamics CRM
2 3 (0.73%) SAP BPC
3 2 (0.49%) Oracle EBS
Cloud Services
1 111 (27.01%) Azure
2 90 (21.90%) Office 365
3 78 (18.98%) AWS
4 32 (7.79%) IaaS
5 31 (7.54%) Azure Active Directory
6 28 (6.81%) GCP
7 24 (5.84%) Mimecast
8 17 (4.14%) SaaS
9 13 (3.16%) OneDrive
9 13 (3.16%) Power Platform
10 10 (2.43%) Cloud Computing
11 9 (2.19%) Trello
12 8 (1.95%) Mavenlink
13 7 (1.70%) Slack
14 4 (0.97%) Google Docs
14 4 (0.97%) Google Sheets
14 4 (0.97%) Virtual Private Cloud
15 3 (0.73%) PaaS
15 3 (0.73%) SuccessFactors
16 2 (0.49%) Cloudflare
Communications & Networking
1 200 (48.66%) Firewall
2 79 (19.22%) Intrusion Detection
3 74 (18.00%) Network Security
4 68 (16.55%) VPN
5 43 (10.46%) DNS
6 35 (8.52%) LAN
7 34 (8.27%) TCP/IP
8 32 (7.79%) WAN
9 30 (7.30%) DHCP
10 27 (6.57%) Wireless
11 19 (4.62%) Cisco ASA
11 19 (4.62%) SAN
12 18 (4.38%) Skype
13 17 (4.14%) Internet
13 17 (4.14%) SSL
14 16 (3.89%) IPsec
14 16 (3.89%) VLAN
15 13 (3.16%) MPLS
15 13 (3.16%) NAS
15 13 (3.16%) Unified Communications
Database & Business Intelligence
1 16 (3.89%) Big Data
1 16 (3.89%) Hadoop
2 15 (3.65%) Data Warehouse
2 15 (3.65%) MongoDB
3 14 (3.41%) NoSQL
4 13 (3.16%) Apache Cassandra
4 13 (3.16%) PostgreSQL
4 13 (3.16%) Power BI
4 13 (3.16%) Redis
4 13 (3.16%) Snowflake Schema
5 11 (2.68%) SQL Server
6 9 (2.19%) Amazon Redshift
6 9 (2.19%) DTS
6 9 (2.19%) Looker
7 8 (1.95%) Amazon RDS
7 8 (1.95%) SQL Server Integration Services
8 5 (1.22%) Blockchain
9 4 (0.97%) SQL Server 2005
9 4 (0.97%) SQL Server 2016
9 4 (0.97%) SQL Server Reporting Services
Development Applications
1 25 (6.08%) Git (software)
2 23 (5.60%) JIRA
3 13 (3.16%) Maven
4 2 (0.49%) Axure RP
5 1 (0.24%) Selenium
5 1 (0.24%) TestRail
General
1 44 (10.71%) Finance
2 31 (7.54%) Telecoms
3 27 (6.57%) Banking
4 19 (4.62%) Electronics
4 19 (4.62%) Marketing
5 18 (4.38%) Games
6 14 (3.41%) Retail
7 13 (3.16%) Law
8 10 (2.43%) Legal
9 8 (1.95%) Aerospace
9 8 (1.95%) Back Office
9 8 (1.95%) Public Sector
10 7 (1.70%) Retail Banking
11 6 (1.46%) Digital Economy
11 6 (1.46%) Local Government
12 3 (0.73%) French Language
13 2 (0.49%) Advertising
13 2 (0.49%) Fire and Rescue
13 2 (0.49%) Housing Association
14 1 (0.24%) Manufacturing
Job Titles
1 75 (18.25%) Security Engineer
2 46 (11.19%) Analyst
3 37 (9.00%) Network Engineer
4 27 (6.57%) Infrastructure Engineer
5 25 (6.08%) Security Manager
6 24 (5.84%) Administrator
7 19 (4.62%) Consultant
7 19 (4.62%) Network Security Engineer
7 19 (4.62%) Security Analyst
8 17 (4.14%) IT Engineer
8 17 (4.14%) Software Engineer
9 15 (3.65%) Cybersecurity Engineer
9 15 (3.65%) Support Engineer
10 14 (3.41%) Developer
10 14 (3.41%) IT Security Engineer
10 14 (3.41%) Team Leader
11 12 (2.92%) Cloud Engineer
11 12 (2.92%) Senior Manager
11 12 (2.92%) Senior Security Engineer
12 11 (2.68%) Systems Engineer
Libraries, Frameworks & Software Standards
1 24 (5.84%) TensorFlow
2 21 (5.11%) PyTorch
2 21 (5.11%) Web Services
3 18 (4.38%) Node.js
4 14 (3.41%) HTML
5 13 (3.16%) Kafka
5 13 (3.16%) OpenCV
5 13 (3.16%) RabbitMQ
5 13 (3.16%) Spring
5 13 (3.16%) Spring Boot
6 11 (2.68%) Middleware
7 10 (2.43%) LDAP
8 8 (1.95%) Regular Expression
8 8 (1.95%) SAML
8 8 (1.95%) XML
9 6 (1.46%) Caffe
9 6 (1.46%) Torch
10 5 (1.22%) CSS
10 5 (1.22%) Natural Language Processing
10 5 (1.22%) OAuth
Miscellaneous
1 43 (10.46%) Algorithms
2 34 (8.27%) Management Information System
3 33 (8.03%) Cyberthreat
4 22 (5.35%) Analytical Skills
4 22 (5.35%) User Experience
5 19 (4.62%) Self-Motivation
6 14 (3.41%) Cloud Native
6 14 (3.41%) Field-Programmable Gate Array
7 13 (3.16%) Data Structures
8 10 (2.43%) Data Centre
9 9 (2.19%) Distributed Denial-of-Service
10 8 (1.95%) Verilog
11 7 (1.70%) PKI
11 7 (1.70%) Smartphone
12 6 (1.46%) Replication
12 6 (1.46%) Video Conferencing
12 6 (1.46%) Wiki
13 5 (1.22%) Client/Server
13 5 (1.22%) Robotics
13 5 (1.22%) VHDL
Operating Systems
1 118 (28.71%) Windows
2 75 (18.25%) Windows Server
3 46 (11.19%) Windows 10
4 30 (7.30%) Linux
5 19 (4.62%) Windows Server 2008
6 17 (4.14%) Windows Server 2012
7 16 (3.89%) Windows 7
7 16 (3.89%) Windows Server 2016
8 14 (3.41%) Mac OS X
9 13 (3.16%) Windows Server 2019
10 11 (2.68%) Unix
11 10 (2.43%) Apple iOS
12 7 (1.70%) Ubuntu
12 7 (1.70%) Windows 8
13 6 (1.46%) Windows Server 2003
14 5 (1.22%) Android
15 2 (0.49%) Red Hat Enterprise Linux
16 1 (0.24%) Check Point GAiA
16 1 (0.24%) Debian
16 1 (0.24%) SUSE
Processes & Methodologies
1 139 (33.82%) Web Filtering
2 80 (19.46%) Cybersecurity
2 80 (19.46%) Information Security
3 64 (15.57%) SIEM
4 61 (14.84%) ITIL
5 56 (13.63%) Email Filtering
6 45 (10.95%) Machine Learning
7 44 (10.71%) Computer Science
8 43 (10.46%) Security Architecture
9 42 (10.22%) Identity Access Management
10 39 (9.49%) Agile Software Development
11 37 (9.00%) Problem-Solving
12 35 (8.52%) Data Analysis
13 31 (7.54%) DevOps
13 31 (7.54%) Mathematics
14 29 (7.06%) Data Science
15 28 (6.81%) ETL
15 28 (6.81%) Task Automation
16 26 (6.33%) Business Intelligence
16 26 (6.33%) Software Engineering
Programming Languages
1 67 (16.30%) Python
2 50 (12.17%) SQL
3 24 (5.84%) Java
4 22 (5.35%) PowerShell
5 18 (4.38%) Bash Shell
5 18 (4.38%) C++
6 17 (4.14%) C
6 17 (4.14%) MATLAB
7 16 (3.89%) Scala
8 6 (1.46%) Go
8 6 (1.46%) R
9 4 (0.97%) Assembly Language
9 4 (0.97%) Embedded C
9 4 (0.97%) PHP
9 4 (0.97%) Shell Script
10 2 (0.49%) C#
10 2 (0.49%) JavaScript
11 1 (0.24%) Perl
11 1 (0.24%) Tcl
11 1 (0.24%) T-SQL
Qualifications
1 73 (17.76%) CISSP
2 53 (12.90%) Cisco Certification
2 53 (12.90%) CISM
3 45 (10.95%) Degree
4 27 (6.57%) CCNP
5 25 (6.08%) CCNA
6 22 (5.35%) PhD
7 21 (5.11%) Security Cleared
8 18 (4.38%) SC Cleared
9 17 (4.14%) CEH
9 17 (4.14%) JNCIP
10 16 (3.89%) OSCP
11 14 (3.41%) Microsoft Certification
12 13 (3.16%) ISO 27001 Lead Implementer
13 12 (2.92%) (ISC)2 CCSP
13 12 (2.92%) CCSP
14 11 (2.68%) DBS Check
14 11 (2.68%) GPEN
14 11 (2.68%) MCSE
14 11 (2.68%) OSCE
Quality Assurance & Compliance
1 82 (19.95%) ISO/IEC 27001
2 57 (13.87%) GDPR
3 46 (11.19%) NIST
4 42 (10.22%) SLA
5 21 (5.11%) PCI DSS
6 13 (3.16%) COBIT
6 13 (3.16%) ISO 31000
7 7 (1.70%) QA
8 6 (1.46%) Data Quality
9 3 (0.73%) ISO 22301
9 3 (0.73%) ISO/IEC 27005
9 3 (0.73%) PMO
10 2 (0.49%) Cyber Essentials
10 2 (0.49%) NCSC
11 1 (0.24%) ISO 26262
11 1 (0.24%) JTAG
System Software
1 92 (22.38%) Active Directory
2 26 (6.33%) VMware Infrastructure
3 25 (6.08%) Hyper-V
4 23 (5.60%) Docker
5 11 (2.68%) VMware ESXi
6 7 (1.70%) Virtual Desktop
6 7 (1.70%) vSphere
7 4 (0.97%) XenApp
8 3 (0.73%) FreeRADIUS
8 3 (0.73%) Virtual Machines
9 2 (0.49%) BitLocker
Systems Management
1 44 (10.71%) Microsoft Intune
2 24 (5.84%) SCCM
3 17 (4.14%) Kubernetes
4 16 (3.89%) FortiGate
5 14 (3.41%) Terraform
6 13 (3.16%) CSIRT
7 12 (2.92%) Nessus
8 11 (2.68%) CASB
9 7 (1.70%) Backup Exec
9 7 (1.70%) WSUS
10 5 (1.22%) Ansible
10 5 (1.22%) Norton AntiVirus
11 4 (0.97%) Cacti
11 4 (0.97%) Cisco UCCX
11 4 (0.97%) Control-M
11 4 (0.97%) Nagios
11 4 (0.97%) Nmap
11 4 (0.97%) Single Sign-On
11 4 (0.97%) SmoothWall
12 2 (0.49%) QRadar
Vendors
1 121 (29.44%) Microsoft
2 63 (15.33%) VMware
3 62 (15.09%) Cisco
4 33 (8.03%) Google
5 31 (7.54%) CheckPoint
6 27 (6.57%) Meraki
7 24 (5.84%) HP
8 23 (5.60%) Fortinet
9 22 (5.35%) Citrix
10 20 (4.87%) Splunk
11 19 (4.62%) Forcepoint
12 18 (4.38%) Juniper
13 16 (3.89%) Palo Alto
14 15 (3.65%) SolarWinds
14 15 (3.65%) Sophos
15 11 (2.68%) Apple
15 11 (2.68%) Aruba
15 11 (2.68%) ServiceNow
15 11 (2.68%) Veeam
16 10 (2.43%) Avaya