Period
to 6 December 2019

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 6 December 2019 with a comparison to the same period in the previous 2 years.

Kalman Filtering
UK
6 months to
6 Dec 2019
Same period 2018 Same period 2017
Rank 567 528 566
Rank change year-on-year -39 +38 +2
Permanent jobs citing Kalman Filter 592 832 859
As % of all permanent IT jobs advertised in the UK 0.44% 0.51% 0.48%
As % of the Processes & Methodologies category 0.48% 0.56% 0.52%
Number of salaries quoted 438 692 685
UK median annual salary £47,500 £50,000 £47,500
Median salary % change year-on-year -5.00% +5.26% +5.56%
10th Percentile £23,100 £30,663 £27,500
90th Percentile £72,894 £80,000 £72,500
UK excluding London median annual salary £42,500 £42,500 £43,750
% change year-on-year - -2.86% +9.38%

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 124,182 149,183 166,069
As % of all permanent IT jobs advertised in the UK 92.06% 91.96% 92.21%
Number of salaries quoted 98,367 118,524 131,807
UK median annual salary £52,500 £51,274 £50,000
Median salary % change year-on-year +2.39% +2.55% +4.17%
10th Percentile £30,000 £29,250 £28,250
90th Percentile £87,500 £85,000 £80,000
UK excluding London median annual salary £45,000 £45,000 £43,500
% change year-on-year - +3.45% +2.35%

Kalman Filter
Job Vacancy Trend

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

Job vacancy trend for Kalman Filter in the UK

Kalman Filter
Salary Trend

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Kalman Filter.

Salary trend for Kalman Filter in the UK

Kalman Filter
Salary Histogram

The salary distribution of IT jobs citing Kalman Filter over the 6 months to 6 December 2019.

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 6 December 2019. 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 -26 561 £47,500 -5.00% 129
UK excluding London +20 367 £42,500 - 105
London -63 219 £52,500 -19.23% 37
South East +47 121 £45,000 -10.00% 33
North of England +46 95 £27,250 -35.88% 25
Midlands +32 58 £40,000 -30.43% 12
North West +39 52 £21,500 -51.41% 17
East of England +1 45 £49,250 +36.81% 11
Yorkshire +47 40 £46,250 +23.33% 7
West Midlands +14 39 £40,000 -30.43% 7
South West +11 22 £51,250 +50.74% 11
Scotland +24 20 £48,750 +14.71% 5
East Midlands +35 19 £41,250 +24.06% 5
North East +14 3 £23,000 -15.21% 1
Wales +4 3 £45,000 +7.14% 6
Northern Ireland +1 3 £65,000 +44.44% 2

For the 6 months to 6 December 2019, 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.

1 286 (48.31%) Firewall
2 184 (31.08%) Web Filtering
3 172 (29.05%) Windows
3 172 (29.05%) Active Directory
4 161 (27.20%) Microsoft
5 155 (26.18%) Cisco
6 144 (24.32%) Office 365
7 129 (21.79%) DNS
8 119 (20.10%) WAN
9 111 (18.75%) Azure
10 104 (17.57%) SIEM
10 104 (17.57%) Email Filtering
10 104 (17.57%) LAN
11 102 (17.23%) DHCP
11 102 (17.23%) Cybersecurity
12 98 (16.55%) Cisco Certification
13 96 (16.22%) Information Security
14 90 (15.20%) Management Information System
15 89 (15.03%) AWS
16 88 (14.86%) CISSP
17 87 (14.70%) Problem-Solving
18 86 (14.53%) Finance
19 85 (14.36%) VMware
19 85 (14.36%) Network Security
20 82 (13.85%) Degree
20 82 (13.85%) VPN
21 79 (13.34%) ITIL
22 78 (13.18%) VMware Infrastructure
23 72 (12.16%) Wireless
24 69 (11.66%) SQL

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 38 (6.42%) MS Exchange
2 34 (5.74%) SharePoint
3 28 (4.73%) Skype for Business
4 15 (2.53%) Apache Spark
5 11 (1.86%) nginx
5 11 (1.86%) SharePoint 2010
6 10 (1.69%) Exchange Server 2010
6 10 (1.69%) IIS
7 9 (1.52%) Jupyter
8 8 (1.35%) Exchange Server 2007
8 8 (1.35%) OpenStack
9 6 (1.01%) Exchange Server 2013
9 6 (1.01%) SAS
9 6 (1.01%) Tomcat
10 5 (0.84%) Apache
10 5 (0.84%) Confluence
11 4 (0.68%) Elasticsearch
11 4 (0.68%) WebLogic
12 3 (0.51%) Apache Pig
12 3 (0.51%) WordPress
Applications
1 35 (5.91%) Microsoft Office
2 15 (2.53%) Microsoft Excel
3 5 (0.84%) Microsoft PowerPoint
4 3 (0.51%) GNU Octave
4 3 (0.51%) MS Visio
5 2 (0.34%) Adobe Premiere
5 2 (0.34%) SPSS
6 1 (0.17%) AutoCAD
6 1 (0.17%) CINEMA 4D
6 1 (0.17%) Microsoft Project
6 1 (0.17%) Spreadsheet
Business Applications
1 5 (0.84%) Remedy ITSM
2 4 (0.68%) Cisco SocialMiner
3 1 (0.17%) Dynamics NAV
3 1 (0.17%) OPENHousing
3 1 (0.17%) Oracle EBS
3 1 (0.17%) SAP Business One
Cloud Services
1 144 (24.32%) Office 365
2 111 (18.75%) Azure
3 89 (15.03%) AWS
4 43 (7.26%) Cloud Computing
5 29 (4.90%) SaaS
6 23 (3.89%) IaaS
7 21 (3.55%) PaaS
8 18 (3.04%) Mimecast
9 17 (2.87%) Azure Active Directory
10 14 (2.36%) Amazon EC2
10 14 (2.36%) Virtual Private Cloud
11 10 (1.69%) GCP
11 10 (1.69%) Heroku
11 10 (1.69%) npm
12 9 (1.52%) Power Platform
13 8 (1.35%) AWS CloudTrail
14 6 (1.01%) Amazon S3
14 6 (1.01%) Cloudflare
15 5 (0.84%) Adobe Analytics
15 5 (0.84%) Amazon ELB
Communications & Networking
1 286 (48.31%) Firewall
2 129 (21.79%) DNS
3 119 (20.10%) WAN
4 104 (17.57%) LAN
5 102 (17.23%) DHCP
6 85 (14.36%) Network Security
7 82 (13.85%) VPN
8 72 (12.16%) Wireless
9 64 (10.81%) Internet
10 61 (10.30%) TCP/IP
11 53 (8.95%) BGP
11 53 (8.95%) MPLS
12 52 (8.78%) SAN
13 49 (8.28%) OSPF
14 43 (7.26%) Wi-Fi
15 37 (6.25%) Cisco ASA
15 37 (6.25%) Intrusion Detection
16 32 (5.41%) VoIP
17 31 (5.24%) Skype
18 30 (5.07%) IPsec
Database & Business Intelligence
1 26 (4.39%) SQL Server
2 14 (2.36%) PostgreSQL
3 12 (2.03%) Big Data
3 12 (2.03%) Flink
4 10 (1.69%) MySQL
4 10 (1.69%) Relational Database
5 9 (1.52%) Power BI
6 7 (1.18%) SQL Server 2005
6 7 (1.18%) SQL Server 2016
7 6 (1.01%) Apache Zeppelin
7 6 (1.01%) ClickHouse
8 5 (0.84%) GIS
8 5 (0.84%) KNIME
8 5 (0.84%) Oracle Database
8 5 (0.84%) QlikView
8 5 (0.84%) SQL Server Analysis Services
8 5 (0.84%) SQL Server Integration Services
9 4 (0.68%) Apache Hive
9 4 (0.68%) Data Mining
9 4 (0.68%) Hadoop
Development Applications
1 14 (2.36%) Git (software)
2 13 (2.20%) JIRA
3 12 (2.03%) gulp
4 10 (1.69%) Grunt
4 10 (1.69%) Sinon.JS
4 10 (1.69%) webpack
5 9 (1.52%) Jenkins
6 6 (1.01%) Visual Studio
6 6 (1.01%) WiX
7 5 (0.84%) TeamCity
8 4 (0.68%) Visual Studio Team System
8 4 (0.68%) VSS/SourceSafe
9 3 (0.51%) Eclipse
9 3 (0.51%) YouTrack
10 2 (0.34%) Cucumber
10 2 (0.34%) Jasmine
10 2 (0.34%) Karma Test Runner
10 2 (0.34%) PhantomJS
10 2 (0.34%) Selenium
10 2 (0.34%) Subversion
General
1 86 (14.53%) Finance
2 31 (5.24%) Law
3 27 (4.56%) Telecoms
4 20 (3.38%) Banking
4 20 (3.38%) Public Sector
5 18 (3.04%) Marketing
5 18 (3.04%) Retail
6 15 (2.53%) Electronics
7 11 (1.86%) Manufacturing
8 10 (1.69%) Local Government
9 8 (1.35%) Legal
10 5 (0.84%) Games
11 4 (0.68%) Fire and Rescue
12 3 (0.51%) Advertising
12 3 (0.51%) Financial Institution
13 2 (0.34%) Investment Banking
14 1 (0.17%) Aerospace
14 1 (0.17%) Pharmaceutical
Job Titles
1 76 (12.84%) Network Engineer
2 73 (12.33%) Analyst
3 71 (11.99%) Security Engineer
4 51 (8.61%) Infrastructure Engineer
5 35 (5.91%) Consultant
6 34 (5.74%) IT Support
7 32 (5.41%) Developer
8 25 (4.22%) Architect
8 25 (4.22%) IT Technician
9 22 (3.72%) Cybersecurity Engineer
9 22 (3.72%) Security Analyst
9 22 (3.72%) Security Consultant
9 22 (3.72%) Team Leader
10 20 (3.38%) IT Engineer
10 20 (3.38%) Support Technician
11 19 (3.21%) IT Support Technician
11 19 (3.21%) Software Engineer
12 18 (3.04%) Cloud Engineer
13 17 (2.87%) Senior Network Engineer
13 17 (2.87%) Support Engineer
Libraries, Frameworks & Software Standards
1 15 (2.53%) Web Services
2 13 (2.20%) HTML
2 13 (2.20%) LDAP
2 13 (2.20%) Node.js
2 13 (2.20%) React
3 12 (2.03%) HTML5
3 12 (2.03%) Kafka
4 11 (1.86%) CSS
5 10 (1.69%) Browserify
5 10 (1.69%) Chai
5 10 (1.69%) CSS3
5 10 (1.69%) Express
5 10 (1.69%) React Native
5 10 (1.69%) Sass
5 10 (1.69%) WebGL
6 9 (1.52%) AngularJS
6 9 (1.52%) Natural Language Processing
7 8 (1.35%) Regular Expression
8 7 (1.18%) REST
8 7 (1.18%) TensorFlow
Miscellaneous
1 90 (15.20%) Management Information System
2 64 (10.81%) Analytical Skills
3 53 (8.95%) Data Centre
4 34 (5.74%) Algorithms
5 27 (4.56%) Distributed Denial-of-Service
6 16 (2.70%) Self-Motivation
7 14 (2.36%) Mobile App
8 13 (2.20%) PKI
9 11 (1.86%) CCTV
9 11 (1.86%) Data Structures
10 10 (1.69%) Client/Server
10 10 (1.69%) Cyberthreat
10 10 (1.69%) Data Protection Act
10 10 (1.69%) Mobile Computing
10 10 (1.69%) User Experience
11 9 (1.52%) EMC VNX
12 8 (1.35%) CESG
12 8 (1.35%) Driving Licence
12 8 (1.35%) Private Cloud
12 8 (1.35%) Social Media
Operating Systems
1 172 (29.05%) Windows
2 67 (11.32%) Windows Server
3 53 (8.95%) Linux
4 38 (6.42%) Windows Server 2008
5 37 (6.25%) Unix
6 36 (6.08%) Windows 10
7 32 (5.41%) Windows 7
8 21 (3.55%) Windows Server 2012
9 17 (2.87%) Windows 8
10 15 (2.53%) Apple iOS
11 13 (2.20%) Android
12 10 (1.69%) Windows Server 2003
13 6 (1.01%) CentOS
13 6 (1.01%) Red Hat Enterprise Linux
14 3 (0.51%) Mac OS X
14 3 (0.51%) ThreadX
14 3 (0.51%) VyOS
15 2 (0.34%) Amazon Linux
15 2 (0.34%) Solaris
15 2 (0.34%) Ubuntu
Processes & Methodologies
1 184 (31.08%) Web Filtering
2 104 (17.57%) Email Filtering
2 104 (17.57%) SIEM
3 102 (17.23%) Cybersecurity
4 96 (16.22%) Information Security
5 87 (14.70%) Problem-Solving
6 79 (13.34%) ITIL
7 59 (9.97%) Analytics
7 59 (9.97%) Vulnerability Management
8 57 (9.63%) Computer Science
9 54 (9.12%) Agile Software Development
10 52 (8.78%) Infrastructure Engineering
10 52 (8.78%) Security Architecture
11 50 (8.45%) Continuous Improvement
12 44 (7.43%) Security Operations
13 34 (5.74%) Decision-Making
14 33 (5.57%) Mathematics
15 32 (5.41%) Data Loss Prevention
15 32 (5.41%) Incident Management
15 32 (5.41%) ISMS
Programming Languages
1 69 (11.66%) SQL
2 68 (11.49%) Python
3 27 (4.56%) C++
4 23 (3.89%) C
5 18 (3.04%) Java
6 14 (2.36%) JavaScript
6 14 (2.36%) PowerShell
7 13 (2.20%) Shell Script
8 12 (2.03%) R
9 10 (1.69%) Ruby
10 9 (1.52%) C#
11 7 (1.18%) Java 8
11 7 (1.18%) PHP
11 7 (1.18%) VBA
12 6 (1.01%) ES7
12 6 (1.01%) Go
12 6 (1.01%) Lua
12 6 (1.01%) Rust
12 6 (1.01%) VC++
13 4 (0.68%) MATLAB
Qualifications
1 98 (16.55%) Cisco Certification
2 88 (14.86%) CISSP
3 82 (13.85%) Degree
4 55 (9.29%) CCNP
5 49 (8.28%) CCNA
5 49 (8.28%) CISM
6 41 (6.93%) Microsoft Certification
7 37 (6.25%) Security Cleared
8 29 (4.90%) GIAC
9 28 (4.73%) Computer Science Degree
10 27 (4.56%) CompTIA Security+
11 26 (4.39%) MCSE
12 24 (4.05%) SC Cleared
13 19 (3.21%) CISA
14 17 (2.87%) CEH
14 17 (2.87%) DBS Check
15 16 (2.70%) TOGAF Certification
16 15 (2.53%) (ISC)2 CCSP
17 14 (2.36%) CCSP
17 14 (2.36%) MCSA
Quality Assurance & Compliance
1 55 (9.29%) PCI DSS
2 47 (7.94%) SLA
3 46 (7.77%) ISO/IEC 27001
4 28 (4.73%) GDPR
5 24 (4.05%) NIST
6 15 (2.53%) Cyber Essentials
7 9 (1.52%) Cyber Essentials PLUS
8 8 (1.35%) Data Quality
8 8 (1.35%) ISO 31000
9 5 (0.84%) MiFID
10 4 (0.68%) Sarbanes-Oxley
11 3 (0.51%) IEC 61508
11 3 (0.51%) PMO
12 2 (0.34%) COBIT
12 2 (0.34%) PSD2
13 1 (0.17%) GxP
13 1 (0.17%) ISO 9001
13 1 (0.17%) P3O
13 1 (0.17%) QA
System Software
1 172 (29.05%) Active Directory
2 78 (13.18%) VMware Infrastructure
3 35 (5.91%) Hyper-V
4 20 (3.38%) VMware ESXi
5 19 (3.21%) Docker
6 15 (2.53%) Firmware
6 15 (2.53%) Virtual Servers
7 13 (2.20%) XenApp
8 10 (1.69%) Terminal Services
9 9 (1.52%) BitLocker
9 9 (1.52%) vSphere
10 7 (1.18%) ISA Server
11 6 (1.01%) Virtual Machines
12 4 (0.68%) iptables
13 3 (0.51%) Postfix
14 2 (0.34%) Citrix Hypervisor
14 2 (0.34%) Microsoft App-V
14 2 (0.34%) XenDesktop
15 1 (0.17%) NFS
15 1 (0.17%) Xen
Systems Management
1 47 (7.94%) SCCM
2 17 (2.87%) WSUS
3 16 (2.70%) FortiGate
4 13 (2.20%) Ansible
5 11 (1.86%) Cisco Prime
6 10 (1.69%) SolarWinds Orion
7 9 (1.52%) Kubernetes
8 8 (1.35%) CASB
8 8 (1.35%) QRadar
8 8 (1.35%) Terraform
9 7 (1.18%) Puppet
9 7 (1.18%) vCenter Server
10 6 (1.01%) Cisco CUCM
10 6 (1.01%) MIMEsweeper
10 6 (1.01%) Opscode Chef
11 4 (0.68%) Cisco UCCE
11 4 (0.68%) Cisco UCCX
11 4 (0.68%) Perfmon
11 4 (0.68%) Single Sign-On
11 4 (0.68%) Suricata
Vendors
1 161 (27.20%) Microsoft
2 155 (26.18%) Cisco
3 85 (14.36%) VMware
4 69 (11.66%) Palo Alto
5 42 (7.09%) Citrix
6 36 (6.08%) ServiceNow
7 33 (5.57%) Google
8 32 (5.41%) Forcepoint
9 30 (5.07%) Juniper
10 26 (4.39%) Splunk
11 25 (4.22%) Symantec
12 24 (4.05%) Fortinet
13 23 (3.89%) CheckPoint
14 22 (3.72%) F5
15 21 (3.55%) SolarWinds
16 20 (3.38%) Apple
16 20 (3.38%) McAfee
17 14 (2.36%) CyberArk
17 14 (2.36%) HP
18 13 (2.20%) EMC