Period
to 17 July 2018

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 17 July 2018 with a comparison to the same period in the previous 2 years.

Kalman Filtering
UK
6 months to
17 Jul 2018
Same period 2017 Same period 2016
Rank 583 568 585
Rank change year-on-year -15 +17 +39
Permanent jobs citing Kalman Filter 755 806 920
As % of all permanent IT jobs advertised in the UK 0.43% 0.45% 0.45%
As % of the Processes & Methodologies category 0.47% 0.50% 0.50%
Number of salaries quoted 625 618 721
UK median annual salary £47,500 £48,500 £40,000
Median salary % change year-on-year -2.06% +21.25% -11.11%
10th Percentile £25,750 £27,500 £23,500
90th Percentile £77,000 £80,000 £72,500
UK excluding London median annual salary £47,500 £40,000 £35,000
% change year-on-year +18.75% +14.29% -17.65%

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 159,438 161,090 183,017
As % of all permanent IT jobs advertised in the UK 90.68% 90.70% 90.02%
Number of salaries quoted 127,376 129,920 152,232
UK median annual salary £50,000 £49,000 £47,500
Median salary % change year-on-year +2.04% +3.16% -
10th Percentile £29,000 £28,000 £27,500
90th Percentile £82,500 £80,000 £77,500
UK excluding London median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - +1.19%

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 17 July 2018.

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 17 July 2018. 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 -14 730 £47,500 - 102
UK excluding London -14 438 £47,500 +18.75% 81
London -7 314 £52,500 -12.50% 28
South East -31 174 £55,000 +23.60% 20
North of England +52 131 £40,000 +19.40% 23
North West +42 76 £44,000 +12.82% 10
East of England +42 69 £43,250 +33.08% 15
Yorkshire +34 50 £35,000 +22.81% 10
South West +9 30 £47,500 +30.85% 8
Midlands -8 23 £40,000 +14.29% 8
West Midlands +6 16 £32,000 -4.48% 3
Scotland -45 8 £39,750 -43.21% 4
East Midlands -11 7 £65,000 +62.50% 5
Northern Ireland +5 5 - - 1
North East -20 5 £38,500 +24.19% 3
Wales +3 3 £48,855 +22.14% 2

For the 6 months to 17 July 2018, 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.

1 324 (42.91%) Firewall
2 227 (30.07%) Cisco
3 208 (27.55%) Microsoft
3 208 (27.55%) Windows
4 194 (25.70%) WAN
5 191 (25.30%) Finance
6 185 (24.50%) Web Filtering
7 181 (23.97%) DNS
8 180 (23.84%) LAN
9 170 (22.52%) VPN
10 164 (21.72%) Degree
11 159 (21.06%) Active Directory
12 155 (20.53%) Cisco Certification
13 153 (20.26%) TCP/IP
14 150 (19.87%) Intrusion Detection
15 145 (19.21%) Problem-Solving
16 141 (18.68%) ITIL
16 141 (18.68%) Network Security
17 137 (18.15%) Linux
18 124 (16.42%) Wireless
19 117 (15.50%) DHCP
20 116 (15.36%) Computer Science
20 116 (15.36%) SIEM
21 112 (14.83%) CCNP
21 112 (14.83%) Analytical Skills
22 97 (12.85%) CCNA
22 97 (12.85%) Agile Software Development
23 95 (12.58%) SQL
24 92 (12.19%) Analytics
25 91 (12.05%) VMware

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 88 (11.66%) MS Exchange
2 54 (7.15%) SharePoint
3 48 (6.36%) Exchange Server 2010
4 39 (5.17%) Exchange Server 2013
5 38 (5.03%) Skype for Business
6 27 (3.58%) Exchange Server 2003
7 26 (3.44%) JBoss
8 25 (3.31%) Blackberry Enterprise Server
8 25 (3.31%) Exchange Server 2007
9 19 (2.52%) Apache Spark
10 14 (1.85%) IIS
11 13 (1.72%) Apache Pig
12 8 (1.06%) Exchange Server 2000
12 8 (1.06%) Office Communications Server
13 7 (0.93%) WordPress
14 4 (0.53%) Apache
14 4 (0.53%) Elasticsearch
15 2 (0.26%) CMS
15 2 (0.26%) SharePoint 2013
16 1 (0.13%) LiveLink
Applications
1 61 (8.08%) Microsoft Office
2 50 (6.62%) Microsoft Excel
3 49 (6.49%) MS Visio
4 39 (5.17%) Microsoft PowerPoint
5 13 (1.72%) GNU Octave
6 12 (1.59%) Spreadsheet
7 5 (0.66%) Photoshop
8 4 (0.53%) Simulink
9 3 (0.40%) Adobe Creative Suite
9 3 (0.40%) Microsoft Project
10 1 (0.13%) Mathcad
Business Applications
1 12 (1.59%) Actimize
2 7 (0.93%) Remedy ITSM
3 3 (0.40%) CaseMap
3 3 (0.40%) Concordance
3 3 (0.40%) Elite 3E
3 3 (0.40%) LexisNexis TimeMap
3 3 (0.40%) Veritas eDiscovery
4 2 (0.26%) Dynamics AX
4 2 (0.26%) Dynamics CRM
5 1 (0.13%) Cerner Millennium
5 1 (0.13%) Cognos Business Intelligence
5 1 (0.13%) SAP SD
Cloud Services
1 89 (11.79%) Amazon AWS
2 81 (10.73%) Office 365
3 61 (8.08%) Microsoft Azure
4 30 (3.97%) GitHub
5 19 (2.52%) SaaS
6 17 (2.25%) Mimecast
7 12 (1.59%) AWS CloudTrail
8 11 (1.46%) Azure Active Directory
9 9 (1.19%) Amazon CloudWatch
9 9 (1.19%) Cloud Computing
10 8 (1.06%) Slack
11 7 (0.93%) IaaS
12 6 (0.79%) PaaS
13 5 (0.66%) G Suite
14 4 (0.53%) Google Cloud Platform
14 4 (0.53%) npm
14 4 (0.53%) Serverless
14 4 (0.53%) Zapier
15 3 (0.40%) AWS Lambda
15 3 (0.40%) Virtual Private Cloud
Communications & Networking
1 324 (42.91%) Firewall
2 194 (25.70%) WAN
3 181 (23.97%) DNS
4 180 (23.84%) LAN
5 170 (22.52%) VPN
6 153 (20.26%) TCP/IP
7 150 (19.87%) Intrusion Detection
8 141 (18.68%) Network Security
9 124 (16.42%) Wireless
10 117 (15.50%) DHCP
11 82 (10.86%) Cisco ASA
12 72 (9.54%) IPsec
13 71 (9.40%) MPLS
14 70 (9.27%) OSPF
15 66 (8.74%) SSL
16 56 (7.42%) VLAN
16 56 (7.42%) VoIP
17 49 (6.49%) Wireshark
18 47 (6.23%) BGP
19 44 (5.83%) Internet
Database & Business Intelligence
1 44 (5.83%) SQL Server
2 36 (4.77%) Big Data
3 30 (3.97%) Relational Database
4 25 (3.31%) MySQL
5 22 (2.91%) MongoDB
6 20 (2.65%) SQL Server 2005
7 18 (2.38%) SQL Server 2008
8 17 (2.25%) Apache Hive
9 16 (2.12%) Amazon DynamoDB
10 15 (1.99%) Data Mining
10 15 (1.99%) Hadoop
10 15 (1.99%) Text Mining
11 13 (1.72%) Data Warehouse
11 13 (1.72%) Impala
12 10 (1.32%) MS Access
13 9 (1.19%) SQL Server Reporting Services
14 8 (1.06%) Oracle Database
15 7 (0.93%) Amazon RDS
15 7 (0.93%) Cognos Framework Manager
16 6 (0.79%) SQL Server 2014
Development Applications
1 39 (5.17%) Jenkins
2 29 (3.84%) Selenium
3 24 (3.18%) Git (software)
4 16 (2.12%) VSS/SourceSafe
5 10 (1.32%) JIRA
6 9 (1.19%) TeamCity
7 8 (1.06%) ProC
8 7 (0.93%) Bitbucket
8 7 (0.93%) Visual Studio
9 6 (0.79%) PVCS
9 6 (0.79%) Team Foundation Server
10 5 (0.66%) CMake
10 5 (0.66%) Subversion
11 4 (0.53%) gulp
11 4 (0.53%) PHPUnit
11 4 (0.53%) Vagrant
11 4 (0.53%) Visual Composer
11 4 (0.53%) webpack
12 3 (0.40%) Cucumber
12 3 (0.40%) YouTrack
General
1 191 (25.30%) Finance
2 48 (6.36%) Retail
3 34 (4.50%) Electronics
4 25 (3.31%) Games
4 25 (3.31%) Legal
4 25 (3.31%) Marketing
5 24 (3.18%) Banking
5 24 (3.18%) Telecoms
6 21 (2.78%) Manufacturing
7 17 (2.25%) Financial Institution
8 15 (1.99%) Law
9 5 (0.66%) Back Office
10 4 (0.53%) Advertising
10 4 (0.53%) Automotive
10 4 (0.53%) Local Government
10 4 (0.53%) Publishing
11 3 (0.40%) Spanish Language
12 1 (0.13%) Aerospace
12 1 (0.13%) Billing
12 1 (0.13%) Dutch Language
Job Titles
1 163 (21.59%) Analyst
2 115 (15.23%) Network Engineer
3 80 (10.60%) Security Engineer
4 65 (8.61%) Developer
5 54 (7.15%) Network Security Engineer
6 51 (6.75%) Security Analyst
7 44 (5.83%) Support Engineer
8 43 (5.70%) Senior Security Engineer
9 42 (5.56%) Senior Network Engineer
10 37 (4.90%) IT Support
11 36 (4.77%) IT Analyst
12 34 (4.50%) Architect
13 32 (4.24%) Data Analyst
14 31 (4.11%) Senior Network Security Engineer
15 29 (3.84%) IT Engineer
16 26 (3.44%) Infrastructure Engineer
16 26 (3.44%) Support Analyst
17 25 (3.31%) Data Scientist
18 24 (3.18%) Senior Analyst
19 23 (3.05%) Java Developer
Libraries, Frameworks & Software Standards
1 49 (6.49%) Natural Language Processing
2 41 (5.43%) Web Services
3 29 (3.84%) Spring
4 25 (3.31%) HTML
5 21 (2.78%) CSS
6 16 (2.12%) NumPy
7 15 (1.99%) jQuery
7 15 (1.99%) Pandas
7 15 (1.99%) REST
8 14 (1.85%) LDAP
9 12 (1.59%) WSH
10 11 (1.46%) .NET
11 10 (1.32%) Sass
12 9 (1.19%) AngularJS
12 9 (1.19%) SAML
13 8 (1.06%) OpenCV
14 7 (0.93%) HTML5
14 7 (0.93%) RESTful
15 6 (0.79%) CSS3
15 6 (0.79%) D3.js
Miscellaneous
1 116 (15.36%) Computer Science
2 112 (14.83%) Analytical Skills
3 81 (10.73%) Management Information System
4 52 (6.89%) Data Centre
5 49 (6.49%) Algorithms
6 39 (5.17%) Self-Motivation
7 30 (3.97%) Cyberthreat
8 27 (3.58%) Cyberattack
9 25 (3.31%) Blackberry
9 25 (3.31%) Fintech
10 23 (3.05%) Private Cloud
11 19 (2.52%) Distributed Denial-of-Service
11 19 (2.52%) Video Conferencing
12 18 (2.38%) Data Structures
13 17 (2.25%) Data Protection Act
14 16 (2.12%) Hedge funds
15 15 (1.99%) Social Network
16 14 (1.85%) User Experience
17 11 (1.46%) Field-Programmable Gate Array
17 11 (1.46%) Smart Meter
Operating Systems
1 208 (27.55%) Windows
2 137 (18.15%) Linux
3 68 (9.01%) Windows Server 2008
4 67 (8.87%) Windows Server
5 61 (8.08%) Windows Server 2012
6 42 (5.56%) Windows 7
7 36 (4.77%) Windows 10
8 27 (3.58%) Windows Server 2003
9 22 (2.91%) Unix
10 16 (2.12%) Solaris
11 12 (1.59%) Android
12 11 (1.46%) AIX
12 11 (1.46%) Mac OS X
12 11 (1.46%) pSOS
13 8 (1.06%) Windows 2000 Server
13 8 (1.06%) Windows 8
14 7 (0.93%) Apple iOS
15 5 (0.66%) Ubuntu
16 4 (0.53%) Mac OS
17 3 (0.40%) SUSE
Processes & Methodologies
1 185 (24.50%) Web Filtering
2 145 (19.21%) Problem-Solving
3 141 (18.68%) ITIL
4 116 (15.36%) SIEM
5 97 (12.85%) Agile Software Development
6 92 (12.19%) Analytics
7 83 (10.99%) Cybersecurity
8 80 (10.60%) Service Management
9 78 (10.33%) Information Security
9 78 (10.33%) Machine Learning
10 66 (8.74%) Data Science
11 63 (8.34%) Email Filtering
11 63 (8.34%) Network Monitoring
12 55 (7.28%) Change Management
12 55 (7.28%) Software Engineering
13 54 (7.15%) Project Management
14 50 (6.62%) Continuous Integration
15 49 (6.49%) Data Modelling
16 47 (6.23%) Mentoring
16 47 (6.23%) Risk Management
Programming Languages
1 95 (12.58%) SQL
2 83 (10.99%) Java
3 71 (9.40%) Python
4 64 (8.48%) C++
5 47 (6.23%) C
6 35 (4.64%) PowerShell
7 27 (3.58%) JavaScript
8 21 (2.78%) Perl
8 21 (2.78%) PHP
9 20 (2.65%) R
10 19 (2.52%) MATLAB
11 18 (2.38%) T-SQL
12 16 (2.12%) VBA
13 14 (1.85%) Bash Shell
14 12 (1.59%) Scala
14 12 (1.59%) VB
15 9 (1.19%) VBScript
16 8 (1.06%) C#
16 8 (1.06%) PL/SQL
17 6 (0.79%) Shell Script
Qualifications
1 164 (21.72%) Degree
2 155 (20.53%) Cisco Certification
3 112 (14.83%) CCNP
4 97 (12.85%) CCNA
5 74 (9.80%) CISSP
6 45 (5.96%) CCIE
7 40 (5.30%) Microsoft Certification
8 36 (4.77%) PhD
9 29 (3.84%) CISM
10 26 (3.44%) MCSE
11 24 (3.18%) CEH
12 20 (2.65%) Computer Science Degree
13 19 (2.52%) SANS
14 17 (2.25%) SSCP
15 16 (2.12%) Security Cleared
16 15 (1.99%) SC Cleared
17 13 (1.72%) Master's Degree
17 13 (1.72%) VMware Certified Professional (VCP)
18 12 (1.59%) (ISC)2 CCSP
18 12 (1.59%) CCSP
Quality Assurance & Compliance
1 44 (5.83%) PCI DSS
2 41 (5.43%) ISO/IEC 27001
3 31 (4.11%) SLA
4 22 (2.91%) GDPR
5 19 (2.52%) PMO
6 17 (2.25%) QA
7 7 (0.93%) Data Quality
8 5 (0.66%) PMBOK
9 3 (0.40%) GPG13
9 3 (0.40%) ISO 22301
9 3 (0.40%) MiFID
10 2 (0.26%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
11 1 (0.13%) COBIT
11 1 (0.13%) Cyber Essentials
11 1 (0.13%) Def Stans
11 1 (0.13%) ISO/IEC 20000
System Software
1 159 (21.06%) Active Directory
2 73 (9.67%) VMware Infrastructure
3 57 (7.55%) Hyper-V
4 25 (3.31%) XenApp
5 17 (2.25%) Firmware
5 17 (2.25%) XenServer
6 14 (1.85%) VMware ESXi
7 11 (1.46%) MetaFrame
8 6 (0.79%) DFS Replication
8 6 (0.79%) Virtual Servers
9 5 (0.66%) VMware Workstation
9 5 (0.66%) vSphere
10 4 (0.53%) HDFS
11 3 (0.40%) Docker
11 3 (0.40%) NFS
12 2 (0.26%) iptables
12 2 (0.26%) Samba
12 2 (0.26%) Virtual Machines
13 1 (0.13%) Terminal Server
13 1 (0.13%) Terminal Services
Systems Management
1 27 (3.58%) Cisco CUCM
2 26 (3.44%) Backup Exec
2 26 (3.44%) SCCM
3 25 (3.31%) Cisco Prime
4 23 (3.05%) Norton AntiVirus
5 11 (1.46%) Cisco UCCX
5 11 (1.46%) Nessus
5 11 (1.46%) SmoothWall
5 11 (1.46%) TrustSec
6 9 (1.19%) RSA Security Analytics
6 9 (1.19%) Single Sign-On
7 8 (1.06%) CASB
7 8 (1.06%) Symantec Enterprise Vault
8 7 (0.93%) FortiGate
9 6 (0.79%) Ansible
9 6 (0.79%) Opscode Chef
9 6 (0.79%) Puppet
10 5 (0.66%) Control-M
10 5 (0.66%) QRadar
10 5 (0.66%) ZABBIX
Vendors
1 227 (30.07%) Cisco
2 208 (27.55%) Microsoft
3 91 (12.05%) VMware
4 88 (11.66%) Citrix
5 78 (10.33%) F5
6 75 (9.93%) HP
7 70 (9.27%) SolarWinds
8 48 (6.36%) CheckPoint
9 46 (6.09%) Symantec
10 37 (4.90%) Oracle
11 36 (4.77%) Zscaler
12 35 (4.64%) Dell
13 32 (4.24%) Blue Coat
14 30 (3.97%) Forcepoint
15 29 (3.84%) NetApp
16 26 (3.44%) EMC
16 26 (3.44%) IBM
17 25 (3.31%) Juniper
18 22 (2.91%) Splunk
19 19 (2.52%) Clearswift