Period
to 21 February 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 21 February 2018 with a comparison to the same period in the previous 2 years.

Kalman Filtering
UK
6 months to
21 Feb 2018
Same period 2017 Same period 2016
Rank 537 544 597
Rank change year-on-year +7 +53 +10
Permanent jobs citing Kalman Filter 858 828 875
As % of all permanent IT jobs advertised in the UK 0.49% 0.47% 0.42%
As % of the Processes & Methodologies category 0.54% 0.53% 0.47%
Number of salaries quoted 681 653 718
UK median annual salary £47,500 £48,500 £47,500
Median salary % change year-on-year -2.06% +2.11% +5.56%
10th Percentile £27,771 £27,500 £25,000
90th Percentile £71,250 £77,250 £77,500
UK excluding London median annual salary £45,000 £42,500 £45,000
% change year-on-year +5.88% -5.56% +20.00%

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 158,507 157,483 185,033
As % of all permanent IT jobs advertised in the UK 89.90% 89.53% 88.83%
Number of salaries quoted 128,664 129,785 153,181
UK median annual salary £50,000 £48,500 £47,500
Median salary % change year-on-year +3.09% +2.11% +5.56%
10th Percentile £29,000 £28,250 £27,500
90th Percentile £81,250 £79,000 £77,500
UK excluding London median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - +6.25%

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 21 February 2018.

Salary histogram for Kalman Filter in the UK

Kalman Filter
Top 15 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 21 February 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 -3 813 £47,500 -5.00% 129
UK excluding London +15 477 £45,000 +5.88% 100
London +1 359 £52,500 -8.70% 36
South East -81 149 £55,000 +4.76% 25
North of England +70 142 £37,500 +22.65% 32
East of England +48 93 £45,000 +5.88% 15
Yorkshire +44 76 £41,500 +38.33% 13
North West +33 60 £36,000 -5.26% 16
Midlands +37 48 £44,750 +45.53% 13
West Midlands 0 29 £44,000 +46.67% 5
South West -21 24 £37,500 -16.67% 8
Scotland -27 20 £34,000 -20.47% 4
East Midlands +14 19 £52,500 +31.25% 8
North East -27 6 £48,500 +63.71% 3
Wales - 1 £57,500 - 3

For the 6 months to 21 February 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.

1 346 (40.33%) Firewall
2 256 (29.84%) Windows
3 236 (27.51%) Microsoft
4 232 (27.04%) DNS
5 188 (21.91%) TCP/IP
6 187 (21.79%) Active Directory
7 181 (21.10%) Cisco
8 179 (20.86%) Web Filtering
9 178 (20.75%) Degree
10 175 (20.40%) Finance
11 174 (20.28%) ITIL
12 160 (18.65%) Linux
13 148 (17.25%) VPN
14 147 (17.13%) DHCP
15 142 (16.55%) WAN
16 141 (16.43%) SQL
17 132 (15.38%) Network Security
18 127 (14.80%) LAN
18 127 (14.80%) Cisco Certification
19 119 (13.87%) Windows Server
20 116 (13.52%) VMware
21 113 (13.17%) MS Exchange
22 112 (13.05%) Intrusion Detection
23 110 (12.82%) Python
24 108 (12.59%) Computer Science
25 106 (12.35%) VMware Infrastructure
25 106 (12.35%) Email Filtering
26 104 (12.12%) Office 365
27 101 (11.77%) Information Security
28 93 (10.84%) Hyper-V

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
1 113 (13.17%) MS Exchange
2 69 (8.04%) Exchange Server 2010
3 52 (6.06%) Skype for Business
4 42 (4.90%) SharePoint
5 41 (4.78%) Exchange Server 2013
6 27 (3.15%) WordPress
7 18 (2.10%) Apache Spark
7 18 (2.10%) IIS
8 16 (1.86%) Tomcat
9 15 (1.75%) Apache
9 15 (1.75%) Blackberry Enterprise Server
9 15 (1.75%) Exchange Server 2007
10 14 (1.63%) Exchange Server 2003
11 11 (1.28%) CMS
12 10 (1.17%) Apache Pig
12 10 (1.17%) JBoss
12 10 (1.17%) SAS
12 10 (1.17%) SharePoint 2013
13 8 (0.93%) Oracle Coherence
14 4 (0.47%) MQSeries
Applications
1 46 (5.36%) Microsoft Office
2 29 (3.38%) MS Visio
3 26 (3.03%) Microsoft Excel
4 21 (2.45%) Adobe Creative Suite
4 21 (2.45%) Photoshop
5 17 (1.98%) Microsoft PowerPoint
6 7 (0.82%) GNU Octave
6 7 (0.82%) Spreadsheet
7 5 (0.58%) SPSS
8 3 (0.35%) Mathcad
9 2 (0.23%) OrCAD
10 1 (0.12%) Mathematica
Business Applications
1 20 (2.33%) Actimize
2 10 (1.17%) Remedy ITSM
3 2 (0.23%) Dynamics CRM
3 2 (0.23%) SAP SD
4 1 (0.12%) Capstone
4 1 (0.12%) Cerner Millennium
4 1 (0.12%) Oracle ERP
4 1 (0.12%) Payment Gateway
Cloud Services
1 104 (12.12%) Office 365
2 90 (10.49%) Microsoft Azure
3 74 (8.62%) Amazon AWS
4 45 (5.24%) SaaS
5 29 (3.38%) IaaS
6 23 (2.68%) Mimecast
7 20 (2.33%) Cloud Computing
8 15 (1.75%) PaaS
9 12 (1.40%) GitHub
9 12 (1.40%) Virtual Private Cloud
10 10 (1.17%) Amazon CloudWatch
10 10 (1.17%) AWS CloudTrail
10 10 (1.17%) Azure Active Directory
11 9 (1.05%) AWS CloudFormation
11 9 (1.05%) Cloudflare
12 6 (0.70%) Google Analytics
13 5 (0.58%) OneDrive
14 4 (0.47%) G Suite
15 3 (0.35%) Google Tag Manager
15 3 (0.35%) Silverpop
Communications & Networking
1 346 (40.33%) Firewall
2 232 (27.04%) DNS
3 188 (21.91%) TCP/IP
4 148 (17.25%) VPN
5 147 (17.13%) DHCP
6 142 (16.55%) WAN
7 132 (15.38%) Network Security
8 127 (14.80%) LAN
9 112 (13.05%) Intrusion Detection
10 76 (8.86%) SSL
11 72 (8.39%) VoIP
12 69 (8.04%) Wireless
13 68 (7.93%) Internet
14 64 (7.46%) Cisco ASA
15 57 (6.64%) IPsec
16 55 (6.41%) MPLS
17 54 (6.29%) SAN
18 46 (5.36%) OSPF
19 43 (5.01%) Ethernet
20 41 (4.78%) Cisco Nexus
Database & Business Intelligence
1 72 (8.39%) MySQL
1 72 (8.39%) SQL Server
2 29 (3.38%) PostgreSQL
3 28 (3.26%) SQL Server 2005
4 25 (2.91%) Big Data
5 19 (2.21%) Data Mining
5 19 (2.21%) Relational Database
6 16 (1.86%) Hadoop
7 15 (1.75%) InfluxDB
8 14 (1.63%) DB2
8 14 (1.63%) Text Mining
9 13 (1.52%) Apache Hive
9 13 (1.52%) SQL Server 2008
10 12 (1.40%) Data Warehouse
11 11 (1.28%) Amazon RDS
11 11 (1.28%) SQL Server 2014
12 10 (1.17%) MS Access
12 10 (1.17%) Oracle Database
12 10 (1.17%) SQL Server 2016
13 9 (1.05%) SQL Server Reporting Services
Development Applications
1 47 (5.48%) Git (software)
2 22 (2.56%) Bitbucket
3 21 (2.45%) Jenkins
3 21 (2.45%) Sonatype Nexus
4 20 (2.33%) Selenium
5 11 (1.28%) Grunt
5 11 (1.28%) TeamCity
6 10 (1.17%) Jasmine
6 10 (1.17%) Metasploit
6 10 (1.17%) Protractor
6 10 (1.17%) WebDriver
7 8 (0.93%) Subversion
8 7 (0.82%) ProC
8 7 (0.82%) Team Foundation Server
9 4 (0.47%) JIRA
10 3 (0.35%) JUnit
10 3 (0.35%) Maven
10 3 (0.35%) Visual Studio
11 2 (0.23%) MSI
11 2 (0.23%) PVCS
General
1 175 (20.40%) Finance
2 61 (7.11%) Telecoms
3 45 (5.24%) Banking
4 37 (4.31%) Electronics
5 35 (4.08%) Marketing
6 23 (2.68%) Retail
7 19 (2.21%) Law
8 18 (2.10%) Manufacturing
9 16 (1.86%) Financial Institution
10 12 (1.40%) Games
10 12 (1.40%) Legal
11 8 (0.93%) Dutch Language
12 5 (0.58%) Spanish Language
13 4 (0.47%) Automotive
13 4 (0.47%) Back Office
13 4 (0.47%) Investment Banking
14 3 (0.35%) Advertising
14 3 (0.35%) Publishing
15 1 (0.12%) Billing
15 1 (0.12%) Front Office
Job Titles
1 147 (17.13%) Analyst
2 93 (10.84%) Network Engineer
3 89 (10.37%) Developer
4 79 (9.21%) Security Engineer
5 74 (8.62%) Infrastructure Engineer
6 59 (6.88%) Support Engineer
7 51 (5.94%) Security Analyst
8 44 (5.13%) Administrator
9 42 (4.90%) Data Analyst
9 42 (4.90%) IT Engineer
10 38 (4.43%) Network Security Engineer
10 38 (4.43%) Systems Engineer
11 33 (3.85%) Data Scientist
12 31 (3.61%) IT Support
13 30 (3.50%) 3rd Line Engineer
13 30 (3.50%) IT Analyst
14 29 (3.38%) Architect
14 29 (3.38%) Senior Network Engineer
15 28 (3.26%) IT Manager
16 24 (2.80%) Java Developer
Libraries, Frameworks & Software Standards
1 45 (5.24%) Web Services
2 44 (5.13%) HTML
3 38 (4.43%) HTML5
4 32 (3.73%) Natural Language Processing
5 31 (3.61%) LAMP
5 31 (3.61%) LDAP
6 26 (3.03%) CSS
7 23 (2.68%) CSS3
8 22 (2.56%) jQuery
8 22 (2.56%) Twitter Bootstrap
9 21 (2.45%) Sass
10 17 (1.98%) .NET
11 16 (1.86%) AngularJS
12 15 (1.75%) REST
13 14 (1.63%) JSON
14 11 (1.28%) NumPy
14 11 (1.28%) Pandas
14 11 (1.28%) Spring
15 10 (1.17%) Angular 2
16 8 (0.93%) WPF
Miscellaneous
1 108 (12.59%) Computer Science
2 92 (10.72%) Analytical Skills
3 90 (10.49%) Management Information System
4 55 (6.41%) Data Centre
5 50 (5.83%) Algorithms
6 38 (4.43%) Fintech
7 37 (4.31%) Cyberthreat
8 30 (3.50%) PKI
9 25 (2.91%) Driving Licence
10 20 (2.33%) Public Cloud
11 19 (2.21%) Blackberry
11 19 (2.21%) Security Operations Centre
12 17 (1.98%) Clustering
13 16 (1.86%) User Experience
14 14 (1.63%) Enterprise Software
14 14 (1.63%) Social Network
15 13 (1.52%) Data Structures
15 13 (1.52%) Replication
16 12 (1.40%) Client/Server
16 12 (1.40%) Private Cloud
Operating Systems
1 256 (29.84%) Windows
2 160 (18.65%) Linux
3 119 (13.87%) Windows Server
4 76 (8.86%) Windows Server 2008
5 72 (8.39%) Unix
5 72 (8.39%) Windows Server 2012
6 36 (4.20%) Windows 7
7 29 (3.38%) CentOS
8 27 (3.15%) Solaris
8 27 (3.15%) Windows 10
9 23 (2.68%) Windows Server 2003
10 20 (2.33%) Windows 8
11 13 (1.52%) Mac OS X
12 12 (1.40%) Windows 2000 Server
13 10 (1.17%) AIX
14 7 (0.82%) Debian
15 6 (0.70%) SUSE
15 6 (0.70%) Windows XP
16 4 (0.47%) Android
17 3 (0.35%) Windows Phone
Processes & Methodologies
1 179 (20.86%) Web Filtering
2 174 (20.28%) ITIL
3 106 (12.35%) Email Filtering
4 101 (11.77%) Information Security
5 92 (10.72%) SIEM
6 90 (10.49%) Patch Management
7 87 (10.14%) Agile Software Development
8 84 (9.79%) Analytics
9 78 (9.09%) Cybersecurity
10 63 (7.34%) Service Management
11 60 (6.99%) Network Monitoring
12 58 (6.76%) Security Operations
12 58 (6.76%) Vulnerability Management
13 56 (6.53%) Change Management
14 55 (6.41%) Configuration Management
15 54 (6.29%) Machine Learning
16 50 (5.83%) Disaster Recovery
17 49 (5.71%) Mentoring
18 47 (5.48%) Risk Management
19 46 (5.36%) Penetration Testing
Programming Languages
1 141 (16.43%) SQL
2 110 (12.82%) Python
3 74 (8.62%) Java
4 63 (7.34%) C++
5 57 (6.64%) Perl
6 52 (6.06%) C
7 44 (5.13%) JavaScript
8 42 (4.90%) PHP
9 37 (4.31%) PowerShell
10 35 (4.08%) Bash Shell
11 34 (3.96%) Ruby
12 25 (2.91%) R
13 23 (2.68%) MATLAB
14 19 (2.21%) T-SQL
14 19 (2.21%) VBA
15 15 (1.75%) C#
16 14 (1.63%) Shell Script
17 11 (1.28%) Scala
18 10 (1.17%) TypeScript
19 8 (0.93%) Assembly Language
Qualifications
1 178 (20.75%) Degree
2 127 (14.80%) Cisco Certification
3 88 (10.26%) CCNA
4 86 (10.02%) CISSP
5 64 (7.46%) Microsoft Certification
6 52 (6.06%) CCNP
7 46 (5.36%) CISM
8 31 (3.61%) MCSE
9 30 (3.50%) CEH
9 30 (3.50%) SSCP
10 29 (3.38%) CISA
11 25 (2.91%) Security Cleared
12 24 (2.80%) MCITP
12 24 (2.80%) SANS
13 23 (2.68%) PhD
14 21 (2.45%) Computer Science Degree
14 21 (2.45%) Master's Degree
15 17 (1.98%) SC Cleared
16 16 (1.86%) CCIE
17 14 (1.63%) MCSA
Quality Assurance & Compliance
1 70 (8.16%) ISO/IEC 27001
2 37 (4.31%) PCI DSS
3 36 (4.20%) SLA
4 35 (4.08%) GDPR
5 16 (1.86%) Cyber Essentials
6 11 (1.28%) Data Quality
7 10 (1.17%) QA
8 9 (1.05%) COBIT
8 9 (1.05%) PMO
9 6 (0.70%) Cyber Essentials PLUS
9 6 (0.70%) ISO 31000
10 4 (0.47%) ISO 22301
10 4 (0.47%) ISO/IEC 20000
10 4 (0.47%) SEPA
11 3 (0.35%) Sarbanes-Oxley
12 2 (0.23%) MiFID
13 1 (0.12%) ISO/IEC 27005
13 1 (0.12%) NIST 800
System Software
1 187 (21.79%) Active Directory
2 106 (12.35%) VMware Infrastructure
3 93 (10.84%) Hyper-V
4 36 (4.20%) iptables
5 32 (3.73%) XenApp
6 30 (3.50%) VMware ESXi
7 23 (2.68%) Virtual Servers
8 13 (1.52%) Samba
9 10 (1.17%) XenServer
10 6 (0.70%) FreeRADIUS
11 5 (0.58%) vSphere
12 4 (0.47%) Job Entry Subsystem
12 4 (0.47%) MetaFrame
12 4 (0.47%) Virtual Desktop
12 4 (0.47%) Virtual Machines
12 4 (0.47%) VMware Workstation
13 3 (0.35%) Firmware
13 3 (0.35%) Snort
13 3 (0.35%) VMware Server
14 2 (0.23%) Microsoft App-V
Systems Management
1 47 (5.48%) SCCM
2 44 (5.13%) Nagios
3 43 (5.01%) Puppet
4 35 (4.08%) Opscode Chef
5 34 (3.96%) Ansible
6 33 (3.85%) Cacti
7 23 (2.68%) Backup Exec
8 22 (2.56%) Norton AntiVirus
8 22 (2.56%) SELinux
9 21 (2.45%) Salt
10 20 (2.33%) Grafana
10 20 (2.33%) Icinga
11 19 (2.21%) SCOM
12 14 (1.63%) Oracle ZFS
12 14 (1.63%) Red Hat Satellite
12 14 (1.63%) Single Sign-On
13 10 (1.17%) AirWatch
13 10 (1.17%) Nessus
13 10 (1.17%) vCenter Server
14 9 (1.05%) Terraform
Vendors
1 236 (27.51%) Microsoft
2 181 (21.10%) Cisco
3 116 (13.52%) VMware
4 78 (9.09%) HP
5 70 (8.16%) Citrix
5 70 (8.16%) Oracle
6 58 (6.76%) Juniper
7 48 (5.59%) F5
8 43 (5.01%) NetApp
8 43 (5.01%) Red Hat
9 42 (4.90%) Palo Alto
10 39 (4.55%) Avaya
11 32 (3.73%) Forcepoint
11 32 (3.73%) SAP
12 28 (3.26%) Dell
12 28 (3.26%) EMC
12 28 (3.26%) SolarWinds
13 25 (2.91%) Symantec
14 24 (2.80%) Adobe
15 23 (2.68%) CheckPoint