Period
to 16 November 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 16 November 2018 with a comparison to the same period in the previous 2 years.

Kalman Filtering
UK
6 months to
16 Nov 2018
Same period 2017 Same period 2016
Rank 526 564 572
Rank change year-on-year +38 +8 +35
Permanent jobs citing Kalman Filter 827 830 864
As % of all permanent IT jobs advertised in the UK 0.51% 0.46% 0.45%
As % of the Processes & Methodologies category 0.56% 0.50% 0.50%
Number of salaries quoted 683 671 706
UK median annual salary £48,500 £47,500 £45,000
Median salary % change year-on-year +2.11% +5.56% -
10th Percentile £30,000 £27,500 £26,125
90th Percentile £80,000 £73,750 £72,500
UK excluding London median annual salary £41,500 £42,500 £40,000
% change year-on-year -2.35% +6.25% -

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 148,561 164,877 173,396
As % of all permanent IT jobs advertised in the UK 91.13% 91.48% 90.94%
Number of salaries quoted 118,099 130,403 144,189
UK median annual salary £50,000 £50,000 £48,000
Median salary % change year-on-year - +4.17% +1.05%
10th Percentile £29,000 £28,250 £27,500
90th Percentile £83,750 £80,000 £78,750
UK excluding London median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - -

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 16 November 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 16 November 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 +41 789 £50,000 +5.26% 172
UK excluding London +9 420 £41,500 -2.35% 138
London +52 393 £62,500 +13.64% 52
South East -27 114 £47,750 +0.53% 28
East of England +66 113 £36,000 -20.00% 24
North of England +6 94 £40,000 +11.89% 42
North West +13 66 £43,500 +24.29% 14
Midlands +43 55 £57,500 +43.75% 16
West Midlands +50 48 £57,500 +32.18% 9
South West -6 23 £34,368 -1.81% 10
Yorkshire +4 21 £37,500 +2.74% 27
Scotland +9 12 £41,250 -41.07% 18
Northern Ireland - 8 £45,000 -
North East -4 7 £31,250 -18.30% 1
East Midlands -3 6 £39,000 +30.00% 7
Wales +7 3 £41,000 +2.50%

For the 6 months to 16 November 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.

1 398 (48.13%) Firewall
2 315 (38.09%) Web Filtering
3 269 (32.53%) Windows
4 250 (30.23%) Microsoft
5 247 (29.87%) Cisco
6 211 (25.51%) Active Directory
7 205 (24.79%) VMware
8 201 (24.30%) Finance
9 174 (21.04%) LAN
10 170 (20.56%) WAN
11 163 (19.71%) DNS
12 158 (19.11%) VMware Infrastructure
13 155 (18.74%) Information Security
14 154 (18.62%) TCP/IP
15 152 (18.38%) SIEM
16 143 (17.29%) ITIL
17 141 (17.05%) Office 365
18 140 (16.93%) Cisco Certification
19 138 (16.69%) Data Centre
20 137 (16.57%) Microsoft Azure
21 134 (16.20%) Intrusion Detection
22 133 (16.08%) Problem-Solving
23 128 (15.48%) Cybersecurity
24 127 (15.36%) Linux
25 125 (15.11%) VPN
25 125 (15.11%) DHCP
26 124 (14.99%) Agile Software Development
27 123 (14.87%) Windows Server
28 122 (14.75%) Network Security
29 118 (14.27%) 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 87 (10.52%) MS Exchange
2 84 (10.16%) SharePoint
3 46 (5.56%) Exchange Server 2010
4 44 (5.32%) Exchange Server 2013
5 42 (5.08%) Skype for Business
6 23 (2.78%) Exchange Server 2007
7 21 (2.54%) SharePoint Server
8 18 (2.18%) Exchange Server 2003
9 13 (1.57%) IIS
10 12 (1.45%) CMS
10 12 (1.45%) SAS
11 9 (1.09%) WordPress
12 8 (0.97%) Confluence
13 7 (0.85%) Apache
14 6 (0.73%) Apache Spark
14 6 (0.73%) BizTalk Server
14 6 (0.73%) Commerce Server
14 6 (0.73%) SharePoint 2010
15 4 (0.48%) Apache Pig
15 4 (0.48%) Elasticsearch
Applications
1 52 (6.29%) Microsoft Office
2 32 (3.87%) Microsoft Excel
3 25 (3.02%) MS Visio
4 23 (2.78%) Microsoft PowerPoint
5 4 (0.48%) GNU Octave
6 3 (0.36%) Adobe Creative Suite
6 3 (0.36%) Photoshop
6 3 (0.36%) Spreadsheet
7 1 (0.12%) InVision
7 1 (0.12%) OmniGraffle
7 1 (0.12%) Simulink
Business Applications
1 15 (1.81%) Actimize
2 7 (0.85%) Remedy ITSM
3 4 (0.48%) Dynamics CRM
3 4 (0.48%) Dynamics NAV
3 4 (0.48%) Global One
4 2 (0.24%) Cognos Business Intelligence
4 2 (0.24%) Elite 3E
4 2 (0.24%) SAP ERP
5 1 (0.12%) Dynamics AX
5 1 (0.12%) Infor M3
5 1 (0.12%) Oracle Applications
5 1 (0.12%) PeopleSoft HCM
Cloud Services
1 141 (17.05%) Office 365
2 137 (16.57%) Microsoft Azure
3 112 (13.54%) Amazon AWS
4 45 (5.44%) Mimecast
5 22 (2.66%) SaaS
6 17 (2.06%) Azure Active Directory
7 10 (1.21%) G Suite
8 7 (0.85%) Slack
9 6 (0.73%) OpenDNS
10 5 (0.60%) AWS Lambda
10 5 (0.60%) Google Cloud Platform
10 5 (0.60%) Serverless
10 5 (0.60%) Yammer
11 4 (0.48%) Amazon EC2
11 4 (0.48%) AWS CloudTrail
11 4 (0.48%) GitHub
11 4 (0.48%) npm
11 4 (0.48%) Route 53
11 4 (0.48%) Virtual Private Cloud
11 4 (0.48%) Zapier
Communications & Networking
1 398 (48.13%) Firewall
2 174 (21.04%) LAN
3 170 (20.56%) WAN
4 163 (19.71%) DNS
5 154 (18.62%) TCP/IP
6 134 (16.20%) Intrusion Detection
7 125 (15.11%) DHCP
7 125 (15.11%) VPN
8 122 (14.75%) Network Security
9 102 (12.33%) Wireless
10 89 (10.76%) OSPF
11 87 (10.52%) Wireshark
12 76 (9.19%) Wi-Fi
13 61 (7.38%) Ethernet
14 55 (6.65%) BGP
14 55 (6.65%) Cisco ASA
15 52 (6.29%) MPLS
16 51 (6.17%) SAN
17 50 (6.05%) Internet
18 45 (5.44%) Cisco Nexus
Database & Business Intelligence
1 40 (4.84%) SQL Server
2 19 (2.30%) Amazon RDS
2 19 (2.30%) Big Data
3 17 (2.06%) MySQL
4 13 (1.57%) Relational Database
5 10 (1.21%) Data Warehouse
6 9 (1.09%) SQL Server 2005
7 8 (0.97%) Amazon DynamoDB
7 8 (0.97%) Data Mart
7 8 (0.97%) MongoDB
8 7 (0.85%) Power BI
8 7 (0.85%) RDBMS
9 6 (0.73%) OLAP
9 6 (0.73%) Oracle Database
10 5 (0.60%) Apache Hive
10 5 (0.60%) NoSQL
10 5 (0.60%) OLTP
10 5 (0.60%) SQL Server 2016
10 5 (0.60%) SQL Server Integration Services
10 5 (0.60%) SQLPlus
Development Applications
1 50 (6.05%) Jenkins
2 46 (5.56%) Ant
3 43 (5.20%) Maven
4 42 (5.08%) Gradle
4 42 (5.08%) Visual Studio Team System
5 19 (2.30%) JIRA
6 18 (2.18%) Git (software)
7 15 (1.81%) CMake
7 15 (1.81%) Visual Studio
8 5 (0.60%) Bitbucket
8 5 (0.60%) Hudson
8 5 (0.60%) ProC
8 5 (0.60%) PVCS
8 5 (0.60%) Vagrant
8 5 (0.60%) webpack
9 4 (0.48%) gulp
9 4 (0.48%) PHPUnit
9 4 (0.48%) Selenium
9 4 (0.48%) Visual Composer
10 3 (0.36%) Cucumber
General
1 201 (24.30%) Finance
2 103 (12.45%) Retail
3 47 (5.68%) Financial Institution
4 41 (4.96%) Banking
5 35 (4.23%) Telecoms
6 23 (2.78%) Games
6 23 (2.78%) Legal
7 18 (2.18%) Marketing
8 14 (1.69%) Back Office
9 11 (1.33%) Electronics
10 10 (1.21%) Law
10 10 (1.21%) Manufacturing
11 5 (0.60%) Corporate Banking
11 5 (0.60%) Investment Banking
12 4 (0.48%) Publishing
13 3 (0.36%) Advertising
13 3 (0.36%) Aerospace
13 3 (0.36%) Automotive
14 2 (0.24%) Digital Economy
14 2 (0.24%) Front Office
Job Titles
1 218 (26.36%) Analyst
2 92 (11.12%) Security Analyst
3 85 (10.28%) Security Engineer
4 60 (7.26%) Network Engineer
5 54 (6.53%) Support Engineer
6 52 (6.29%) Infrastructure Engineer
7 51 (6.17%) Developer
8 46 (5.56%) IT Analyst
9 44 (5.32%) IT Engineer
10 39 (4.72%) DevOps Engineer
10 39 (4.72%) Network Analyst
11 37 (4.47%) Cloud Engineer
12 36 (4.35%) 3rd Line Engineer
12 36 (4.35%) Network Security Analyst
13 35 (4.23%) 3rd Line Support
14 34 (4.11%) IT Security Analyst
15 33 (3.99%) SOC Analyst
16 32 (3.87%) Senior Security Engineer
17 31 (3.75%) Data Analyst
18 30 (3.63%) Architect
Libraries, Frameworks & Software Standards
1 57 (6.89%) .NET
2 31 (3.75%) HTML
3 26 (3.14%) CSS
4 19 (2.30%) LDAP
5 15 (1.81%) Boost C++ Libraries
5 15 (1.81%) OpenCV
5 15 (1.81%) Qt
5 15 (1.81%) ZeroMQ
6 12 (1.45%) jQuery
6 12 (1.45%) Natural Language Processing
6 12 (1.45%) Web Services
7 11 (1.33%) Sass
8 9 (1.09%) REST
9 7 (0.85%) CSS3
9 7 (0.85%) HTML5
9 7 (0.85%) Middleware
9 7 (0.85%) Node.js
9 7 (0.85%) SAML
9 7 (0.85%) TensorFlow
10 6 (0.73%) AngularJS
Miscellaneous
1 138 (16.69%) Data Centre
2 102 (12.33%) Self-Motivation
3 86 (10.40%) Analytical Skills
4 63 (7.62%) Management Information System
5 58 (7.01%) Algorithms
6 51 (6.17%) Computer Science
7 41 (4.96%) Enterprise Software
8 31 (3.75%) Data Protection Act
9 30 (3.63%) Distributed Denial-of-Service
10 27 (3.26%) Cyberthreat
11 23 (2.78%) Cyber Kill Chain
12 21 (2.54%) Security Operations Centre
13 20 (2.42%) Fintech
14 17 (2.06%) Smart Meter
15 15 (1.81%) CUDA
15 15 (1.81%) User Experience
16 14 (1.69%) Cyberattack
16 14 (1.69%) Data Structures
16 14 (1.69%) Driving Licence
17 13 (1.57%) Acoustics
Operating Systems
1 269 (32.53%) Windows
2 127 (15.36%) Linux
3 123 (14.87%) Windows Server
4 78 (9.43%) Windows Server 2012
5 72 (8.71%) Windows Server 2008
6 61 (7.38%) Windows 10
7 60 (7.26%) Windows Server 2003
8 59 (7.13%) Windows 7
9 28 (3.39%) Unix
10 26 (3.14%) Mac OS X
11 23 (2.78%) Windows 8
12 14 (1.69%) Apple iOS
12 14 (1.69%) pSOS
13 12 (1.45%) Android
14 10 (1.21%) AIX
15 9 (1.09%) Windows 2000 Server
16 5 (0.60%) Mac OS
16 5 (0.60%) Red Hat Enterprise Linux
17 4 (0.48%) Solaris
18 3 (0.36%) SUSE
Processes & Methodologies
1 315 (38.09%) Web Filtering
2 155 (18.74%) Information Security
3 152 (18.38%) SIEM
4 143 (17.29%) ITIL
5 133 (16.08%) Problem-Solving
6 128 (15.48%) Cybersecurity
7 124 (14.99%) Agile Software Development
8 100 (12.09%) Analytics
9 86 (10.40%) DevOps
10 85 (10.28%) Email Filtering
11 73 (8.83%) Patch Management
12 69 (8.34%) Infrastructure Engineering
13 68 (8.22%) Security Operations
14 63 (7.62%) Network Monitoring
15 55 (6.65%) Vulnerability Assessment
16 50 (6.05%) Data Protection
16 50 (6.05%) Mentoring
16 50 (6.05%) Project Management
17 49 (5.93%) Configuration Management
18 48 (5.80%) Software Engineering
Programming Languages
1 106 (12.82%) Python
2 93 (11.25%) SQL
3 64 (7.74%) Bash Shell
4 50 (6.05%) C++
5 47 (5.68%) Java
6 44 (5.32%) Ruby
7 40 (4.84%) PowerShell
8 37 (4.47%) C
9 32 (3.87%) JavaScript
10 28 (3.39%) C#
11 25 (3.02%) Perl
12 21 (2.54%) MATLAB
13 17 (2.06%) Shell Script
14 13 (1.57%) PHP
15 7 (0.85%) T-SQL
16 6 (0.73%) Groovy
16 6 (0.73%) VBScript
17 5 (0.60%) Embedded C
17 5 (0.60%) R
17 5 (0.60%) Scala
Qualifications
1 140 (16.93%) Cisco Certification
2 104 (12.58%) CCNP
3 89 (10.76%) CISSP
4 88 (10.64%) CCNA
5 57 (6.89%) Degree
6 56 (6.77%) Microsoft Certification
7 51 (6.17%) MCSE
8 40 (4.84%) SSCP
9 37 (4.47%) SANS
10 36 (4.35%) CCSA
10 36 (4.35%) ITIL Certification
10 36 (4.35%) VMware Certified Professional (VCP)
11 35 (4.23%) CCIE
12 29 (3.51%) CISM
13 28 (3.39%) PhD
13 28 (3.39%) Security Cleared
14 26 (3.14%) SC Cleared
15 24 (2.90%) CEH
16 23 (2.78%) RHCA
16 23 (2.78%) VCDX
Quality Assurance & Compliance
1 90 (10.88%) ISO/IEC 27001
2 77 (9.31%) PCI DSS
3 47 (5.68%) GDPR
4 45 (5.44%) SLA
5 21 (2.54%) PMO
6 18 (2.18%) QA
7 13 (1.57%) Cyber Essentials
8 6 (0.73%) MiFID
9 5 (0.60%) GPG13
9 5 (0.60%) PMBOK
10 3 (0.36%) Cyber Essentials PLUS
11 2 (0.24%) ISO 22301
12 1 (0.12%) COBIT
12 1 (0.12%) Def Stans
12 1 (0.12%) ISO/IEC 20000
12 1 (0.12%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
12 1 (0.12%) ISO/IEC 27005
System Software
1 211 (25.51%) Active Directory
2 158 (19.11%) VMware Infrastructure
3 118 (14.27%) Hyper-V
4 48 (5.80%) Docker
5 24 (2.90%) VMware ESXi
6 21 (2.54%) XenApp
7 7 (0.85%) VMware Workstation
7 7 (0.85%) XenDesktop
8 6 (0.73%) Firmware
8 6 (0.73%) VMware Server
9 5 (0.60%) NFS
9 5 (0.60%) Virtual Desktop
9 5 (0.60%) Virtual Servers
9 5 (0.60%) vSphere
10 4 (0.48%) Terminal Services
10 4 (0.48%) Virtual Machines
11 2 (0.24%) DFS Replication
11 2 (0.24%) Snort
11 2 (0.24%) Squid
12 1 (0.12%) HDFS
Systems Management
1 74 (8.95%) SCCM
2 44 (5.32%) Ansible
3 43 (5.20%) Puppet
4 35 (4.23%) Norton AntiVirus
5 33 (3.99%) Backup Exec
5 33 (3.99%) Stealthwatch
6 25 (3.02%) Single Sign-On
7 23 (2.78%) RSA Security Analytics
8 15 (1.81%) Nessus
9 14 (1.69%) WSUS
10 13 (1.57%) Cisco Prime
10 13 (1.57%) ZABBIX
11 11 (1.33%) Kubernetes
12 8 (0.97%) Cisco CUCM
12 8 (0.97%) Nmap
12 8 (0.97%) SCOM
13 7 (0.85%) FortiGate
13 7 (0.85%) QRadar
13 7 (0.85%) SmoothWall
14 6 (0.73%) Control-M
Vendors
1 250 (30.23%) Microsoft
2 247 (29.87%) Cisco
3 205 (24.79%) VMware
4 107 (12.94%) HP
5 106 (12.82%) Symantec
6 95 (11.49%) CheckPoint
7 87 (10.52%) SolarWinds
8 77 (9.31%) Dell
9 74 (8.95%) Citrix
10 52 (6.29%) Palo Alto
11 46 (5.56%) McAfee
12 45 (5.44%) F5
13 44 (5.32%) Forcepoint
14 43 (5.20%) Splunk
15 40 (4.84%) IBM
16 37 (4.47%) Juniper
17 36 (4.35%) Red Hat
18 30 (3.63%) Sophos
19 28 (3.39%) Oracle
19 28 (3.39%) Veeam