Period
to 22 January 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 22 January 2019 with a comparison to the same period in the previous 2 years.

Kalman Filtering
UK
6 months to
22 Jan 2019
Same period 2018 Same period 2017
Rank 512 543 535
Rank change year-on-year +31 -8 +66
Permanent jobs citing Kalman Filter 829 854 830
As % of all permanent IT jobs advertised in the UK 0.55% 0.49% 0.48%
As % of the Processes & Methodologies category 0.60% 0.54% 0.52%
Number of salaries quoted 678 681 674
UK median annual salary £50,000 £47,500 £48,000
Median salary % change year-on-year +5.26% -1.04% +1.05%
10th Percentile £31,500 £28,000 £27,500
90th Percentile £81,250 £71,250 £75,000
UK excluding London median annual salary £42,000 £45,000 £40,000
% change year-on-year -6.67% +12.50% -6.98%

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 139,215 159,254 159,438
As % of all permanent IT jobs advertised in the UK 91.69% 91.81% 91.34%
Number of salaries quoted 109,757 128,326 131,789
UK median annual salary £52,500 £50,000 £47,500
Median salary % change year-on-year +5.00% +5.26% -
10th Percentile £29,850 £28,500 £27,750
90th Percentile £85,000 £80,000 £78,750
UK excluding London median annual salary £45,000 £45,000 £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 22 January 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 22 January 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 +39 781 £52,500 +9.38% 155
UK excluding London +36 455 £42,000 -6.67% 134
London +34 361 £67,500 +25.58% 41
East of England +65 120 £36,000 -20.00% 21
South East +13 117 £50,000 -6.98% 36
North of England -10 85 £42,500 +13.33% 24
Midlands +69 68 £57,500 +19.48% 17
West Midlands +75 60 £57,500 +11.11% 14
North West +19 54 £43,500 +20.83% 14
South West +31 29 £34,000 -4.90% 17
Yorkshire -19 27 £37,500 -9.64% 8
Scotland +11 23 £41,250 -7.30% 18
Wales +17 7 £41,125 -28.48% 1
East Midlands +14 7 £33,250 -25.28% 3
Northern Ireland - 6 £45,000 - 1
North East +9 4 £31,500 -35.05% 2

For the 6 months to 22 January 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.

1 439 (52.96%) Firewall
2 314 (37.88%) Web Filtering
3 269 (32.45%) Windows
4 262 (31.60%) VMware
5 250 (30.16%) Cisco
6 241 (29.07%) Microsoft
7 216 (26.06%) Active Directory
8 213 (25.69%) VMware Infrastructure
9 193 (23.28%) Microsoft Azure
9 193 (23.28%) Finance
10 183 (22.07%) Information Security
11 180 (21.71%) Data Centre
12 173 (20.87%) WAN
13 171 (20.63%) LAN
14 163 (19.66%) TCP/IP
15 158 (19.06%) Problem-Solving
16 157 (18.94%) Hyper-V
17 154 (18.58%) DNS
18 151 (18.21%) Cisco Certification
19 144 (17.37%) Amazon AWS
19 144 (17.37%) SIEM
20 140 (16.89%) Python
21 139 (16.77%) Agile Software Development
22 132 (15.92%) Symantec
23 131 (15.80%) Network Security
24 130 (15.68%) DevOps
25 129 (15.56%) Self-Motivation
26 128 (15.44%) Office 365
27 126 (15.20%) ITIL
28 124 (14.96%) Windows Server

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 69 (8.32%) SharePoint
2 64 (7.72%) MS Exchange
3 36 (4.34%) Exchange Server 2013
4 33 (3.98%) Exchange Server 2010
5 32 (3.86%) SharePoint Server
6 26 (3.14%) Skype for Business
7 16 (1.93%) Exchange Server 2007
8 14 (1.69%) SAS
9 13 (1.57%) CMS
9 13 (1.57%) IIS
10 12 (1.45%) Confluence
11 8 (0.97%) Exchange Server 2003
12 6 (0.72%) BizTalk Server
12 6 (0.72%) Commerce Server
12 6 (0.72%) SharePoint 2010
13 5 (0.60%) WordPress
14 4 (0.48%) Apache Spark
15 3 (0.36%) Apache
15 3 (0.36%) Elasticsearch
15 3 (0.36%) Jupyter
Applications
1 42 (5.07%) Microsoft Office
2 27 (3.26%) Microsoft Excel
3 15 (1.81%) MS Visio
4 12 (1.45%) Microsoft PowerPoint
5 3 (0.36%) Adobe Creative Suite
5 3 (0.36%) Photoshop
6 2 (0.24%) GNU Octave
6 2 (0.24%) InVision
6 2 (0.24%) OmniGraffle
6 2 (0.24%) Spreadsheet
7 1 (0.12%) Simulink
Business Applications
1 7 (0.84%) WebTrends
2 6 (0.72%) Remedy ITSM
3 5 (0.60%) Actimize
4 4 (0.48%) Dynamics CRM
4 4 (0.48%) Dynamics NAV
4 4 (0.48%) Global One
4 4 (0.48%) Oracle Payroll
5 2 (0.24%) Elite 3E
5 2 (0.24%) Infor M3
5 2 (0.24%) SAP ERP
6 1 (0.12%) Cognos Business Intelligence
6 1 (0.12%) Oracle Applications
6 1 (0.12%) PeopleSoft HCM
6 1 (0.12%) Workfront
Cloud Services
1 193 (23.28%) Microsoft Azure
2 144 (17.37%) Amazon AWS
3 128 (15.44%) Office 365
4 36 (4.34%) Mimecast
5 22 (2.65%) SaaS
6 20 (2.41%) Azure Active Directory
7 9 (1.09%) G Suite
7 9 (1.09%) Google Analytics
7 9 (1.09%) Google Tag Manager
8 8 (0.97%) Google Cloud Platform
9 7 (0.84%) AdWords
9 7 (0.84%) IaaS
9 7 (0.84%) Salesforce Sales Cloud
10 6 (0.72%) OpenDNS
11 5 (0.60%) PaaS
11 5 (0.60%) Yammer
12 4 (0.48%) Cloud Computing
12 4 (0.48%) Slack
13 3 (0.36%) GitHub
14 2 (0.24%) Route 53
Communications & Networking
1 439 (52.96%) Firewall
2 173 (20.87%) WAN
3 171 (20.63%) LAN
4 163 (19.66%) TCP/IP
5 154 (18.58%) DNS
6 131 (15.80%) Network Security
7 123 (14.84%) DHCP
8 122 (14.72%) VPN
9 111 (13.39%) Intrusion Detection
10 109 (13.15%) OSPF
11 95 (11.46%) Wireshark
12 76 (9.17%) Wireless
13 74 (8.93%) Wi-Fi
14 69 (8.32%) Ethernet
15 60 (7.24%) BGP
15 60 (7.24%) SAN
16 58 (7.00%) MPLS
17 56 (6.76%) Internet
18 46 (5.55%) VLAN
19 45 (5.43%) Cisco ASA
Database & Business Intelligence
1 34 (4.10%) SQL Server
2 15 (1.81%) Amazon RDS
3 11 (1.33%) Relational Database
4 10 (1.21%) Big Data
5 9 (1.09%) BusinessObjects
5 9 (1.09%) Data Mart
5 9 (1.09%) MySQL
5 9 (1.09%) RDBMS
6 8 (0.97%) Power BI
7 7 (0.84%) Data Warehouse
7 7 (0.84%) OLAP
7 7 (0.84%) Oracle Database
7 7 (0.84%) SQLPlus
8 6 (0.72%) MongoDB
9 5 (0.60%) OLTP
10 4 (0.48%) Hadoop
10 4 (0.48%) QlikView
10 4 (0.48%) SQL Server Integration Services
11 3 (0.36%) Azure SQL Database
11 3 (0.36%) SQL Server 2008
Development Applications
1 81 (9.77%) Ant
2 79 (9.53%) Jenkins
3 75 (9.05%) Gradle
3 75 (9.05%) Maven
3 75 (9.05%) Visual Studio Team System
4 17 (2.05%) JIRA
5 15 (1.81%) Git (software)
6 9 (1.09%) CMake
6 9 (1.09%) Visual Studio
7 6 (0.72%) Hudson
8 3 (0.36%) Bitbucket
8 3 (0.36%) ProC
8 3 (0.36%) PVCS
9 2 (0.24%) Axure RP
9 2 (0.24%) Balsamiq Mockups
9 2 (0.24%) Metasploit
9 2 (0.24%) Rational DOORS
10 1 (0.12%) Vagrant
10 1 (0.12%) VSS/SourceSafe
10 1 (0.12%) webpack
General
1 193 (23.28%) Finance
2 88 (10.62%) Retail
3 71 (8.56%) Financial Institution
4 42 (5.07%) Banking
5 26 (3.14%) Marketing
5 26 (3.14%) Telecoms
6 22 (2.65%) Manufacturing
7 20 (2.41%) Legal
8 11 (1.33%) Electronics
9 10 (1.21%) Back Office
9 10 (1.21%) Games
9 10 (1.21%) Law
10 5 (0.60%) Corporate Banking
10 5 (0.60%) Investment Banking
10 5 (0.60%) Multimedia
11 4 (0.48%) Aerospace
11 4 (0.48%) Front Office
12 3 (0.36%) Pharmaceutical
13 2 (0.24%) Digital Economy
14 1 (0.12%) Automotive
Job Titles
1 185 (22.32%) Analyst
2 99 (11.94%) Security Analyst
3 88 (10.62%) Security Engineer
4 63 (7.60%) DevOps Engineer
4 63 (7.60%) Network Engineer
5 57 (6.88%) Infrastructure Engineer
6 52 (6.27%) Developer
7 50 (6.03%) Support Engineer
8 49 (5.91%) Network Analyst
9 47 (5.67%) Network Security Analyst
10 46 (5.55%) Cloud Engineer
11 40 (4.83%) IT Analyst
12 38 (4.58%) Administrator
13 37 (4.46%) IT Engineer
14 35 (4.22%) 3rd Line Support
14 35 (4.22%) AWS Engineer
15 33 (3.98%) 3rd Line Engineer
16 30 (3.62%) Automation Engineer
17 29 (3.50%) AWS DevOps
17 29 (3.50%) Cloud Automation Engineer
Libraries, Frameworks & Software Standards
1 88 (10.62%) .NET
2 28 (3.38%) HTML
3 19 (2.29%) CSS
4 18 (2.17%) 802.1X
5 16 (1.93%) LDAP
5 16 (1.93%) Middleware
6 13 (1.57%) Natural Language Processing
7 11 (1.33%) jQuery
7 11 (1.33%) Web Services
8 9 (1.09%) Boost C++ Libraries
8 9 (1.09%) OpenCV
8 9 (1.09%) Qt
8 9 (1.09%) ZeroMQ
9 7 (0.84%) TensorFlow
10 6 (0.72%) REST
10 6 (0.72%) Twitter Bootstrap
11 5 (0.60%) CSS3
11 5 (0.60%) HTML5
11 5 (0.60%) Node.js
11 5 (0.60%) OAuth
Miscellaneous
1 180 (21.71%) Data Centre
2 129 (15.56%) Self-Motivation
3 82 (9.89%) Analytical Skills
4 74 (8.93%) Enterprise Software
5 65 (7.84%) Management Information System
6 48 (5.79%) Algorithms
7 26 (3.14%) Cyberthreat
8 25 (3.02%) Cyber Kill Chain
9 22 (2.65%) User Experience
10 21 (2.53%) Public Cloud
10 21 (2.53%) Security Operations Centre
11 20 (2.41%) Distributed Denial-of-Service
12 19 (2.29%) Data Protection Act
13 18 (2.17%) PKI
14 14 (1.69%) Driving Licence
15 13 (1.57%) Fintech
16 12 (1.45%) Acoustics
17 11 (1.33%) Smart Meter
18 9 (1.09%) CUDA
18 9 (1.09%) Hedge funds
Operating Systems
1 269 (32.45%) Windows
2 124 (14.96%) Windows Server
3 117 (14.11%) Linux
4 60 (7.24%) Windows Server 2012
5 58 (7.00%) Windows Server 2003
6 56 (6.76%) Windows Server 2008
7 45 (5.43%) Windows 10
8 38 (4.58%) Windows 7
9 32 (3.86%) Unix
10 20 (2.41%) Windows 8
11 16 (1.93%) Mac OS X
12 12 (1.45%) Apple iOS
13 10 (1.21%) AIX
14 8 (0.97%) Android
15 6 (0.72%) Embedded Linux
15 6 (0.72%) Mac OS
16 5 (0.60%) pSOS
16 5 (0.60%) Red Hat Enterprise Linux
16 5 (0.60%) Solaris
17 4 (0.48%) SUSE
Processes & Methodologies
1 314 (37.88%) Web Filtering
2 183 (22.07%) Information Security
3 158 (19.06%) Problem-Solving
4 144 (17.37%) SIEM
5 139 (16.77%) Agile Software Development
6 130 (15.68%) DevOps
7 126 (15.20%) ITIL
8 108 (13.03%) Cybersecurity
9 92 (11.10%) Email Filtering
10 90 (10.86%) Analytics
11 77 (9.29%) Configuration Management
12 75 (9.05%) Artefact Management
12 75 (9.05%) Infrastructure Engineering
13 73 (8.81%) Security Testing
14 72 (8.69%) Patch Management
15 66 (7.96%) Security Operations
16 53 (6.39%) Continuous Improvement
16 53 (6.39%) Network Management
17 49 (5.91%) Risk Management
17 49 (5.91%) Service Delivery
Programming Languages
1 140 (16.89%) Python
2 96 (11.58%) Bash Shell
3 86 (10.37%) SQL
4 75 (9.05%) Ruby
5 54 (6.51%) PowerShell
6 42 (5.07%) C#
7 40 (4.83%) C++
8 36 (4.34%) Java
9 33 (3.98%) C
10 26 (3.14%) JavaScript
11 22 (2.65%) Perl
12 18 (2.17%) Shell Script
13 17 (2.05%) MATLAB
14 15 (1.81%) VBScript
15 8 (0.97%) Embedded C
16 7 (0.84%) PHP
16 7 (0.84%) PL/SQL
17 6 (0.72%) VB
18 5 (0.60%) R
18 5 (0.60%) T-SQL
Qualifications
1 151 (18.21%) Cisco Certification
2 114 (13.75%) CCNP
3 95 (11.46%) CCNA
4 94 (11.34%) CISSP
5 72 (8.69%) Degree
6 51 (6.15%) CCSA
7 50 (6.03%) Microsoft Certification
8 48 (5.79%) MCSE
9 45 (5.43%) ITIL Certification
10 44 (5.31%) SANS
11 42 (5.07%) SSCP
12 37 (4.46%) VMware Certified Professional (VCP)
13 35 (4.22%) CCIE
14 34 (4.10%) CEH
15 32 (3.86%) CISM
15 32 (3.86%) Security Cleared
16 28 (3.38%) (ISC)2 CCSP
16 28 (3.38%) CCSP
16 28 (3.38%) ISSAP
17 27 (3.26%) SC Cleared
Quality Assurance & Compliance
1 91 (10.98%) ISO/IEC 27001
2 57 (6.88%) PCI DSS
3 54 (6.51%) GDPR
4 45 (5.43%) SLA
5 18 (2.17%) Cyber Essentials
6 16 (1.93%) QA
7 13 (1.57%) MiFID
8 7 (0.84%) Data Quality
9 6 (0.72%) PMO
10 4 (0.48%) Cyber Essentials PLUS
10 4 (0.48%) GPG13
10 4 (0.48%) ISO/IEC 27005
11 1 (0.12%) COBIT
11 1 (0.12%) ISO 9001
11 1 (0.12%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
System Software
1 216 (26.06%) Active Directory
2 213 (25.69%) VMware Infrastructure
3 157 (18.94%) Hyper-V
4 79 (9.53%) Docker
5 18 (2.17%) XenApp
6 15 (1.81%) VMware ESXi
7 9 (1.09%) XenDesktop
8 8 (0.97%) Virtual Machines
9 6 (0.72%) VMware Server
10 5 (0.60%) Virtual Desktop
10 5 (0.60%) Virtual Servers
11 4 (0.48%) Terminal Services
12 3 (0.36%) vSphere
13 2 (0.24%) DFS Replication
13 2 (0.24%) Firmware
13 2 (0.24%) NFS
13 2 (0.24%) Snort
13 2 (0.24%) Squid
13 2 (0.24%) VMware Workstation
14 1 (0.12%) Xen
Systems Management
1 77 (9.29%) Ansible
1 77 (9.29%) Puppet
2 74 (8.93%) SCCM
3 49 (5.91%) Stealthwatch
4 48 (5.79%) Norton AntiVirus
5 36 (4.34%) Backup Exec
6 28 (3.38%) Kubernetes
7 25 (3.02%) RSA Security Analytics
7 25 (3.02%) Single Sign-On
8 22 (2.65%) Nessus
9 12 (1.45%) WSUS
10 11 (1.33%) Nmap
11 9 (1.09%) ZABBIX
12 8 (0.97%) QRadar
12 8 (0.97%) SCOM
13 7 (0.84%) Cisco Prime
13 7 (0.84%) McAfee ePO
14 6 (0.72%) Cisco CUCM
14 6 (0.72%) Control-M
15 5 (0.60%) FortiGate
Vendors
1 262 (31.60%) VMware
2 250 (30.16%) Cisco
3 241 (29.07%) Microsoft
4 132 (15.92%) Symantec
5 114 (13.75%) HP
6 103 (12.42%) CheckPoint
7 94 (11.34%) Palo Alto
8 84 (10.13%) Dell
9 80 (9.65%) SolarWinds
10 57 (6.88%) McAfee
11 53 (6.39%) Citrix
11 53 (6.39%) Forcepoint
12 46 (5.55%) IBM
13 42 (5.07%) Splunk
14 38 (4.58%) Red Hat
15 30 (3.62%) Veeam
16 29 (3.50%) Juniper
17 28 (3.38%) NetApp
18 27 (3.26%) Google
19 25 (3.02%) Sophos