Period
to 12 December 2019

The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for Migration skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Migration over the 6 months to 12 December 2019 with a comparison to the same period in the previous 2 years.

Migration
UK > England
6 months to
12 Dec 2019
Same period 2018 Same period 2017
Rank 82 100 129
Rank change year-on-year +18 +29 +18
Permanent jobs citing Migration 4,403 4,611 4,412
As % of all permanent IT jobs advertised in England 3.58% 3.11% 2.63%
As % of the Processes & Methodologies category 3.89% 3.38% 2.85%
Number of salaries quoted 3,396 3,553 3,252
England median annual salary £60,000 £57,500 £55,000
Median salary % change year-on-year +4.35% +4.55% +6.80%
10th Percentile £35,000 £33,250 £34,000
90th Percentile £92,500 £87,500 £86,250
UK median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% +6.80%

Migration 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 advertised in England with a requirement for process or methodology skills.

All Process and Methodology Skills
England
Permanent vacancies with a requirement for process or methodology skills 113,258 136,497 155,051
As % of all permanent IT jobs advertised in England 92.08% 92.08% 92.28%
Number of salaries quoted 90,601 109,169 124,126
England median annual salary £52,541 £52,500 £50,000
Median salary % change year-on-year +0.08% +5.00% -
10th Percentile £30,000 £30,000 £28,500
90th Percentile £87,500 £85,000 £80,000
UK median annual salary £52,500 £52,500 £50,000
% change year-on-year - +5.00% +3.09%

Migration
Job Vacancy Trend in England

Job postings citing Migration as a percentage of all IT jobs advertised in England.

Job vacancy trend for Migration in England

Migration
Salary Trend in England

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

Salary trend for Migration in England

Migration
Salary Histogram in England

The salary distribution of IT jobs citing Migration in England over the 6 months to 12 December 2019.

Salary histogram for Migration in England

Migration
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Migration within the England region over the 6 months to 12 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
London +16 2,259 £67,500 +5.88% 302
South East +10 711 £57,000 +3.64% 123
North of England +39 498 £45,412 -4.40% 140
Midlands +48 393 £52,500 +10.53% 93
North West +25 273 £45,000 -6.25% 76
South West +15 262 £45,000 -5.26% 62
East of England +9 253 £50,178 -8.77% 57
West Midlands +22 249 £53,750 +7.50% 72
Yorkshire +21 189 £47,500 +5.56% 50
East Midlands +56 143 £47,250 +18.13% 21
North East +13 36 £47,456 -20.91% 14
Migration
UK

For the 6 months to 12 December 2019, IT jobs citing Migration 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 across the England region with a requirement for Migration.

1 1,504 (34.16%) Azure
2 1,296 (29.43%) Microsoft
3 1,237 (28.09%) Agile Software Development
4 1,163 (26.41%) AWS
5 1,148 (26.07%) SQL
6 986 (22.39%) Data Migration
7 958 (21.76%) Finance
8 932 (21.17%) Windows
9 784 (17.81%) SQL Server
10 767 (17.42%) DevOps
11 728 (16.53%) Office 365
12 669 (15.19%) Active Directory
13 599 (13.60%) VMware
14 594 (13.49%) Linux
15 580 (13.17%) Problem-Solving
16 536 (12.17%) C#
17 499 (11.33%) Project Management
18 479 (10.88%) Python
19 472 (10.72%) Windows Server
20 471 (10.70%) .NET
21 466 (10.58%) Data Centre
22 464 (10.54%) Analytics
23 460 (10.45%) Java
24 451 (10.24%) GCP
25 441 (10.02%) Project Delivery
26 434 (9.86%) Analytical Skills
27 422 (9.58%) Firewall
28 421 (9.56%) PowerShell
29 418 (9.49%) Degree
30 412 (9.36%) Business Intelligence

Migration
Co-occurring IT Skills in England 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
1 335 (7.61%) SharePoint
2 194 (4.41%) MS Exchange
3 130 (2.95%) IIS
4 79 (1.79%) Confluence
5 66 (1.50%) CMS
5 66 (1.50%) Skype for Business
6 53 (1.20%) Apache Spark
7 52 (1.18%) SAS
8 45 (1.02%) Apache
8 45 (1.02%) Exchange Server 2013
9 41 (0.93%) Elasticsearch
10 39 (0.89%) Tomcat
11 36 (0.82%) nginx
12 32 (0.73%) Exchange Server 2010
13 27 (0.61%) SharePoint 2013
14 26 (0.59%) WordPress
15 20 (0.45%) OpenStack
15 20 (0.45%) SharePoint 2010
15 20 (0.45%) WebLogic
16 17 (0.39%) JBoss
Applications
1 226 (5.13%) Microsoft Office
2 166 (3.77%) Microsoft Excel
3 42 (0.95%) Microsoft PowerPoint
4 27 (0.61%) Microsoft Project
4 27 (0.61%) MS Visio
5 8 (0.18%) Spreadsheet
6 3 (0.068%) Photoshop
7 2 (0.045%) HipChat
7 2 (0.045%) InfoPath
8 1 (0.023%) Adobe Illustrator
8 1 (0.023%) Adobe Premiere
8 1 (0.023%) AutoCAD
8 1 (0.023%) Autodesk Inventor
8 1 (0.023%) Chatbot
8 1 (0.023%) Gliffy
8 1 (0.023%) InDesign
8 1 (0.023%) Maya
8 1 (0.023%) NUKE
8 1 (0.023%) Sketch
Business Applications
1 77 (1.75%) Dynamics CRM
2 69 (1.57%) FINCAD Analytics
3 33 (0.75%) SAP S/4HANA
4 21 (0.48%) Dynamics AX
5 20 (0.45%) SAP Business One
6 19 (0.43%) SAP MM
7 17 (0.39%) NetSuite
8 15 (0.34%) Magento
9 13 (0.30%) SAP SD
9 13 (0.30%) thinkFolio
10 12 (0.27%) LatentZero
10 12 (0.27%) Oracle EBS
11 10 (0.23%) Dynamics NAV
11 10 (0.23%) SAP MDG
12 9 (0.20%) Distributed Ledger
12 9 (0.20%) Payment Gateway
12 9 (0.20%) SAP HCM
12 9 (0.20%) Shopify
13 8 (0.18%) Adobe Campaign
13 8 (0.18%) SAP FI/CO
Cloud Services
1 1,504 (34.16%) Azure
2 1,163 (26.41%) AWS
3 728 (16.53%) Office 365
4 451 (10.24%) GCP
5 304 (6.90%) IaaS
6 302 (6.86%) PaaS
7 244 (5.54%) Power Platform
8 219 (4.97%) SaaS
9 195 (4.43%) Azure Active Directory
10 153 (3.47%) Cloud Computing
11 115 (2.61%) AWS CloudFormation
12 101 (2.29%) Dynamics 365
13 90 (2.04%) Serverless
14 81 (1.84%) OneDrive
15 77 (1.75%) Amazon EC2
16 75 (1.70%) Amazon S3
17 70 (1.59%) Virtual Private Cloud
18 56 (1.27%) GitHub
19 51 (1.16%) PowerApps
20 46 (1.04%) AWS Lambda
Communications & Networking
1 422 (9.58%) Firewall
2 227 (5.16%) DNS
3 193 (4.38%) WAN
4 185 (4.20%) LAN
5 148 (3.36%) TCP/IP
6 124 (2.82%) DHCP
7 123 (2.79%) SAN
8 113 (2.57%) VPN
9 89 (2.02%) Wireless
10 86 (1.95%) Skype
11 85 (1.93%) VoIP
12 65 (1.48%) Internet
13 61 (1.39%) Network Security
14 52 (1.18%) Cisco ASA
15 49 (1.11%) Wi-Fi
16 47 (1.07%) SSL
17 43 (0.98%) MPLS
18 41 (0.93%) Cisco Nexus
19 40 (0.91%) HTTP
20 36 (0.82%) Intranet
Database & Business Intelligence
1 784 (17.81%) SQL Server
2 380 (8.63%) Data Warehouse
3 279 (6.34%) SQL Server Integration Services
4 226 (5.13%) Big Data
5 202 (4.59%) Power BI
6 190 (4.32%) SQL Server Reporting Services
7 184 (4.18%) Relational Database
8 178 (4.04%) SQL Server Analysis Services
9 157 (3.57%) MySQL
10 145 (3.29%) PostgreSQL
11 101 (2.29%) Azure SQL Database
12 100 (2.27%) Amazon DynamoDB
13 81 (1.84%) RDBMS
14 76 (1.73%) Data Lake
15 71 (1.61%) NoSQL
16 69 (1.57%) Hadoop
17 68 (1.54%) SQL Server 2008
18 66 (1.50%) Amazon Athena
19 65 (1.48%) Amazon RDS
20 60 (1.36%) QlikView
Development Applications
1 269 (6.11%) Git (software)
2 196 (4.45%) JIRA
3 185 (4.20%) Jenkins
4 102 (2.32%) Team Foundation Server
5 97 (2.20%) Visual Studio
6 76 (1.73%) Visual Studio Team System
7 73 (1.66%) TeamCity
8 66 (1.50%) Octopus Deploy
9 51 (1.16%) Maven
10 47 (1.07%) Selenium
11 33 (0.75%) Zephyr
12 32 (0.73%) Bitbucket
13 29 (0.66%) Subversion
14 28 (0.64%) GitLab
15 26 (0.59%) Artifactory
16 24 (0.55%) Ant
16 24 (0.55%) ERwin
16 24 (0.55%) SoapUI
16 24 (0.55%) SQL Server Management Studio (SSMS)
17 23 (0.52%) SonarQube
General
1 958 (21.76%) Finance
2 274 (6.22%) Banking
3 237 (5.38%) Retail
4 224 (5.09%) Public Sector
5 154 (3.50%) Marketing
6 128 (2.91%) Manufacturing
7 123 (2.79%) Telecoms
8 113 (2.57%) Front Office
9 68 (1.54%) Legal
10 58 (1.32%) Law
11 37 (0.84%) Automotive
12 28 (0.64%) Advertising
12 28 (0.64%) Investment Banking
13 27 (0.61%) Billing
14 25 (0.57%) Games
15 22 (0.50%) Local Government
16 20 (0.45%) Back Office
17 17 (0.39%) Publishing
18 16 (0.36%) Police
19 13 (0.30%) Electronics
Job Titles
1 821 (18.65%) Architect
2 660 (14.99%) Developer
3 456 (10.36%) Consultant
4 419 (9.52%) Analyst
5 265 (6.02%) Cloud Architect
6 263 (5.97%) Solutions Architect
7 241 (5.47%) Infrastructure Engineer
7 241 (5.47%) Project Manager
8 208 (4.72%) DevOps Engineer
9 177 (4.02%) Cloud Engineer
10 165 (3.75%) Azure Architect
11 159 (3.61%) SQL Developer
12 145 (3.29%) Data Analyst
13 123 (2.79%) Administrator
14 116 (2.63%) Senior Developer
15 113 (2.57%) Business Analyst
16 105 (2.38%) Cloud Solutions Architect
17 104 (2.36%) AWS Engineer
17 104 (2.36%) Infrastructure Manager
18 101 (2.29%) C# Developer
Libraries, Frameworks & Software Standards
1 471 (10.70%) .NET
2 314 (7.13%) Web Services
3 218 (4.95%) CSS
4 215 (4.88%) HTML
5 162 (3.68%) AngularJS
6 147 (3.34%) ASP.NET
7 134 (3.04%) XML
8 120 (2.73%) J2EE
9 118 (2.68%) .NET Framework
10 113 (2.57%) JSON
11 108 (2.45%) REST
12 105 (2.38%) RESTful
13 103 (2.34%) jQuery
14 99 (2.25%) React
15 91 (2.07%) Node.js
16 86 (1.95%) ASP.NET Web API
17 80 (1.82%) Entity Framework
18 75 (1.70%) Middleware
19 68 (1.54%) .NET Core
20 63 (1.43%) ASP.NET MVC
Miscellaneous
1 466 (10.58%) Data Centre
2 434 (9.86%) Analytical Skills
3 238 (5.41%) Hybrid Cloud
4 212 (4.81%) Public Cloud
5 195 (4.43%) Self-Motivation
6 163 (3.70%) Management Information System
7 160 (3.63%) Cloud Native
8 157 (3.57%) Enterprise Software
9 146 (3.32%) Greenfield Project
10 112 (2.54%) Hedge funds
11 110 (2.50%) Private Cloud
12 102 (2.32%) User Experience
13 99 (2.25%) Fixed Income
14 92 (2.09%) Derivative
15 84 (1.91%) Driving Licence
16 75 (1.70%) Replication
17 74 (1.68%) Equities
18 67 (1.52%) Virtual Team
19 64 (1.45%) Data Structures
20 53 (1.20%) AS400
Operating Systems
1 932 (21.17%) Windows
2 594 (13.49%) Linux
3 472 (10.72%) Windows Server
4 252 (5.72%) Windows 10
5 96 (2.18%) Windows Server 2012
6 85 (1.93%) Windows 7
7 73 (1.66%) Red Hat Enterprise Linux
8 69 (1.57%) Unix
9 67 (1.52%) CentOS
10 62 (1.41%) Windows Server 2008
11 30 (0.68%) Windows 8
12 27 (0.61%) Android
13 23 (0.52%) Ubuntu
13 23 (0.52%) Windows Server 2003
14 17 (0.39%) Mac OS
15 15 (0.34%) Apple iOS
16 10 (0.23%) Debian
16 10 (0.23%) Mac OS X
17 9 (0.20%) Solaris
18 7 (0.16%) AIX
Processes & Methodologies
1 1,237 (28.09%) Agile Software Development
2 986 (22.39%) Data Migration
3 767 (17.42%) DevOps
4 580 (13.17%) Problem-Solving
5 499 (11.33%) Project Management
6 464 (10.54%) Analytics
7 441 (10.02%) Project Delivery
8 412 (9.36%) Business Intelligence
9 381 (8.65%) ITIL
10 369 (8.38%) ETL
11 368 (8.36%) Mentoring
12 332 (7.54%) Microservices
13 314 (7.13%) Stakeholder Management
14 311 (7.06%) Infrastructure Engineering
15 291 (6.61%) Presales
16 288 (6.54%) Data Modelling
17 257 (5.84%) Scrum
18 254 (5.77%) Software Engineering
19 219 (4.97%) Decision-Making
20 204 (4.63%) CRM
Programming Languages
1 1,148 (26.07%) SQL
2 536 (12.17%) C#
3 479 (10.88%) Python
4 460 (10.45%) Java
5 421 (9.56%) PowerShell
6 388 (8.81%) JavaScript
7 248 (5.63%) T-SQL
8 154 (3.50%) C++
9 126 (2.86%) PHP
10 125 (2.84%) Bash Shell
11 114 (2.59%) C
12 102 (2.32%) Ruby
13 91 (2.07%) Go
14 70 (1.59%) Kotlin
15 69 (1.57%) VB.NET
16 65 (1.48%) PL/SQL
17 64 (1.45%) Shell Script
18 58 (1.32%) Perl
19 57 (1.29%) R
19 57 (1.29%) VB
Qualifications
1 418 (9.49%) Degree
2 237 (5.38%) Security Cleared
3 177 (4.02%) Microsoft Certification
4 168 (3.82%) SC Cleared
5 133 (3.02%) AWS Certification
6 127 (2.88%) Computer Science Degree
7 123 (2.79%) Cisco Certification
8 103 (2.34%) MCSE
9 94 (2.13%) CCNP
10 50 (1.14%) CCNA
11 49 (1.11%) MCSA
12 42 (0.95%) PMI Certification
13 34 (0.77%) PMP
14 33 (0.75%) TOGAF Certification
15 32 (0.73%) CCIE
16 31 (0.70%) ISTQB
16 31 (0.70%) ITIL Certification
17 23 (0.52%) VMware Certified Professional (VCP)
18 22 (0.50%) ISTQB Foundation Certification
18 22 (0.50%) MCITP
Quality Assurance & Compliance
1 234 (5.31%) Data Quality
2 137 (3.11%) QA
3 126 (2.86%) SLA
4 80 (1.82%) GDPR
5 74 (1.68%) PMO
6 67 (1.52%) ISO/IEC 27001
7 30 (0.68%) PCI DSS
8 12 (0.27%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
9 10 (0.23%) COBIT
10 7 (0.16%) HL7
11 5 (0.11%) NIST
12 4 (0.091%) NCSC
13 3 (0.068%) Cyber Essentials
13 3 (0.068%) DICOM
13 3 (0.068%) Sarbanes-Oxley
14 2 (0.045%) GAAP
14 2 (0.045%) ISO 9001
15 1 (0.023%) BS7799
15 1 (0.023%) GxP
15 1 (0.023%) ISO/IEC 20000
System Software
1 669 (15.19%) Active Directory
2 402 (9.13%) VMware Infrastructure
3 343 (7.79%) Docker
4 249 (5.66%) Hyper-V
5 94 (2.13%) vSphere
6 82 (1.86%) XenApp
7 63 (1.43%) VMware ESXi
8 54 (1.23%) Virtual Machines
9 40 (0.91%) XenDesktop
10 36 (0.82%) Microsoft App-V
11 23 (0.52%) VMware NSX
12 22 (0.50%) Virtual Servers
13 18 (0.41%) NFS
14 12 (0.27%) VMware Workstation
15 11 (0.25%) Microsoft Virtual Server
16 9 (0.20%) HDFS
17 8 (0.18%) Samba
17 8 (0.18%) VirtualBox
18 7 (0.16%) OpenSSH
18 7 (0.16%) VMware Server
Systems Management
1 342 (7.77%) Kubernetes
2 321 (7.29%) Terraform
3 256 (5.81%) Puppet
4 253 (5.75%) Ansible
5 243 (5.52%) SCCM
6 191 (4.34%) Opscode Chef
7 140 (3.18%) Microsoft Intune
8 61 (1.39%) SCOM
9 37 (0.84%) Salt
10 32 (0.73%) WSUS
11 29 (0.66%) HAProxy
12 26 (0.59%) Packer
13 25 (0.57%) vRealize
14 22 (0.50%) Mesos
14 22 (0.50%) Nagios
14 22 (0.50%) Rancher
15 21 (0.48%) PowerCLI
15 21 (0.48%) Single Sign-On
16 20 (0.45%) ZABBIX
17 19 (0.43%) Cisco Prime
Vendors
1 1,296 (29.43%) Microsoft
2 599 (13.60%) VMware
3 340 (7.72%) Google
4 332 (7.54%) Oracle
5 325 (7.38%) Cisco
6 245 (5.56%) SAP
7 209 (4.75%) Citrix
8 187 (4.25%) IBM
9 109 (2.48%) Tableau
10 107 (2.43%) Informatica
11 98 (2.23%) Salesforce.com
12 73 (1.66%) Bloomberg
13 72 (1.64%) Red Hat
14 67 (1.52%) NetApp
15 61 (1.39%) HP
16 53 (1.20%) Talend
17 52 (1.18%) SolarWinds
18 50 (1.14%) Meraki
19 49 (1.11%) Teradata
20 44 (1.00%) Juniper