Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 14 June 2021

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 14 June 2021 with a comparison to the same period in the previous 2 years.

Migration
UK > England
6 months to
14 Jun 2021		 Same period 2020 Same period 2019
Rank 80 80 87
Rank change year-on-year 0 +7 +31
Permanent jobs citing Migration 3,413 2,933 4,568
As % of all permanent jobs advertised in England 3.82% 3.81% 3.44%
As % of the Processes & Methodologies category 4.09% 4.12% 3.72%
Number of salaries quoted 2,618 2,321 3,392
10th Percentile £36,250 £37,500 £35,000
25th Percentile £42,500 £46,750 £43,750
Median annual salary (50th Percentile) £58,500 £65,000 £57,500
Median % change year-on-year -10.00% +13.04% -
75th Percentile £80,000 £78,750 £75,000
90th Percentile £95,000 £110,000 £90,000
UK median annual salary £57,500 £62,500 £57,500
% change year-on-year -8.00% +8.70% +4.55%

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 83,444 71,125 122,746
As % of all permanent IT jobs advertised in England 93.30% 92.43% 92.31%
Number of salaries quoted 59,488 57,684 98,151
10th Percentile £32,500 £31,750 £30,000
25th Percentile £42,250 £41,250 £38,000
Median annual salary (50th Percentile) £55,000 £55,000 £52,500
Median % change year-on-year - +4.76% +5.00%
75th Percentile £75,000 £75,000 £71,250
90th Percentile £92,500 £90,000 £86,250
UK median annual salary £55,000 £55,000 £52,500
% change year-on-year - +4.76% +5.00%

Migration
Job Vacancy Trend in England

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

Job vacancy trend for Migration in England

Migration
Salary Trend in England

3-month moving average salary quoted in jobs citing Migration in England.

Salary trend for Migration in England

Migration
Salary Histogram in England

Salary distribution for jobs citing Migration in England over the 6 months to 14 June 2021.

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 14 June 2021. 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 -12 1,599 £75,000 +7.14% 284
North of England +20 632 £47,500 -5.00% 150
South East -15 483 £50,000 -16.67% 94
North West +28 334 £47,500 -5.00% 84
Yorkshire +28 265 £47,500 -5.00% 58
Midlands +5 249 £51,250 +2.50% 88
South West -38 175 £47,500 -5.00% 47
East of England -10 149 £53,000 -18.46% 37
West Midlands -14 145 £57,500 +15.00% 60
East Midlands +14 104 £45,000 -10.00% 28
North East -20 36 £45,000 +12.50% 8
Migration
UK

For the 6 months to 14 June 2021, 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 1,347 (39.47%) Azure
2 1,031 (30.21%) Agile Software Development
3 1,001 (29.33%) Microsoft
4 955 (27.98%) AWS
5 900 (26.37%) DevOps
6 892 (26.14%) SQL
7 818 (23.97%) Data Migration
8 719 (21.07%) Finance
9 622 (18.22%) Social Skills
10 574 (16.82%) Windows
11 471 (13.80%) Business Intelligence
12 415 (12.16%) Active Directory
13 408 (11.95%) Microsoft 365
14 402 (11.78%) Oracle
15 386 (11.31%) Linux
16 376 (11.02%) Kubernetes
17 374 (10.96%) Python
18 372 (10.90%) SQL Server
19 371 (10.87%) VMware
20 367 (10.75%) Terraform
21 349 (10.23%) Web Services
22 345 (10.11%) Project Management
23 338 (9.90%) Docker
24 328 (9.61%) Power Platform
25 327 (9.58%) Problem-Solving
26 323 (9.46%) Analytics
27 319 (9.35%) Continuous Integration
28 308 (9.02%) ERP
28 308 (9.02%) Microservices
29 307 (9.00%) C#

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
1 271 (7.94%) SharePoint
2 76 (2.23%) MS Exchange
3 65 (1.90%) Apache Spark
4 50 (1.46%) CMS
5 46 (1.35%) Apache
6 43 (1.26%) IIS
7 31 (0.91%) Confluence
8 26 (0.76%) BizTalk Server
9 24 (0.70%) Apache Airflow
10 21 (0.62%) Skype for Business
11 18 (0.53%) Elasticsearch
11 18 (0.53%) JBoss
11 18 (0.53%) Oracle Application Server
12 17 (0.50%) WebSphere
12 17 (0.50%) WordPress
13 16 (0.47%) WebSphere Application Server
14 14 (0.41%) SAS
15 13 (0.38%) Exchange Server 2010
15 13 (0.38%) Tomcat
16 11 (0.32%) GlassFish
Applications
1 156 (4.57%) Microsoft Excel
2 120 (3.52%) Microsoft Office
3 33 (0.97%) Microsoft Project
4 32 (0.94%) MS Visio
5 24 (0.70%) Microsoft PowerPoint
6 19 (0.56%) Spreadsheet
7 15 (0.44%) Oracle Smart View
8 8 (0.23%) Photoshop
9 3 (0.088%) InfoPath
10 2 (0.059%) Adobe Illustrator
10 2 (0.059%) Gliffy
11 1 (0.029%) Adobe Captivate
11 1 (0.029%) Chatbot
11 1 (0.029%) Maya
Business Applications
1 83 (2.43%) Dynamics CRM
2 51 (1.49%) Oracle ERP
3 42 (1.23%) NetSuite
4 41 (1.20%) Dynamics AX
5 34 (1.00%) SAP S/4HANA
6 33 (0.97%) Oracle EBS
7 28 (0.82%) Oracle Payables
8 25 (0.73%) Oracle Receivables
9 23 (0.67%) Oracle Subledger Accounting
10 22 (0.64%) Oracle Cash Management
11 17 (0.50%) Dynamics NAV
12 16 (0.47%) Oracle General Ledger
13 15 (0.44%) PeopleSoft HCM
14 14 (0.41%) Oracle Assets
15 11 (0.32%) Magento
16 9 (0.26%) Oracle Applications
16 9 (0.26%) SAP Hybris
17 8 (0.23%) SAP MDG
17 8 (0.23%) Sparx Enterprise Architect
18 7 (0.21%) SAP Business One
Cloud Services
1 1,347 (39.47%) Azure
2 955 (27.98%) AWS
3 408 (11.95%) Microsoft 365
4 328 (9.61%) Power Platform
5 244 (7.15%) GCP
6 241 (7.06%) SaaS
7 226 (6.62%) PaaS
8 223 (6.53%) Azure Active Directory
9 212 (6.21%) IaaS
10 153 (4.48%) Serverless
11 137 (4.01%) AWS CloudFormation
12 126 (3.69%) Dynamics 365
13 87 (2.55%) Azure Service Bus
14 75 (2.20%) Azure App Service
15 73 (2.14%) Azure Service Fabric
16 70 (2.05%) Azure Functions
17 69 (2.02%) Azure Data Factory
18 67 (1.96%) PowerApps
19 64 (1.88%) Cloud Computing
20 63 (1.85%) OneDrive
Communications & Networking
1 226 (6.62%) Firewall
2 114 (3.34%) DNS
3 94 (2.75%) VPN
4 71 (2.08%) DHCP
5 70 (2.05%) SAN
6 63 (1.85%) WAN
7 52 (1.52%) LAN
8 40 (1.17%) Remote Desktop
9 38 (1.11%) Network Security
10 36 (1.05%) Skype
11 34 (1.00%) TCP/IP
12 28 (0.82%) VLAN
13 26 (0.76%) Broadband
14 24 (0.70%) SD-WAN
15 22 (0.64%) SSL
16 21 (0.62%) HTTP
16 21 (0.62%) Wireless
17 20 (0.59%) Internet
17 20 (0.59%) MPLS
17 20 (0.59%) VSAN
Database & Business Intelligence
1 372 (10.90%) SQL Server
2 302 (8.85%) Data Warehouse
3 256 (7.50%) Power BI
4 164 (4.81%) SQL Server Integration Services
5 144 (4.22%) SQL Server Reporting Services
6 114 (3.34%) Big Data
7 113 (3.31%) Azure SQL Database
8 107 (3.14%) Tableau
9 105 (3.08%) MySQL
10 96 (2.81%) Data Lake
10 96 (2.81%) SQL Server Analysis Services
11 94 (2.75%) NoSQL
11 94 (2.75%) Relational Database
12 87 (2.55%) PostgreSQL
13 50 (1.46%) Oracle Reports
14 48 (1.41%) Oracle ODI
15 44 (1.29%) Oracle Database
16 43 (1.26%) Azure SQL Data Warehouse
17 35 (1.03%) MongoDB
17 35 (1.03%) Oracle BI Publisher
Development Applications
1 268 (7.85%) Git (software)
2 141 (4.13%) Jenkins
3 83 (2.43%) JIRA
4 60 (1.76%) Team Foundation Server
5 51 (1.49%) Oracle APEX
6 46 (1.35%) Visual Studio Team System
7 41 (1.20%) Maven
8 31 (0.91%) Cucumber
9 27 (0.79%) JUnit
9 27 (0.79%) TeamCity
10 26 (0.76%) Selenium
11 24 (0.70%) GitLab
12 22 (0.64%) Sonatype Nexus
13 20 (0.59%) SonarQube
14 19 (0.56%) Bitbucket
14 19 (0.56%) Gradle
14 19 (0.56%) Oracle Forms
15 17 (0.50%) Subversion
16 16 (0.47%) Atlassian Bamboo
16 16 (0.47%) Octopus Deploy
General
1 719 (21.07%) Finance
2 622 (18.22%) Social Skills
3 280 (8.20%) Analytical Skills
4 137 (4.01%) Front Office
5 135 (3.96%) Marketing
6 128 (3.75%) Banking
7 124 (3.63%) Public Sector
8 119 (3.49%) Law
9 97 (2.84%) Retail
10 92 (2.70%) Telecoms
11 83 (2.43%) Influencing Skills
12 80 (2.34%) Presentation Skills
13 68 (1.99%) Manufacturing
14 58 (1.70%) Legal
15 57 (1.67%) Organisational Skills
16 33 (0.97%) Billing
17 32 (0.94%) Documentation Skills
17 32 (0.94%) Pharmaceutical
18 31 (0.91%) General Ledger
19 30 (0.88%) Advertising
Job Titles
1 522 (15.29%) Architect
2 509 (14.91%) Developer
3 348 (10.20%) Analyst
4 270 (7.91%) Consultant
5 204 (5.98%) Azure Engineer
6 199 (5.83%) AWS Engineer
7 192 (5.63%) DevOps Engineer
8 172 (5.04%) Infrastructure Engineer
9 151 (4.42%) Cloud Architect
10 143 (4.19%) Software Engineer
11 137 (4.01%) Solutions Architect
12 136 (3.98%) .NET Developer
13 131 (3.84%) Project Manager
14 126 (3.69%) Business Analyst
15 106 (3.11%) Data Engineer
16 105 (3.08%) Platform Engineer
17 104 (3.05%) AWS Developer
17 104 (3.05%) AWS DevOps
17 104 (3.05%) Senior Developer
18 100 (2.93%) AWS DevOps Engineer
Libraries, Frameworks & Software Standards
1 349 (10.23%) Web Services
2 299 (8.76%) .NET
3 199 (5.83%) React
4 174 (5.10%) .NET Core
5 162 (4.75%) CSS
6 142 (4.16%) HTML
7 139 (4.07%) AngularJS
8 127 (3.72%) ASP.NET Web API
9 115 (3.37%) REST
10 107 (3.14%) ASP.NET
11 91 (2.67%) Vue.js
12 78 (2.29%) ASP.NET Core
12 78 (2.29%) Kafka
13 77 (2.26%) Node.js
14 64 (1.88%) jQuery
15 63 (1.85%) Spring
15 63 (1.85%) Twitter Bootstrap
16 62 (1.82%) JSON
16 62 (1.82%) RESTful
17 60 (1.76%) XML
Miscellaneous
1 218 (6.39%) Data Centre
2 148 (4.34%) Greenfield Project
3 138 (4.04%) Public Cloud
4 114 (3.34%) Management Information System
5 107 (3.14%) Derivative
6 105 (3.08%) Fixed Income
7 102 (2.99%) Foreign Exchange (FX)
8 96 (2.81%) Hedge funds
9 95 (2.78%) Equities
10 83 (2.43%) Hybrid Cloud
11 78 (2.29%) Cloud Native
12 59 (1.73%) Data Structures
12 59 (1.73%) Enterprise Software
13 54 (1.58%) Self-Motivation
14 52 (1.52%) N-Tier
14 52 (1.52%) User Experience
15 50 (1.46%) Life Science
16 43 (1.26%) Virtual Team
17 40 (1.17%) Private Cloud
18 33 (0.97%) Video Conferencing
Operating Systems
1 574 (16.82%) Windows
2 386 (11.31%) Linux
3 279 (8.17%) Windows Server
4 80 (2.34%) Windows 10
5 64 (1.88%) Unix
6 63 (1.85%) Windows Server 2019
7 59 (1.73%) Windows Server 2012
8 56 (1.64%) Windows Server 2016
9 45 (1.32%) CentOS
9 45 (1.32%) Red Hat Enterprise Linux
10 36 (1.05%) Ubuntu
10 36 (1.05%) Windows Server 2008
11 23 (0.67%) Android
11 23 (0.67%) Apple iOS
12 22 (0.64%) Windows 7
13 12 (0.35%) VMS
14 6 (0.18%) Windows Server 2003
15 5 (0.15%) Alpine Linux
16 4 (0.12%) Embedded Linux
16 4 (0.12%) Solaris
Processes & Methodologies
1 1,031 (30.21%) Agile Software Development
2 900 (26.37%) DevOps
3 818 (23.97%) Data Migration
4 471 (13.80%) Business Intelligence
5 345 (10.11%) Project Management
6 327 (9.58%) Problem-Solving
7 323 (9.46%) Analytics
8 319 (9.35%) Continuous Integration
9 308 (9.02%) ERP
9 308 (9.02%) Microservices
10 307 (9.00%) Project Delivery
11 304 (8.91%) ETL
12 290 (8.50%) Scrum
13 274 (8.03%) Infrastructure Engineering
14 256 (7.50%) Software Engineering
15 224 (6.56%) Stakeholder Management
16 217 (6.36%) Infrastructure as Code
17 202 (5.92%) CRM
18 187 (5.48%) Mentoring
19 180 (5.27%) Data Modelling
Programming Languages
1 892 (26.14%) SQL
2 374 (10.96%) Python
3 307 (9.00%) C#
4 302 (8.85%) PowerShell
5 301 (8.82%) JavaScript
6 285 (8.35%) Java
7 159 (4.66%) T-SQL
8 82 (2.40%) PL/SQL
9 81 (2.37%) Bash Shell
10 63 (1.85%) C
10 63 (1.85%) PHP
11 60 (1.76%) C++
12 51 (1.49%) R
13 50 (1.46%) Ruby
14 39 (1.14%) TypeScript
15 33 (0.97%) Go
16 27 (0.79%) Perl
17 25 (0.73%) VBA
18 24 (0.70%) VB
19 23 (0.67%) Scala
Qualifications
1 277 (8.12%) Degree
2 168 (4.92%) Security Cleared
3 101 (2.96%) SC Cleared
4 98 (2.87%) Microsoft Certification
5 64 (1.88%) Oracle Certification
6 59 (1.73%) Cisco Certification
7 56 (1.64%) Computer Science Degree
8 52 (1.52%) AWS Certification
9 47 (1.38%) CCNA
10 46 (1.35%) BPSS Clearance
11 29 (0.85%) CCNP
11 29 (0.85%) Master's Degree
12 27 (0.79%) TOGAF Certification
13 26 (0.76%) PMI Certification
13 26 (0.76%) VMware Certified Professional (VCP)
14 22 (0.64%) DV Cleared
15 21 (0.62%) ITIL Certification
15 21 (0.62%) MCSE
16 17 (0.50%) PMP
17 14 (0.41%) MCSA
Quality Assurance & Compliance
1 140 (4.10%) Data Quality
2 81 (2.37%) QA
3 71 (2.08%) GDPR
4 55 (1.61%) SLA
5 40 (1.17%) ISO/IEC 27001
6 32 (0.94%) PMO
7 17 (0.50%) PCI DSS
8 11 (0.32%) Sarbanes-Oxley
9 7 (0.21%) Cyber Essentials
9 7 (0.21%) Cyber Essentials PLUS
9 7 (0.21%) NIST
10 6 (0.18%) Accessibility
10 6 (0.18%) NCSC
11 5 (0.15%) HMG Security Policy Framework
11 5 (0.15%) JSP 440
12 3 (0.088%) COBIT
12 3 (0.088%) GxP
12 3 (0.088%) IFRS
12 3 (0.088%) Solvency II
13 2 (0.059%) CDISC
System Software
1 415 (12.16%) Active Directory
2 338 (9.90%) Docker
3 234 (6.86%) VMware Infrastructure
4 144 (4.22%) Hyper-V
5 61 (1.79%) Virtual Machines
6 50 (1.46%) vSphere
7 44 (1.29%) Virtual Desktop
8 35 (1.03%) VMware NSX
9 32 (0.94%) VMware ESXi
10 17 (0.50%) Virtual Servers
11 13 (0.38%) vCloud
12 11 (0.32%) XenApp
13 8 (0.23%) Postfix
14 7 (0.21%) HDFS
15 6 (0.18%) Xen
15 6 (0.18%) XenDesktop
16 5 (0.15%) NFS
16 5 (0.15%) Veritas Cluster Server
17 4 (0.12%) DFS Replication
17 4 (0.12%) iptables
Systems Management
1 376 (11.02%) Kubernetes
2 367 (10.75%) Terraform
3 199 (5.83%) Ansible
4 181 (5.30%) Opscode Chef
5 162 (4.75%) Puppet
6 76 (2.23%) SCCM
7 67 (1.96%) Microsoft Intune
8 57 (1.67%) Active Directory Federation Services
9 32 (0.94%) SCOM
10 27 (0.79%) vRealize
11 26 (0.76%) Failover Clustering
12 23 (0.67%) Single Sign-On
13 20 (0.59%) Consul
14 19 (0.56%) Microsoft Data Protection Manager
14 19 (0.56%) Nagios
14 19 (0.56%) vCenter Server
15 14 (0.41%) Grafana
16 13 (0.38%) Sysdig
17 12 (0.35%) NetBackup
18 10 (0.29%) WSUS
Vendors
1 1,001 (29.33%) Microsoft
2 402 (11.78%) Oracle
3 371 (10.87%) VMware
4 178 (5.22%) Google
5 166 (4.86%) SAP
6 139 (4.07%) Salesforce.com
7 112 (3.28%) Cisco
8 90 (2.64%) EnterpriseDB
9 84 (2.46%) Citrix
10 79 (2.31%) Databricks
11 52 (1.52%) Red Hat
12 50 (1.46%) Nintex
13 48 (1.41%) JD Edwards
14 43 (1.26%) HP
15 42 (1.23%) ServiceNow
16 39 (1.14%) NetApp
17 38 (1.11%) EMC
17 38 (1.11%) Informatica
18 35 (1.03%) IBM
19 34 (1.00%) Veeam