Period
to 12 April 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 12 April 2021 with a comparison to the same period in the previous 2 years.

Migration
UK > England
6 months to
12 Apr 2021
Same period 2020 Same period 2019
Rank 69 79 96
Rank change year-on-year +10 +17 +26
Permanent jobs citing Migration 2,955 3,941 4,527
As % of all permanent jobs advertised in England 4.02% 3.76% 3.28%
As % of the Processes & Methodologies category 4.34% 4.08% 3.56%
Number of salaries quoted 2,320 3,107 3,380
10th Percentile £36,250 £36,500 £35,000
25th Percentile £41,250 £46,250 £44,451
Median annual salary (50th Percentile) £57,500 £65,000 £58,250
Median % change year-on-year -11.54% +11.59% +0.43%
75th Percentile £78,750 £78,750 £75,950
90th Percentile £95,000 £105,000 £90,000
UK median annual salary £55,000 £65,000 £57,500
% change year-on-year -15.38% +13.04% -

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 68,083 96,540 127,330
As % of all permanent IT jobs advertised in England 92.59% 92.19% 92.26%
Number of salaries quoted 53,263 78,111 102,276
10th Percentile £32,500 £31,250 £30,000
25th Percentile £42,000 £40,000 £37,981
Median annual salary (50th Percentile) £55,000 £55,000 £52,500
Median % change year-on-year - +4.76% +5.00%
75th Percentile £75,000 £73,750 £70,750
90th Percentile £91,250 £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 12 April 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 12 April 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 -8 1,343 £72,500 +3.57% 285
North of England +27 598 £47,500 -5.00% 118
South East 0 410 £50,000 -23.08% 95
North West +31 311 £47,500 -5.00% 68
Yorkshire +36 262 £47,500 -5.00% 40
Midlands +22 241 £52,000 -1.42% 78
South West -19 158 £45,000 -5.26% 45
West Midlands +23 149 £55,000 +3.77% 58
East of England -16 93 £57,500 -11.54% 28
East Midlands +24 90 £47,500 -9.52% 19
North East -14 28 £45,000 +7.78% 10
Migration
UK

For the 6 months to 12 April 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 1,258 (42.57%) Azure
2 951 (32.18%) Microsoft
3 880 (29.78%) Agile Software Development
4 813 (27.51%) AWS
5 807 (27.31%) SQL
6 720 (24.37%) DevOps
7 645 (21.83%) Data Migration
8 598 (20.24%) Finance
9 550 (18.61%) Windows
10 428 (14.48%) Microsoft 365
11 400 (13.54%) Active Directory
12 391 (13.23%) Business Intelligence
13 370 (12.52%) Oracle
14 349 (11.81%) Terraform
15 347 (11.74%) VMware
16 337 (11.40%) SQL Server
17 325 (11.00%) Continuous Integration
17 325 (11.00%) Kubernetes
18 317 (10.73%) Power Platform
19 316 (10.69%) Linux
20 313 (10.59%) Microservices
21 295 (9.98%) Docker
22 287 (9.71%) Web Services
23 283 (9.58%) Project Management
24 277 (9.37%) C#
24 277 (9.37%) PowerShell
25 276 (9.34%) Project Delivery
26 272 (9.20%) Git (software)
27 270 (9.14%) JavaScript
28 268 (9.07%) Analytics

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
1 245 (8.29%) SharePoint
2 84 (2.84%) MS Exchange
3 36 (1.22%) Apache
4 28 (0.95%) Apache Spark
5 26 (0.88%) CMS
5 26 (0.88%) Confluence
5 26 (0.88%) IIS
6 21 (0.71%) Elasticsearch
6 21 (0.71%) SAS
7 18 (0.61%) Skype for Business
8 16 (0.54%) BizTalk Server
9 13 (0.44%) JBoss
10 11 (0.37%) Exchange Server 2010
11 10 (0.34%) GlassFish
11 10 (0.34%) Headless CMS
11 10 (0.34%) WebSphere
11 10 (0.34%) WordPress
12 9 (0.30%) WebSphere Application Server
13 8 (0.27%) Tomcat
14 7 (0.24%) Drupal
Applications
1 134 (4.53%) Microsoft Excel
2 102 (3.45%) Microsoft Office
3 34 (1.15%) MS Visio
4 21 (0.71%) Microsoft PowerPoint
5 16 (0.54%) Microsoft Project
6 13 (0.44%) Spreadsheet
7 6 (0.20%) Photoshop
8 4 (0.14%) Gliffy
9 1 (0.034%) Adobe Captivate
9 1 (0.034%) Adobe Illustrator
9 1 (0.034%) Chatbot
9 1 (0.034%) InfoPath
9 1 (0.034%) Maya
Business Applications
1 92 (3.11%) Dynamics CRM
2 35 (1.18%) Oracle ERP
3 33 (1.12%) Dynamics AX
4 29 (0.98%) NetSuite
5 27 (0.91%) SAP S/4HANA
6 23 (0.78%) Oracle EBS
7 19 (0.64%) Oracle Payables
7 19 (0.64%) Oracle Receivables
8 14 (0.47%) Magento
8 14 (0.47%) Oracle Cash Management
9 12 (0.41%) Oracle General Ledger
9 12 (0.41%) Oracle Subledger Accounting
10 11 (0.37%) Oracle Applications
10 11 (0.37%) SAP Business One
10 11 (0.37%) SAP Hybris
10 11 (0.37%) Shopify
11 10 (0.34%) Dynamics NAV
11 10 (0.34%) PeopleSoft HCM
12 9 (0.30%) Infor M3
13 8 (0.27%) Oracle Assets
Cloud Services
1 1,258 (42.57%) Azure
2 813 (27.51%) AWS
3 428 (14.48%) Microsoft 365
4 317 (10.73%) Power Platform
5 222 (7.51%) Azure Active Directory
6 205 (6.94%) GCP
6 205 (6.94%) PaaS
7 191 (6.46%) SaaS
8 181 (6.13%) IaaS
9 129 (4.37%) AWS CloudFormation
10 113 (3.82%) Dynamics 365
11 102 (3.45%) Serverless
12 69 (2.34%) PowerApps
13 60 (2.03%) OneDrive
14 54 (1.83%) Azure Data Factory
15 50 (1.69%) Azure Functions
16 40 (1.35%) GitHub
17 39 (1.32%) Cloud Computing
18 35 (1.18%) Amazon S3
19 29 (0.98%) Logic Apps
Communications & Networking
1 209 (7.07%) Firewall
2 122 (4.13%) DNS
3 87 (2.94%) VPN
4 65 (2.20%) DHCP
5 53 (1.79%) WAN
6 46 (1.56%) SAN
7 36 (1.22%) Skype
7 36 (1.22%) VLAN
8 35 (1.18%) LAN
8 35 (1.18%) Remote Desktop
9 34 (1.15%) Network Security
10 30 (1.02%) VoIP
11 28 (0.95%) TCP/IP
11 28 (0.95%) VSAN
11 28 (0.95%) Wireless
12 25 (0.85%) SD-WAN
13 24 (0.81%) SSL
14 17 (0.58%) HTTP
15 16 (0.54%) OSPF
16 13 (0.44%) BGP
Database & Business Intelligence
1 337 (11.40%) SQL Server
2 267 (9.04%) Data Warehouse
3 243 (8.22%) Power BI
4 150 (5.08%) SQL Server Integration Services
5 139 (4.70%) SQL Server Reporting Services
6 110 (3.72%) MySQL
7 108 (3.65%) Big Data
8 105 (3.55%) SQL Server Analysis Services
9 91 (3.08%) Azure SQL Database
10 90 (3.05%) Relational Database
11 84 (2.84%) Data Lake
12 82 (2.77%) PostgreSQL
13 79 (2.67%) Tableau
14 69 (2.34%) NoSQL
15 48 (1.62%) Azure SQL Data Warehouse
16 42 (1.42%) Amazon RDS
17 40 (1.35%) Oracle Reports
18 32 (1.08%) Cosmos DB
18 32 (1.08%) Snowflake Schema
19 28 (0.95%) Oracle BI Publisher
Development Applications
1 272 (9.20%) Git (software)
2 152 (5.14%) Jenkins
3 71 (2.40%) Team Foundation Server
4 70 (2.37%) JIRA
5 60 (2.03%) Visual Studio Team System
6 34 (1.15%) Maven
7 29 (0.98%) Selenium
8 25 (0.85%) Oracle APEX
9 24 (0.81%) Visual Studio
10 23 (0.78%) TeamCity
11 20 (0.68%) JUnit
12 19 (0.64%) Gradle
13 18 (0.61%) Octopus Deploy
13 18 (0.61%) Subversion
14 17 (0.58%) Cucumber
15 15 (0.51%) Flyway
16 14 (0.47%) Atlassian Bamboo
16 14 (0.47%) GitLab
16 14 (0.47%) Oracle Forms
17 11 (0.37%) IntelliJ
General
1 598 (20.24%) Finance
2 121 (4.09%) Banking
3 107 (3.62%) Front Office
3 107 (3.62%) Law
4 99 (3.35%) Marketing
5 86 (2.91%) Public Sector
6 73 (2.47%) Retail
7 72 (2.44%) Telecoms
8 51 (1.73%) Manufacturing
9 50 (1.69%) Legal
10 22 (0.74%) General Ledger
11 21 (0.71%) Advertising
12 20 (0.68%) Billing
13 17 (0.58%) Back Office
13 17 (0.58%) Electronics
14 13 (0.44%) Private Banking
14 13 (0.44%) Publishing
15 12 (0.41%) Investment Banking
15 12 (0.41%) Pharmaceutical
16 11 (0.37%) Retail Banking
Job Titles
1 460 (15.57%) Developer
2 434 (14.69%) Architect
3 296 (10.02%) Analyst
4 294 (9.95%) Consultant
5 200 (6.77%) DevOps Engineer
6 199 (6.73%) AWS Engineer
7 189 (6.40%) Azure Engineer
8 150 (5.08%) Infrastructure Engineer
9 138 (4.67%) .NET Developer
10 116 (3.93%) Senior Developer
11 112 (3.79%) Solutions Architect
12 111 (3.76%) AWS DevOps
12 111 (3.76%) Platform Engineer
13 107 (3.62%) AWS DevOps Engineer
14 105 (3.55%) Software Engineer
15 104 (3.52%) Azure Architect
15 104 (3.52%) Cloud Architect
16 94 (3.18%) Business Analyst
17 92 (3.11%) Project Manager
18 89 (3.01%) SQL Developer
Libraries, Frameworks & Software Standards
1 287 (9.71%) Web Services
2 264 (8.93%) .NET
3 199 (6.73%) React
4 177 (5.99%) .NET Core
5 157 (5.31%) CSS
6 139 (4.70%) ASP.NET Web API
7 136 (4.60%) HTML
8 127 (4.30%) AngularJS
9 98 (3.32%) REST
10 91 (3.08%) ASP.NET
11 88 (2.98%) Vue.js
12 74 (2.50%) jQuery
13 73 (2.47%) ASP.NET Core
13 73 (2.47%) Node.js
14 72 (2.44%) .NET Framework
15 71 (2.40%) Twitter Bootstrap
16 58 (1.96%) Entity Framework
17 51 (1.73%) Spring
18 49 (1.66%) JSON
19 45 (1.52%) XML
Miscellaneous
1 264 (8.93%) Analytical Skills
2 206 (6.97%) Data Centre
3 151 (5.11%) Greenfield Project
4 84 (2.84%) Derivative
5 81 (2.74%) Foreign Exchange (FX)
6 77 (2.61%) Equities
6 77 (2.61%) Fixed Income
7 75 (2.54%) Hedge funds
7 75 (2.54%) Public Cloud
8 69 (2.34%) N-Tier
9 68 (2.30%) Management Information System
10 62 (2.10%) Self-Motivation
11 56 (1.90%) Data Structures
12 47 (1.59%) Reinsurance
13 45 (1.52%) User Experience
14 43 (1.46%) Hybrid Cloud
15 41 (1.39%) Enterprise Software
16 40 (1.35%) Cloud Native
17 31 (1.05%) Clustering
18 27 (0.91%) Video Conferencing
Operating Systems
1 550 (18.61%) Windows
2 316 (10.69%) Linux
3 250 (8.46%) Windows Server
4 91 (3.08%) Windows 10
5 71 (2.40%) Windows Server 2019
6 69 (2.34%) Windows Server 2012
7 62 (2.10%) Windows Server 2016
8 49 (1.66%) Unix
9 41 (1.39%) Red Hat Enterprise Linux
10 36 (1.22%) CentOS
11 35 (1.18%) Ubuntu
12 33 (1.12%) Windows Server 2008
13 27 (0.91%) Windows 7
14 24 (0.81%) Android
15 19 (0.64%) Apple iOS
16 10 (0.34%) VMS
16 10 (0.34%) Windows Server 2003
17 9 (0.30%) Alpine Linux
18 3 (0.10%) Solaris
18 3 (0.10%) Windows 2000 Server
Processes & Methodologies
1 880 (29.78%) Agile Software Development
2 720 (24.37%) DevOps
3 645 (21.83%) Data Migration
4 391 (13.23%) Business Intelligence
5 325 (11.00%) Continuous Integration
6 313 (10.59%) Microservices
7 283 (9.58%) Project Management
8 276 (9.34%) Project Delivery
9 268 (9.07%) Analytics
10 258 (8.73%) Problem-Solving
11 240 (8.12%) ETL
12 237 (8.02%) Scrum
13 236 (7.99%) ERP
14 227 (7.68%) Infrastructure Engineering
15 201 (6.80%) Stakeholder Management
16 197 (6.67%) Deployment Automation
17 195 (6.60%) Infrastructure as Code
18 181 (6.13%) Software Engineering
19 177 (5.99%) CRM
20 166 (5.62%) ITIL
Programming Languages
1 807 (27.31%) SQL
2 277 (9.37%) C#
2 277 (9.37%) PowerShell
3 270 (9.14%) JavaScript
4 232 (7.85%) Python
5 206 (6.97%) Java
6 171 (5.79%) T-SQL
7 67 (2.27%) PHP
8 60 (2.03%) Bash Shell
9 58 (1.96%) PL/SQL
10 52 (1.76%) C
11 36 (1.22%) Go
12 34 (1.15%) R
13 30 (1.02%) TypeScript
14 29 (0.98%) Ruby
15 27 (0.91%) C++
16 24 (0.81%) Perl
17 19 (0.64%) Data Analysis Expressions (DAX)
18 16 (0.54%) Scala
19 14 (0.47%) Apex Code
Qualifications
1 212 (7.17%) Degree
2 146 (4.94%) Security Cleared
3 108 (3.65%) Microsoft Certification
4 90 (3.05%) SC Cleared
5 63 (2.13%) Cisco Certification
6 51 (1.73%) CCNA
7 39 (1.32%) AWS Certification
7 39 (1.32%) Computer Science Degree
7 39 (1.32%) Oracle Certification
8 35 (1.18%) BPSS Clearance
9 30 (1.02%) CCNP
10 24 (0.81%) MCSE
11 23 (0.78%) VMware Certified Professional (VCP)
12 22 (0.74%) TOGAF Certification
13 19 (0.64%) DV Cleared
14 18 (0.61%) ITIL Certification
15 17 (0.58%) PMI Certification
16 12 (0.41%) CISSP
16 12 (0.41%) MCSA
17 11 (0.37%) ACCA
Quality Assurance & Compliance
1 120 (4.06%) Data Quality
2 65 (2.20%) QA
3 47 (1.59%) GDPR
4 40 (1.35%) ISO/IEC 27001
5 38 (1.29%) SLA
6 16 (0.54%) PMO
7 10 (0.34%) NCSC
8 9 (0.30%) HMG Security Policy Framework
8 9 (0.30%) JSP 440
8 9 (0.30%) Sarbanes-Oxley
9 7 (0.24%) GRC
9 7 (0.24%) NIST
10 2 (0.068%) COBIT
10 2 (0.068%) ISO 20022
10 2 (0.068%) ITGC
10 2 (0.068%) MiFID
10 2 (0.068%) SOC 2
11 1 (0.034%) HL7
11 1 (0.034%) ISO 9001
11 1 (0.034%) PMBOK
System Software
1 400 (13.54%) Active Directory
2 295 (9.98%) Docker
3 205 (6.94%) VMware Infrastructure
4 120 (4.06%) Hyper-V
5 49 (1.66%) vSphere
6 48 (1.62%) Virtual Machines
7 35 (1.18%) Virtual Desktop
8 30 (1.02%) VMware NSX
9 23 (0.78%) VMware ESXi
10 19 (0.64%) XenApp
11 14 (0.47%) vCloud
12 13 (0.44%) XenDesktop
13 12 (0.41%) Postfix
13 12 (0.41%) Xen
14 10 (0.34%) Virtual Servers
15 7 (0.24%) Firmware
16 6 (0.20%) HDFS
17 5 (0.17%) KVM
17 5 (0.17%) Oracle RAC
17 5 (0.17%) Veritas Cluster Server
Systems Management
1 349 (11.81%) Terraform
2 325 (11.00%) Kubernetes
3 204 (6.90%) Opscode Chef
4 165 (5.58%) Puppet
5 164 (5.55%) Ansible
6 89 (3.01%) SCCM
7 70 (2.37%) Microsoft Intune
8 37 (1.25%) SCOM
9 28 (0.95%) Failover Clustering
10 24 (0.81%) vRealize
11 21 (0.71%) Single Sign-On
12 19 (0.64%) Microsoft Data Protection Manager
13 17 (0.58%) Consul
14 14 (0.47%) vCenter Server
15 9 (0.30%) HAProxy
16 8 (0.27%) Docker Swarm
16 8 (0.27%) Grafana
16 8 (0.27%) Nagios
16 8 (0.27%) Packer
16 8 (0.27%) Prometheus
Vendors
1 951 (32.18%) Microsoft
2 370 (12.52%) Oracle
3 347 (11.74%) VMware
4 166 (5.62%) Google
5 149 (5.04%) SAP
6 121 (4.09%) Salesforce.com
7 99 (3.35%) EnterpriseDB
8 94 (3.18%) Cisco
9 91 (3.08%) Citrix
10 60 (2.03%) Databricks
11 56 (1.90%) Nintex
12 48 (1.62%) IBM
13 45 (1.52%) HP
14 42 (1.42%) ServiceNow
15 41 (1.39%) Informatica
16 37 (1.25%) Red Hat
17 35 (1.18%) JD Edwards
17 35 (1.18%) NetApp
18 34 (1.15%) EMC
19 28 (0.95%) Veeam