Period
to

The following table provides summary statistics for permanent job vacancies with a requirement for Data Migration skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Migration over the 6 months to 9 August 2022 with a comparison to the same period in the previous 2 years.

Data Migration
UK
6 months to
9 Aug 2022
Same period 2021 Same period 2020
Rank 422 336 390
Rank change year-on-year -86 +54 +21
Permanent jobs citing Data Migration 1,423 1,127 484
As % of all permanent jobs advertised in the UK 0.84% 0.99% 0.74%
As % of the Processes & Methodologies category 0.87% 1.05% 0.80%
Number of salaries quoted 775 752 392
10th Percentile £37,500 £36,250 £34,100
25th Percentile £47,500 £45,144 £45,000
Median annual salary (50th Percentile) £60,000 £58,250 £60,000
Median % change year-on-year +3.00% -2.92% +9.09%
75th Percentile £78,750 £75,000 £76,250
90th Percentile £97,500 £87,375 £90,000
UK excluding London median annual salary £55,000 £50,000 £57,500
% change year-on-year +10.00% -13.04% +15.00%

Data 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 with a requirement for process or methodology skills.

All Process and Methodology Skills
UK
Permanent vacancies with a requirement for process or methodology skills 163,158 107,241 60,516
As % of all permanent IT jobs advertised in the UK 95.78% 94.06% 93.05%
Number of salaries quoted 83,987 72,859 49,103
10th Percentile £34,000 £32,500 £32,500
25th Percentile £45,000 £42,500 £41,250
Median annual salary (50th Percentile) £60,000 £55,000 £55,000
Median % change year-on-year +9.09% - +4.76%
75th Percentile £80,000 £75,000 £73,750
90th Percentile £96,250 £92,500 £90,000
UK excluding London median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% +5.56%

Data Migration
Job Vacancy Trend

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

Job vacancy trend for Data Migration in the UK

Data Migration
Salary Trend

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

Salary trend for Data Migration in the UK

Data Migration
Salary Histogram

Salary distribution for jobs citing Data Migration over the 6 months to 9 August 2022.

Salary histogram for Data Migration in the UK

Data Migration
Top 17 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Migration within the UK over the 6 months to 9 August 2022. 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
Jobs
England -85 1,148 £60,000 - 152
Work from Home -88 667 £60,000 -3.23% 60
London -61 629 £65,000 -10.34% 74
UK excluding London -64 571 £55,000 +10.00% 85
North of England -7 181 £52,500 +11.70% 16
South East -60 156 £58,750 +11.90% 20
Yorkshire +2 101 £55,000 +26.44% 4
South West +3 69 £46,000 -5.64% 16
North West -47 64 £52,500 -4.55% 12
Midlands -77 63 £65,000 +30.00% 16
Scotland -11 58 £55,000 - 6
West Midlands -69 41 £65,500 +0.77% 10
East of England -112 35 £59,850 +17.72% 7
Wales -8 22 £50,000 -4.76% 4
East Midlands -34 22 £60,000 +53.85% 5
North East 0 16 £40,000 -20.00%
Northern Ireland -17 5 £32,500 +38.30%

For the 6 months to 9 August 2022, IT jobs citing Data 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 with a requirement for Data Migration.

1 1,423 (100.00%) Migration
2 503 (35.35%) Agile
3 481 (33.80%) Social Skills
4 470 (33.03%) SQL
5 387 (27.20%) Azure
6 357 (25.09%) Finance
7 318 (22.35%) Microsoft
8 306 (21.50%) ETL
9 285 (20.03%) Analytics
10 257 (18.06%) AWS
11 231 (16.23%) Problem-Solving
12 218 (15.32%) Business Intelligence
13 205 (14.41%) Data Modelling
14 204 (14.34%) Data Warehouse
15 201 (14.13%) Python
15 201 (14.13%) Analytical Skills
16 191 (13.42%) Project Management
17 186 (13.07%) ERP
18 184 (12.93%) Data Management
19 179 (12.58%) Data Quality
20 166 (11.67%) Degree
21 164 (11.52%) SQL Server
22 162 (11.38%) Oracle
22 162 (11.38%) Stakeholder Management
23 156 (10.96%) GCP
24 150 (10.54%) SAP
25 149 (10.47%) Power Platform
26 146 (10.26%) Business Analysis
27 142 (9.98%) SaaS
28 141 (9.91%) Data Architecture

Data Migration
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 63 (4.43%) SharePoint
2 51 (3.58%) Apache Spark
3 30 (2.11%) CMS
4 28 (1.97%) Apache Airflow
5 24 (1.69%) Documentum
6 18 (1.26%) nginx
7 15 (1.05%) WebLogic
8 14 (0.98%) Oracle Application Server
9 11 (0.77%) Apache
10 10 (0.70%) Confluence
11 8 (0.56%) IIS
12 7 (0.49%) Headless CMS
12 7 (0.49%) MS Project Server
13 6 (0.42%) Oracle Workflow
13 6 (0.42%) SAS
14 4 (0.28%) Skype for Business
15 2 (0.14%) Apache Solr
15 2 (0.14%) Appian
15 2 (0.14%) NetWeaver
15 2 (0.14%) OpenStack
Applications
1 111 (7.80%) Microsoft Excel
2 85 (5.97%) Microsoft Office
3 49 (3.44%) Microsoft Project
4 18 (1.26%) Microsoft PowerPoint
5 13 (0.91%) MS Visio
6 5 (0.35%) Spreadsheet
7 1 (0.070%) Gephi
Business Applications
1 56 (3.94%) SAP S/4HANA
2 53 (3.72%) NetSuite
3 28 (1.97%) Dynamics CRM
4 22 (1.55%) Dynamics NAV
4 22 (1.55%) SAP Business One
5 16 (1.12%) Dynamics AX
6 11 (0.77%) Oracle Payables
6 11 (0.77%) Oracle Receivables
6 11 (0.77%) SAP Business ByDesign
6 11 (0.77%) SAP ERP
7 10 (0.70%) Oracle Procure-to-Pay
7 10 (0.70%) Sparx Enterprise Architect
8 8 (0.56%) Oracle Assets
9 6 (0.42%) iTrent
9 6 (0.42%) JDE OneWorld
9 6 (0.42%) SAP MDG
10 5 (0.35%) Oracle Applications
10 5 (0.35%) Oracle EBS
10 5 (0.35%) TrackWise
11 4 (0.28%) Dynamics GP
Cloud Services
1 387 (27.20%) Azure
2 257 (18.06%) AWS
3 156 (10.96%) GCP
4 149 (10.47%) Power Platform
5 142 (9.98%) SaaS
6 76 (5.34%) Dynamics 365
7 54 (3.79%) Serverless
8 49 (3.44%) Cloud Computing
9 42 (2.95%) Azure Cosmos DB
10 37 (2.60%) Azure DevOps
11 36 (2.53%) Veeva
12 33 (2.32%) PaaS
13 30 (2.11%) Azure Data Factory
14 29 (2.04%) Salesforce Service Cloud
15 26 (1.83%) Salesforce Commerce Cloud
16 25 (1.76%) Heroku
16 25 (1.76%) Slack
17 23 (1.62%) Amazon EC2
17 23 (1.62%) Amazon ECS
17 23 (1.62%) GitHub
Communications & Networking
1 32 (2.25%) LAN
2 28 (1.97%) VoIP
3 17 (1.19%) Internet
3 17 (1.19%) WebEx
4 12 (0.84%) VPN
5 6 (0.42%) NAS
6 5 (0.35%) VSAN
7 4 (0.28%) Skype
7 4 (0.28%) Telepresence
7 4 (0.28%) WAN
8 2 (0.14%) DNS
8 2 (0.14%) SAN
8 2 (0.14%) Wireless
8 2 (0.14%) Wireless Security
9 1 (0.070%) Cisco ASA
9 1 (0.070%) DHCP
9 1 (0.070%) iSCSI
9 1 (0.070%) OpenLDAP
9 1 (0.070%) TCP/IP
9 1 (0.070%) VLAN
Database & Business Intelligence
1 204 (14.34%) Data Warehouse
2 164 (11.52%) SQL Server
3 134 (9.42%) Power BI
4 130 (9.14%) Data Lake
5 104 (7.31%) Big Data
6 98 (6.89%) SQL Server Integration Services
7 91 (6.39%) NoSQL
8 71 (4.99%) Relational Database
9 70 (4.92%) Tableau
10 65 (4.57%) Metadata
11 61 (4.29%) SQL Server Reporting Services
12 52 (3.65%) BigQuery
13 51 (3.58%) Hadoop
13 51 (3.58%) Redis
14 48 (3.37%) PostgreSQL
15 46 (3.23%) Azure SQL Database
15 46 (3.23%) MySQL
16 45 (3.16%) Oracle Reports
17 40 (2.81%) RDBMS
18 36 (2.53%) SQL Server Analysis Services
Development Applications
1 91 (6.39%) JIRA
2 48 (3.37%) Jenkins
3 43 (3.02%) Git (software)
4 26 (1.83%) Mocha
5 24 (1.69%) Oracle Forms
6 21 (1.48%) Selenium
7 18 (1.26%) Cucumber
7 18 (1.26%) SpecFlow
8 17 (1.19%) Visual Studio
9 16 (1.12%) GitLab
9 16 (1.12%) Postman
10 15 (1.05%) PHPUnit
11 14 (0.98%) ERwin
12 13 (0.91%) Appium
12 13 (0.91%) Cypress.io
12 13 (0.91%) JMeter
12 13 (0.91%) LoadRunner
12 13 (0.91%) NUnit
13 10 (0.70%) Oracle APEX
14 9 (0.63%) SQL Server Management Studio (SSMS)
General
1 481 (33.80%) Social Skills
2 357 (25.09%) Finance
3 201 (14.13%) Analytical Skills
4 128 (9.00%) Marketing
5 118 (8.29%) Retail
6 97 (6.82%) Public Sector
7 61 (4.29%) Banking
8 54 (3.79%) Telecoms
9 51 (3.58%) Inclusion and Diversity
10 49 (3.44%) Presentation Skills
11 45 (3.16%) Manufacturing
12 43 (3.02%) Influencing Skills
12 43 (3.02%) Law
13 37 (2.60%) Legal
14 35 (2.46%) Pharmaceutical
15 28 (1.97%) Games
16 23 (1.62%) Automotive
17 19 (1.34%) Documentation Skills
18 17 (1.19%) Organisational Skills
19 16 (1.12%) Publishing
Job Titles
1 224 (15.74%) Consultant
2 209 (14.69%) Analyst
3 180 (12.65%) Architect
4 117 (8.22%) Data Architect
4 117 (8.22%) Developer
5 106 (7.45%) Project Manager
6 94 (6.61%) Business Analyst
7 77 (5.41%) Data Analyst
8 71 (4.99%) Data Engineer
9 57 (4.01%) Technical Consultant
10 48 (3.37%) Senior Manager
11 45 (3.16%) Data Consultant
12 40 (2.81%) Senior Consultant
13 39 (2.74%) DBA
14 38 (2.67%) Solutions Architect
15 34 (2.39%) IT Manager
16 30 (2.11%) Senior Project Manager
17 29 (2.04%) Principal Consultant
17 29 (2.04%) SAP Consultant
17 29 (2.04%) Senior Developer
Libraries, Frameworks & Software Standards
1 89 (6.25%) Kafka
2 80 (5.62%) REST
3 76 (5.34%) Node.js
4 58 (4.08%) HTML
5 53 (3.72%) Lightning Web Components
6 52 (3.65%) Visualforce
7 40 (2.81%) CSS
8 36 (2.53%) .NET
9 35 (2.46%) AngularJS
9 35 (2.46%) Spring
10 34 (2.39%) RESTful
11 30 (2.11%) XML
12 29 (2.04%) React
12 29 (2.04%) Web Services
13 26 (1.83%) Chai
14 25 (1.76%) Ember.js
14 25 (1.76%) HTML5
14 25 (1.76%) Vue.js
15 24 (1.69%) Ruby on Rails
16 22 (1.55%) Apache Beam
Miscellaneous
1 109 (7.66%) Management Information System
2 77 (5.41%) Self-Motivation
3 60 (4.22%) Life Science
4 46 (3.23%) Hybrid Cloud
5 42 (2.95%) Legacy Systems
6 37 (2.60%) Cloud Native
7 35 (2.46%) Data Structures
8 29 (2.04%) Video Conferencing
9 27 (1.90%) Enterprise Software
10 25 (1.76%) Virtual Team
11 23 (1.62%) Data Centre
12 21 (1.48%) Replication
13 20 (1.41%) Driving Licence
14 18 (1.26%) LIMS
14 18 (1.26%) Online Games
14 18 (1.26%) User Experience
15 17 (1.19%) NHS
16 15 (1.05%) Clustering
17 14 (0.98%) Mobile App
17 14 (0.98%) Reference Data
Operating Systems
1 94 (6.61%) Windows
2 65 (4.57%) Linux
3 48 (3.37%) Windows Server
4 38 (2.67%) Android
5 29 (2.04%) Unix
6 27 (1.90%) Windows 10
7 21 (1.48%) Apple iOS
7 21 (1.48%) Mac OS
8 5 (0.35%) Windows 7
9 3 (0.21%) Red Hat Enterprise Linux
10 2 (0.14%) CentOS
10 2 (0.14%) Windows Server 2019
11 1 (0.070%) Amazon Linux
11 1 (0.070%) Debian
11 1 (0.070%) Oracle Linux
11 1 (0.070%) Solaris
11 1 (0.070%) Ubuntu
11 1 (0.070%) Windows 8
11 1 (0.070%) Windows Server 2008
11 1 (0.070%) Windows Server 2012
Processes & Methodologies
1 1,423 (100.00%) Migration
2 503 (35.35%) Agile
3 306 (21.50%) ETL
4 285 (20.03%) Analytics
5 231 (16.23%) Problem-Solving
6 218 (15.32%) Business Intelligence
7 205 (14.41%) Data Modelling
8 191 (13.42%) Project Management
9 186 (13.07%) ERP
10 184 (12.93%) Data Management
11 162 (11.38%) Stakeholder Management
12 146 (10.26%) Business Analysis
13 141 (9.91%) Data Architecture
14 133 (9.35%) Requirements Gathering
15 128 (9.00%) DevOps
16 126 (8.85%) Data Governance
17 122 (8.57%) CI/CD
18 116 (8.15%) Data Integration
19 114 (8.01%) Project Delivery
20 110 (7.73%) Data Analysis
Programming Languages
1 470 (33.03%) SQL
2 201 (14.13%) Python
3 123 (8.64%) Java
4 79 (5.55%) JavaScript
5 66 (4.64%) Ruby
6 65 (4.57%) Bash
6 65 (4.57%) T-SQL
7 57 (4.01%) Apex Code
8 45 (3.16%) PL/SQL
8 45 (3.16%) TypeScript
9 42 (2.95%) C#
10 38 (2.67%) Go
11 31 (2.18%) Kotlin
12 30 (2.11%) PHP
13 26 (1.83%) PowerShell
14 21 (1.48%) VBA
15 19 (1.34%) ABAP
15 19 (1.34%) Shell Script
16 18 (1.26%) VB
17 15 (1.05%) Scala
Qualifications
1 166 (11.67%) Degree
2 101 (7.10%) Security Cleared
3 78 (5.48%) SC Cleared
4 41 (2.88%) AAT
5 33 (2.32%) ACCA
6 32 (2.25%) PMI Certification
6 32 (2.25%) PMP
7 29 (2.04%) CIMA
8 26 (1.83%) ITIL Foundation Certificate
9 19 (1.34%) Microsoft Certification
10 16 (1.12%) Computer Science Degree
10 16 (1.12%) PRINCE2 Practitioner
11 14 (0.98%) PRINCE2 Certification
12 13 (0.91%) VMware Certified Professional (VCP)
13 12 (0.84%) AWS Certification
14 11 (0.77%) ITIL Certification
15 9 (0.63%) Master's Degree
16 7 (0.49%) Cisco Certification
16 7 (0.49%) DBS Check
16 7 (0.49%) PhD
Quality Assurance & Compliance
1 179 (12.58%) Data Quality
2 126 (8.85%) QA
3 40 (2.81%) PMO
4 22 (1.55%) SLA
5 19 (1.34%) GDPR
6 12 (0.84%) HL7
6 12 (0.84%) ISO/IEC 27001
7 8 (0.56%) GxP
8 5 (0.35%) Accessibility
9 3 (0.21%) NIST
9 3 (0.21%) PMBOK
10 2 (0.14%) GRC
11 1 (0.070%) CDISC
11 1 (0.070%) IFRS
11 1 (0.070%) Sarbanes-Oxley
System Software
1 83 (5.83%) Docker
2 17 (1.19%) VMware Infrastructure
3 13 (0.91%) Active Directory
4 12 (0.84%) vSphere
5 10 (0.70%) Virtual Desktop
6 8 (0.56%) VMware NSX
7 6 (0.42%) Hyper-V
8 5 (0.35%) Oracle RAC
8 5 (0.35%) Shibboleth
9 4 (0.28%) Microsoft Virtual Server
9 4 (0.28%) Virtual Machines
9 4 (0.28%) Virtual Servers
10 2 (0.14%) Apache Flume
11 1 (0.070%) KVM
11 1 (0.070%) NFS
11 1 (0.070%) Oracle Clusterware
11 1 (0.070%) Slurm Workload Manager
11 1 (0.070%) Terminal Services
11 1 (0.070%) VMware ESXi
Systems Management
1 45 (3.16%) Kubernetes
2 34 (2.39%) SCCM
3 20 (1.41%) Terraform
4 17 (1.19%) Oracle Enterprise Manager
5 16 (1.12%) Enterprise Manager Cloud Control
6 13 (0.91%) Single Sign-On
7 8 (0.56%) vCenter Server
7 8 (0.56%) vRealize
8 7 (0.49%) Nagios
9 6 (0.42%) Kibana
10 4 (0.28%) Grafana
10 4 (0.28%) Oracle RMAN
10 4 (0.28%) VxRail
11 2 (0.14%) Ansible
11 2 (0.14%) HP ALM
12 1 (0.070%) Active Directory Federation Services
12 1 (0.070%) Data Guard
12 1 (0.070%) Hadoop YARN
12 1 (0.070%) Oracle Flashback
12 1 (0.070%) SCOM
Vendors
1 318 (22.35%) Microsoft
2 162 (11.38%) Oracle
3 150 (10.54%) SAP
4 121 (8.50%) Salesforce.com
5 89 (6.25%) Google
6 42 (2.95%) JD Edwards
7 37 (2.60%) Informatica
8 33 (2.32%) VMware
9 31 (2.18%) Alteryx
10 30 (2.11%) Databricks
11 23 (1.62%) Splunk
12 22 (1.55%) OpenText
13 21 (1.48%) IBM
14 19 (1.34%) MuleSoft
15 17 (1.19%) Trillium
16 15 (1.05%) Zend
17 13 (0.91%) QAD
17 13 (0.91%) Talend
17 13 (0.91%) Teradata
18 11 (0.77%) TIBCO