Period
to 23 September 2018

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 23 September 2018 with a comparison to the same period in the previous 2 years.

Data Migration
UK
6 months to
23 Sep 2018
Same period 2017 Same period 2016
Rank 432 417 401
Rank change year-on-year -15 -16 +30
Permanent jobs citing Data Migration 1,170 1,329 1,464
As % of all permanent IT jobs advertised in the UK 0.71% 0.76% 0.75%
As % of the Processes & Methodologies category 0.78% 0.83% 0.83%
Number of salaries quoted 841 753 1,070
UK median annual salary £55,000 £52,500 £52,500
Median salary % change year-on-year +4.76% - -1.87%
10th Percentile £32,500 £32,500 £34,000
90th Percentile £83,750 £80,000 £90,000
UK excluding London median annual salary £49,000 £50,000 £47,500
% change year-on-year -2.00% +5.26% +5.56%

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 150,479 160,844 176,344
As % of all permanent IT jobs advertised in the UK 91.03% 91.55% 90.89%
Number of salaries quoted 119,704 127,010 147,108
UK median annual salary £50,000 £50,000 £48,000
Median salary % change year-on-year - +4.17% +1.05%
10th Percentile £29,000 £28,250 £27,500
90th Percentile £82,500 £80,000 £78,750
UK excluding London median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - -

Data Migration
Job Vacancy Trend

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

Job vacancy trend for Data Migration in the UK

Data Migration
Salary Trend

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

Salary trend for Data Migration in the UK

Data Migration
Salary Histogram

The salary distribution of IT jobs citing Data Migration over the 6 months to 23 September 2018.

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 23 September 2018. 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 +1 1,070 £55,000 +4.76% 179
UK excluding London +4 680 £49,000 -2.00% 129
London +1 429 £65,000 +14.54% 61
South East -9 212 £50,000 -4.76% 35
East of England +88 137 £55,000 +12.82% 19
North of England -11 115 £42,500 -10.53% 25
Midlands -8 94 £47,500 -13.64% 18
West Midlands -7 73 £47,500 -24.00% 14
Yorkshire +10 61 £40,000 -15.79% 5
South West -1 55 £45,000 +12.50% 21
North West 0 52 £45,000 +5.88% 15
Scotland +17 50 £50,000 +9.89% 8
East Midlands +5 19 £42,500 -15.00% 3
Wales -22 18 £60,000 +33.33% 3
North East -17 2 £70,000 +33.33% 5
Northern Ireland -6 1 £27,500 -50.00%
Channel Islands - 1 £85,000 -

For the 6 months to 23 September 2018, 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 1,164 (99.49%) Migration
2 416 (35.56%) SQL
3 374 (31.97%) Agile Software Development
4 373 (31.88%) Finance
5 281 (24.02%) SQL Server
6 248 (21.20%) ETL
7 235 (20.09%) Microsoft
8 189 (16.15%) Analytical Skills
9 182 (15.56%) Oracle
10 172 (14.70%) C#
11 168 (14.36%) Project Management
12 162 (13.85%) ERP
13 159 (13.59%) Problem-Solving
14 157 (13.42%) Data Warehouse
15 154 (13.16%) SAP
16 153 (13.08%) Data Quality
17 152 (12.99%) Stakeholder Management
18 147 (12.56%) .NET
19 143 (12.22%) Business Intelligence
20 142 (12.14%) Scrum
21 139 (11.88%) T-SQL
22 131 (11.20%) CRM
23 128 (10.94%) Data Analysis
24 120 (10.26%) SQL Server Integration Services
25 118 (10.09%) SQL Server Reporting Services
26 116 (9.91%) Microsoft Azure
27 112 (9.57%) Banking
28 111 (9.49%) Data Modelling
29 107 (9.15%) Analytics
30 100 (8.55%) Microsoft Excel

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 60 (5.13%) SharePoint
2 15 (1.28%) Confluence
3 13 (1.11%) Oracle SOA Suite
4 12 (1.03%) SAS
5 11 (0.94%) SharePoint 2013
6 10 (0.85%) Skype for Business
7 9 (0.77%) Oracle Workflow
8 8 (0.68%) Apache Spark
8 8 (0.68%) Oracle Application Server
9 7 (0.60%) Documentum
9 7 (0.60%) IIS
10 5 (0.43%) Blackberry Enterprise Server
11 4 (0.34%) Alfresco
11 4 (0.34%) Apache
11 4 (0.34%) Apache Solr
11 4 (0.34%) LiveLink
12 3 (0.26%) CMS
12 3 (0.26%) Oracle Service Bus
12 3 (0.26%) SharePoint 2010
13 2 (0.17%) CICS
Applications
1 100 (8.55%) Microsoft Excel
2 39 (3.33%) Microsoft Office
3 22 (1.88%) Microsoft Project
4 21 (1.79%) Microsoft PowerPoint
5 14 (1.20%) MS Visio
6 6 (0.51%) Spreadsheet
7 4 (0.34%) AutoCAD
7 4 (0.34%) ProjectWise
8 3 (0.26%) MicroStation
8 3 (0.26%) Revit
9 1 (0.085%) GIMP
9 1 (0.085%) Photoshop
9 1 (0.085%) Windchill
Business Applications
1 79 (6.75%) Dynamics CRM
2 57 (4.87%) Dynamics AX
3 35 (2.99%) SAP S/4HANA
4 29 (2.48%) NetSuite
5 25 (2.14%) Oracle ERP
6 22 (1.88%) Dynamics NAV
6 22 (1.88%) SAP MDG
7 19 (1.62%) Oracle EBS R12
8 14 (1.20%) SAP APO
9 13 (1.11%) Oracle EBS
9 13 (1.11%) Unit4 Business World
10 12 (1.03%) Oracle Financials
11 11 (0.94%) SAP CO
11 11 (0.94%) SAP FI
11 11 (0.94%) SAP FI/CO
12 10 (0.85%) Oracle Assets
12 10 (0.85%) Oracle Cash Management
12 10 (0.85%) Oracle Payables
12 10 (0.85%) Oracle Receivables
12 10 (0.85%) Salesforce.com CRM
Cloud Services
1 116 (9.91%) Microsoft Azure
2 48 (4.10%) Dynamics 365
3 47 (4.02%) Amazon AWS
4 38 (3.25%) SaaS
5 36 (3.08%) Office 365
6 16 (1.37%) Cloud Computing
6 16 (1.37%) Serverless
7 15 (1.28%) Force.com
7 15 (1.28%) Salesforce Sales Cloud
7 15 (1.28%) Salesforce Service Cloud
7 15 (1.28%) SuccessFactors
8 14 (1.20%) Azure Functions
9 12 (1.03%) Google Cloud Platform
10 11 (0.94%) PaaS
11 10 (0.85%) Cortana Intelligence Suite
12 9 (0.77%) Azure Data Factory
12 9 (0.77%) Yammer
13 7 (0.60%) IaaS
14 4 (0.34%) Azure Active Directory
14 4 (0.34%) Mimecast
Communications & Networking
1 13 (1.11%) SAN
2 10 (0.85%) Intranet
2 10 (0.85%) Skype
3 5 (0.43%) 3G
3 5 (0.43%) 4G
3 5 (0.43%) Fibre Channel
3 5 (0.43%) GPRS
3 5 (0.43%) GSM
3 5 (0.43%) LTE
3 5 (0.43%) NAS
3 5 (0.43%) PSTN
3 5 (0.43%) SMS
4 3 (0.26%) Firewall
4 3 (0.26%) TCP/IP
5 2 (0.17%) GoToMeeting
5 2 (0.17%) WebEx
6 1 (0.085%) FTP
6 1 (0.085%) LAN
6 1 (0.085%) WAN
Database & Business Intelligence
1 281 (24.02%) SQL Server
2 157 (13.42%) Data Warehouse
3 120 (10.26%) SQL Server Integration Services
4 118 (10.09%) SQL Server Reporting Services
5 62 (5.30%) Big Data
6 60 (5.13%) SQL Server Analysis Services
7 55 (4.70%) SQL Server 2012
8 52 (4.44%) Relational Database
9 46 (3.93%) Power BI
10 30 (2.56%) Hadoop
10 30 (2.56%) Oracle Reports
11 29 (2.48%) PostgreSQL
12 28 (2.39%) Data Lake
12 28 (2.39%) SQL Server 2000
13 25 (2.14%) BusinessObjects
13 25 (2.14%) SQL Server 2008
14 21 (1.79%) MS Access
14 21 (1.79%) MySQL
15 20 (1.71%) Crystal Reports
15 20 (1.71%) SAP Data Services
Development Applications
1 58 (4.96%) JIRA
2 49 (4.19%) LSMW
3 39 (3.33%) Visual Studio
4 23 (1.97%) Git (software)
5 13 (1.11%) eCATT
6 11 (0.94%) Team Foundation Server
7 9 (0.77%) Jenkins
7 9 (0.77%) Subversion
7 9 (0.77%) Visual Studio Team System
8 8 (0.68%) MorphX
9 6 (0.51%) Oracle APEX
9 6 (0.51%) SoapUI
10 4 (0.34%) Atlassian Bamboo
10 4 (0.34%) MSBuild
10 4 (0.34%) Octopus Deploy
10 4 (0.34%) SQL Server Management Studio (SSMS)
10 4 (0.34%) TeamCity
10 4 (0.34%) Zephyr
11 3 (0.26%) GoCD
11 3 (0.26%) SpecFlow
General
1 373 (31.88%) Finance
2 112 (9.57%) Banking
3 58 (4.96%) Manufacturing
4 57 (4.87%) Retail
5 46 (3.93%) Marketing
6 43 (3.68%) Retail Banking
7 38 (3.25%) Publishing
8 31 (2.65%) Corporate Banking
9 22 (1.88%) Billing
10 16 (1.37%) Financial Institution
11 15 (1.28%) Telecoms
12 11 (0.94%) Advertising
13 10 (0.85%) Front Office
14 8 (0.68%) Investment Banking
14 8 (0.68%) Legal
15 7 (0.60%) General Ledger
16 6 (0.51%) Back Office
16 6 (0.51%) Spanish Language
17 3 (0.26%) Electronics
18 2 (0.17%) Pharmaceutical
Job Titles
1 269 (22.99%) Developer
2 208 (17.78%) Analyst
3 191 (16.32%) Consultant
4 127 (10.85%) Architect
5 121 (10.34%) Project Manager
6 73 (6.24%) Data Analyst
7 63 (5.38%) SQL Developer
8 57 (4.87%) Business Analyst
9 51 (4.36%) SAP Consultant
10 50 (4.27%) Data Architect
11 47 (4.02%) Data Consultant
11 47 (4.02%) Migration Manager
12 40 (3.42%) Data Engineer
12 40 (3.42%) Data Migration Manager
12 40 (3.42%) Migration Consultant
13 39 (3.33%) .NET Developer
13 39 (3.33%) Data Migration Consultant
13 39 (3.33%) Programme Manager
14 36 (3.08%) Migration Analyst
15 35 (2.99%) Data Manager
Libraries, Frameworks & Software Standards
1 147 (12.56%) .NET
2 74 (6.32%) Web Services
3 73 (6.24%) XML
4 57 (4.87%) CSS
5 51 (4.36%) ASP.NET
5 51 (4.36%) SOAP
6 48 (4.10%) jQuery
7 43 (3.68%) AngularJS
8 41 (3.50%) WCF
9 38 (3.25%) HTML
10 29 (2.48%) Visualforce
11 24 (2.05%) JSON
12 23 (1.97%) .NET Framework
13 22 (1.88%) IDoc
14 20 (1.71%) RESTful
15 18 (1.54%) ASP.NET Web API
15 18 (1.54%) HTML5
15 18 (1.54%) REST
16 15 (1.28%) Entity Framework
17 14 (1.20%) EDI
Miscellaneous
1 189 (16.15%) Analytical Skills
2 77 (6.58%) Self-Motivation
3 28 (2.39%) User Experience
4 27 (2.31%) Management Information System
5 25 (2.14%) Data Structures
6 24 (2.05%) Computer Science
6 24 (2.05%) Reference Data
7 21 (1.79%) Fintech
8 15 (1.28%) Driving Licence
9 14 (1.20%) Public Cloud
9 14 (1.20%) Taxonomies
10 13 (1.11%) Clustering
10 13 (1.11%) Enterprise Software
10 13 (1.11%) Greenfield Project
10 13 (1.11%) LIMS
11 12 (1.03%) Hybrid Cloud
12 10 (0.85%) Virtual Team
13 9 (0.77%) Reinsurance
14 6 (0.51%) Data Centre
14 6 (0.51%) Mobile App
Operating Systems
1 39 (3.33%) Windows
2 36 (3.08%) Linux
3 15 (1.28%) Windows Server
4 14 (1.20%) Android
5 10 (0.85%) Unix
6 9 (0.77%) Ubuntu
7 5 (0.43%) Apple iOS
8 3 (0.26%) Windows 10
8 3 (0.26%) Windows 7
9 1 (0.085%) OpenVMS
9 1 (0.085%) Red Hat Enterprise Linux
9 1 (0.085%) VMS
Processes & Methodologies
1 1,164 (99.49%) Migration
2 374 (31.97%) Agile Software Development
3 248 (21.20%) ETL
4 168 (14.36%) Project Management
5 162 (13.85%) ERP
6 159 (13.59%) Problem-Solving
7 152 (12.99%) Stakeholder Management
8 143 (12.22%) Business Intelligence
9 142 (12.14%) Scrum
10 131 (11.20%) CRM
11 128 (10.94%) Data Analysis
12 111 (9.49%) Data Modelling
13 107 (9.15%) Analytics
14 100 (8.55%) Data Management
15 98 (8.38%) PRINCE2
16 97 (8.29%) Data Cleansing
17 64 (5.47%) Data Integration
18 61 (5.21%) Data Governance
19 60 (5.13%) Data Architecture
20 59 (5.04%) Test Automation
Programming Languages
1 416 (35.56%) SQL
2 172 (14.70%) C#
3 139 (11.88%) T-SQL
4 85 (7.26%) JavaScript
5 74 (6.32%) Java
6 69 (5.90%) PL/SQL
7 48 (4.10%) Python
8 44 (3.76%) Apex Code
9 37 (3.16%) ABAP
10 33 (2.82%) VB.NET
11 28 (2.39%) VBA
12 25 (2.14%) PowerShell
13 17 (1.45%) VB
14 16 (1.37%) X++
15 13 (1.11%) C++
16 12 (1.03%) TypeScript
17 11 (0.94%) R
17 11 (0.94%) Ruby
18 7 (0.60%) PHP
19 5 (0.43%) VB6
Qualifications
1 96 (8.21%) Degree
2 95 (8.12%) Security Cleared
3 55 (4.70%) SC Cleared
4 42 (3.59%) PRINCE2 Certification
5 19 (1.62%) ISTQB
6 15 (1.28%) PMI Certification
7 13 (1.11%) ISEB
7 13 (1.11%) PMP
8 12 (1.03%) PhD
9 11 (0.94%) Computer Science Degree
10 10 (0.85%) PRINCE2 Practitioner
11 9 (0.77%) Microsoft Certification
12 7 (0.60%) ISTQB Foundation Certification
12 7 (0.60%) TOGAF Certification
13 6 (0.51%) MCSE
14 3 (0.26%) CCNP
14 3 (0.26%) Cisco Certification
14 3 (0.26%) HNC
14 3 (0.26%) HND
14 3 (0.26%) MCITP
Quality Assurance & Compliance
1 153 (13.08%) Data Quality
2 42 (3.59%) GDPR
3 29 (2.48%) QA
4 14 (1.20%) Dodd-Frank
4 14 (1.20%) IFRS
4 14 (1.20%) Solvency II
5 12 (1.03%) PMO
6 11 (0.94%) FATCA
6 11 (0.94%) IFRS 9
7 10 (0.85%) PCI DSS
8 9 (0.77%) Sarbanes-Oxley
9 4 (0.34%) ISO/IEC 27001
10 3 (0.26%) ISO 9001
11 2 (0.17%) PSD2
11 2 (0.17%) SLA
12 1 (0.085%) GxP
System Software
1 27 (2.31%) Active Directory
2 11 (0.94%) Docker
3 7 (0.60%) HDFS
4 2 (0.17%) Microsoft App-V
4 2 (0.17%) Virtual Machines
4 2 (0.17%) XenApp
5 1 (0.085%) UAG
5 1 (0.085%) VMware ESXi
5 1 (0.085%) VMware Infrastructure
5 1 (0.085%) XenDesktop
Systems Management
1 8 (0.68%) Data Guard
2 7 (0.60%) Puppet
3 6 (0.51%) Opscode Chef
4 5 (0.43%) AirWatch
4 5 (0.43%) Failover Clustering
4 5 (0.43%) Systems Management Server (SMS)
5 4 (0.34%) WebSphere Cast Iron
6 3 (0.26%) SCCM
6 3 (0.26%) Single Sign-On
6 3 (0.26%) Terraform
7 2 (0.17%) Ansible
7 2 (0.17%) HP Quality Center
7 2 (0.17%) Kubernetes
8 1 (0.085%) Hadoop YARN
8 1 (0.085%) Microsoft Clustering
8 1 (0.085%) Oozie
Vendors
1 235 (20.09%) Microsoft
2 182 (15.56%) Oracle
3 154 (13.16%) SAP
4 80 (6.84%) Salesforce.com
5 38 (3.25%) Informatica
6 37 (3.16%) Talend
7 27 (2.31%) IBM
8 23 (1.97%) Tableau
9 18 (1.54%) JD Edwards
10 17 (1.45%) Sage
11 16 (1.37%) Sybase
12 15 (1.28%) Atlassian
12 15 (1.28%) Google
13 13 (1.11%) Cognizant
14 12 (1.03%) Workday
15 10 (0.85%) Epicor
16 9 (0.77%) Concur
16 9 (0.77%) IFS
17 8 (0.68%) Hortonworks
17 8 (0.68%) ServiceNow