Period
to 12 December 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 12 December 2018 with a comparison to the same period in the previous 2 years.

Data Migration
UK
6 months to
12 Dec 2018
Same period 2017 Same period 2016
Rank 387 392 427
Rank change year-on-year +5 +35 -20
Permanent jobs citing Data Migration 1,258 1,423 1,355
As % of all permanent IT jobs advertised in the UK 0.79% 0.79% 0.73%
As % of the Processes & Methodologies category 0.86% 0.86% 0.80%
Number of salaries quoted 931 834 985
UK median annual salary £55,000 £52,500 £52,500
Median salary % change year-on-year +4.76% - -
10th Percentile £31,250 £32,175 £32,500
90th Percentile £85,000 £85,000 £90,000
UK excluding London median annual salary £50,000 £51,000 £47,500
% change year-on-year -1.96% +7.37% +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 146,062 164,850 169,980
As % of all permanent IT jobs advertised in the UK 91.57% 91.90% 91.27%
Number of salaries quoted 115,602 130,935 141,046
UK median annual salary £52,500 £50,000 £48,500
Median salary % change year-on-year +5.00% +3.09% +2.11%
10th Percentile £29,650 £28,250 £27,613
90th Percentile £85,000 £80,000 £78,750
UK excluding London median annual salary £45,000 £43,500 £42,500
% change year-on-year +3.45% +2.35% -

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 12 December 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 12 December 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 +23 1,126 £55,000 - 173
UK excluding London +47 745 £50,000 -1.96% 143
London +55 473 £60,750 +10.45% 45
South East -36 213 £50,000 -4.76% 32
East of England +135 172 £55,000 +15.79% 17
North of England -12 119 £45,000 -5.26% 34
South West +44 81 £47,500 +18.75% 21
Scotland +26 71 £60,000 +26.32% 12
North West +2 67 £47,500 - 19
Midlands -40 57 £47,500 -24.00% 24
Yorkshire +17 49 £40,000 -15.79% 12
West Midlands -43 45 £47,500 -32.14% 15
Wales +2 28 £57,500 +64.29% 3
East Midlands +10 10 £40,000 -9.74% 9
Northern Ireland -16 4 £27,500 -50.00%
North East -4 3 £65,000 +52.05% 3
Channel Islands - 1 £85,000 -

For the 6 months to 12 December 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 1,252 (99.52%) Migration
2 449 (35.69%) SQL
3 431 (34.26%) Agile Software Development
4 353 (28.06%) Finance
5 313 (24.88%) ETL
6 302 (24.01%) Microsoft
7 298 (23.69%) SQL Server
8 277 (22.02%) Analytical Skills
9 224 (17.81%) Data Warehouse
10 218 (17.33%) Oracle
11 214 (17.01%) Project Management
12 203 (16.14%) Problem-Solving
13 193 (15.34%) Business Intelligence
14 188 (14.94%) ERP
15 181 (14.39%) C#
16 177 (14.07%) Data Quality
17 173 (13.75%) Data Modelling
18 166 (13.20%) Data Analysis
19 162 (12.88%) SQL Server Integration Services
19 162 (12.88%) Stakeholder Management
20 159 (12.64%) CRM
21 150 (11.92%) Scrum
22 147 (11.69%) Analytics
23 141 (11.21%) .NET
24 138 (10.97%) SAP
24 138 (10.97%) Security Cleared
25 132 (10.49%) Microsoft Azure
26 125 (9.94%) T-SQL
27 120 (9.54%) Microsoft Excel
28 119 (9.46%) SQL Server Reporting Services

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 53 (4.21%) SharePoint
2 26 (2.07%) SAS
3 20 (1.59%) Confluence
4 14 (1.11%) Apache Spark
5 12 (0.95%) Apache
6 11 (0.87%) Apache Solr
6 11 (0.87%) Skype for Business
7 9 (0.72%) IIS
7 9 (0.72%) Oracle SOA Suite
7 9 (0.72%) Oracle Workflow
8 5 (0.40%) SharePoint 2010
8 5 (0.40%) SharePoint 2013
9 4 (0.32%) Blackberry Enterprise Server
9 4 (0.32%) Elasticsearch
9 4 (0.32%) MS Exchange
9 4 (0.32%) Oracle Application Server
9 4 (0.32%) Oracle Service Bus
10 2 (0.16%) CMS
10 2 (0.16%) JBoss
10 2 (0.16%) Tomcat
Applications
1 120 (9.54%) Microsoft Excel
2 44 (3.50%) Microsoft Office
3 37 (2.94%) Microsoft Project
4 35 (2.78%) Microsoft PowerPoint
5 31 (2.46%) MS Visio
6 3 (0.24%) Spreadsheet
7 2 (0.16%) Photoshop
8 1 (0.079%) Adobe Illustrator
8 1 (0.079%) GIMP
8 1 (0.079%) InDesign
8 1 (0.079%) Mingle
8 1 (0.079%) Windchill
Business Applications
1 94 (7.47%) Dynamics CRM
2 67 (5.33%) Dynamics AX
3 32 (2.54%) NetSuite
4 31 (2.46%) Dynamics NAV
5 29 (2.31%) Oracle ERP
6 20 (1.59%) Oracle Payables
6 20 (1.59%) Oracle Receivables
6 20 (1.59%) SAP S/4HANA
7 17 (1.35%) Odoo
8 16 (1.27%) Oracle Assets
8 16 (1.27%) Oracle Cash Management
9 15 (1.19%) Oracle EBS
10 14 (1.11%) Oracle Financials
10 14 (1.11%) Oracle Procure-to-Pay
11 13 (1.03%) Oracle EBS R12
11 13 (1.03%) Oracle General Ledger
12 12 (0.95%) Dynamics GP
12 12 (0.95%) Oracle Applications
13 11 (0.87%) SAP CO
13 11 (0.87%) SAP FI/CO
Cloud Services
1 132 (10.49%) Microsoft Azure
2 82 (6.52%) Amazon AWS
3 70 (5.56%) Dynamics 365
4 35 (2.78%) Office 365
4 35 (2.78%) SaaS
5 23 (1.83%) Salesforce Service Cloud
6 20 (1.59%) Salesforce Sales Cloud
7 17 (1.35%) Serverless
8 15 (1.19%) Google Cloud Platform
9 14 (1.11%) Azure Functions
10 12 (0.95%) PaaS
11 11 (0.87%) Cortana Intelligence Suite
12 10 (0.79%) Yammer
13 9 (0.72%) Cloud Computing
13 9 (0.72%) SuccessFactors
14 7 (0.56%) Amazon SQS
14 7 (0.56%) Azure Active Directory
14 7 (0.56%) Azure Data Factory
15 6 (0.48%) BlazeMeter
15 6 (0.48%) IaaS
Communications & Networking
1 11 (0.87%) Skype
2 10 (0.79%) Intranet
3 9 (0.72%) SAN
4 5 (0.40%) Fibre Channel
4 5 (0.40%) NAS
4 5 (0.40%) VPN
5 4 (0.32%) 3G
5 4 (0.32%) 4G
5 4 (0.32%) GPRS
5 4 (0.32%) GSM
5 4 (0.32%) LTE
5 4 (0.32%) PSTN
6 3 (0.24%) Firewall
6 3 (0.24%) Internet
7 2 (0.16%) GoToMeeting
7 2 (0.16%) WebEx
8 1 (0.079%) DHCP
8 1 (0.079%) DNS
8 1 (0.079%) Extranet
8 1 (0.079%) SMS
Database & Business Intelligence
1 298 (23.69%) SQL Server
2 224 (17.81%) Data Warehouse
3 162 (12.88%) SQL Server Integration Services
4 119 (9.46%) SQL Server Reporting Services
5 72 (5.72%) Big Data
6 66 (5.25%) PostgreSQL
7 61 (4.85%) Power BI
8 59 (4.69%) Relational Database
9 58 (4.61%) SQL Server Analysis Services
10 41 (3.26%) MySQL
11 40 (3.18%) BusinessObjects
12 39 (3.10%) QlikView
13 38 (3.02%) Hadoop
14 33 (2.62%) Data Lake
15 28 (2.23%) Oracle Reports
15 28 (2.23%) Star Schema
16 25 (1.99%) NoSQL
17 24 (1.91%) SQL Server 2012
18 20 (1.59%) SAP Data Services
19 19 (1.51%) Cosmos DB
Development Applications
1 81 (6.44%) JIRA
2 45 (3.58%) Git (software)
3 32 (2.54%) Visual Studio
4 23 (1.83%) ERwin
5 22 (1.75%) ER Studio
5 22 (1.75%) LSMW
6 19 (1.51%) Subversion
7 13 (1.03%) Team Foundation Server
7 13 (1.03%) Visual Studio Team System
8 10 (0.79%) eCATT
8 10 (0.79%) Jenkins
8 10 (0.79%) Oracle APEX
9 9 (0.72%) Toad
10 8 (0.64%) Zephyr
11 7 (0.56%) Oracle Forms
12 6 (0.48%) Atlassian Bamboo
12 6 (0.48%) MorphX
12 6 (0.48%) Selenium
12 6 (0.48%) SoapUI
13 5 (0.40%) PHPUnit
General
1 353 (28.06%) Finance
2 77 (6.12%) Banking
3 68 (5.41%) Manufacturing
4 67 (5.33%) Marketing
5 59 (4.69%) Retail
6 28 (2.23%) Retail Banking
7 27 (2.15%) Publishing
8 24 (1.91%) Telecoms
9 18 (1.43%) Billing
10 15 (1.19%) Back Office
10 15 (1.19%) General Ledger
11 14 (1.11%) Financial Institution
11 14 (1.11%) Legal
12 10 (0.79%) Corporate Banking
13 9 (0.72%) Front Office
13 9 (0.72%) Investment Banking
14 8 (0.64%) Electronics
15 5 (0.40%) Advertising
16 4 (0.32%) Aerospace
17 3 (0.24%) German Language
Job Titles
1 304 (24.17%) Developer
2 229 (18.20%) Analyst
3 205 (16.30%) Consultant
4 141 (11.21%) Architect
5 122 (9.70%) Project Manager
6 97 (7.71%) Business Analyst
7 78 (6.20%) Data Architect
7 78 (6.20%) SQL Developer
8 63 (5.01%) Data Analyst
9 50 (3.97%) Data Consultant
10 47 (3.74%) Solutions Architect
11 46 (3.66%) .NET Developer
11 46 (3.66%) Migration Manager
12 43 (3.42%) Migration Consultant
13 42 (3.34%) Data Migration Consultant
14 41 (3.26%) Oracle Developer
14 41 (3.26%) Senior Manager
15 38 (3.02%) C# Developer
15 38 (3.02%) Data Migration Manager
15 38 (3.02%) ETL Developer
Libraries, Frameworks & Software Standards
1 141 (11.21%) .NET
2 73 (5.80%) Web Services
3 69 (5.48%) XML
4 48 (3.82%) HTML
4 48 (3.82%) Middleware
5 45 (3.58%) CSS
5 45 (3.58%) SOAP
6 39 (3.10%) WCF
7 38 (3.02%) ASP.NET
7 38 (3.02%) jQuery
8 33 (2.62%) AngularJS
8 33 (2.62%) JSON
9 31 (2.46%) Visualforce
10 25 (1.99%) HTML5
11 24 (1.91%) REST
12 23 (1.83%) ASP.NET Web API
13 21 (1.67%) WinForms
14 18 (1.43%) IDoc
14 18 (1.43%) RESTful
15 17 (1.35%) Twisted
Miscellaneous
1 277 (22.02%) Analytical Skills
2 68 (5.41%) Self-Motivation
3 42 (3.34%) User Experience
4 37 (2.94%) Reference Data
5 24 (1.91%) Management Information System
6 21 (1.67%) Data Structures
7 17 (1.35%) Clustering
7 17 (1.35%) Taxonomies
8 16 (1.27%) Greenfield Project
9 12 (0.95%) Replication
10 11 (0.87%) Mobile App
11 10 (0.79%) Fintech
11 10 (0.79%) Hybrid Cloud
11 10 (0.79%) LIMS
12 9 (0.72%) Public Cloud
12 9 (0.72%) Reinsurance
13 7 (0.56%) Enterprise Software
14 6 (0.48%) Algorithms
14 6 (0.48%) Data Centre
14 6 (0.48%) Driving Licence
Operating Systems
1 54 (4.29%) Linux
2 44 (3.50%) Windows
3 22 (1.75%) Unix
4 21 (1.67%) Android
5 18 (1.43%) Windows Server
6 17 (1.35%) Ubuntu
7 6 (0.48%) Embedded Linux
8 4 (0.32%) Apple iOS
8 4 (0.32%) Red Hat Enterprise Linux
8 4 (0.32%) Windows 7
9 2 (0.16%) Windows 10
10 1 (0.079%) OpenVMS
10 1 (0.079%) VMS
10 1 (0.079%) Windows Server 2012
Processes & Methodologies
1 1,252 (99.52%) Migration
2 431 (34.26%) Agile Software Development
3 313 (24.88%) ETL
4 214 (17.01%) Project Management
5 203 (16.14%) Problem-Solving
6 193 (15.34%) Business Intelligence
7 188 (14.94%) ERP
8 173 (13.75%) Data Modelling
9 166 (13.20%) Data Analysis
10 162 (12.88%) Stakeholder Management
11 159 (12.64%) CRM
12 150 (11.92%) Scrum
13 147 (11.69%) Analytics
14 116 (9.22%) Data Management
15 99 (7.87%) SDLC
16 94 (7.47%) Data Integration
17 93 (7.39%) Data Architecture
17 93 (7.39%) Waterfall
18 86 (6.84%) Business Analysis
19 82 (6.52%) Test Automation
Programming Languages
1 449 (35.69%) SQL
2 181 (14.39%) C#
3 125 (9.94%) T-SQL
4 99 (7.87%) PL/SQL
5 95 (7.55%) Java
6 80 (6.36%) JavaScript
7 42 (3.34%) Apex Code
8 38 (3.02%) Python
9 30 (2.38%) C++
10 29 (2.31%) VB.NET
11 27 (2.15%) ABAP
12 26 (2.07%) VB
12 26 (2.07%) VBA
13 16 (1.27%) TypeScript
14 15 (1.19%) PowerShell
15 8 (0.64%) C
15 8 (0.64%) Ruby
15 8 (0.64%) Shell Script
15 8 (0.64%) X++
16 6 (0.48%) PHP
Qualifications
1 138 (10.97%) Security Cleared
2 118 (9.38%) Degree
3 86 (6.84%) SC Cleared
4 22 (1.75%) PRINCE2 Certification
5 19 (1.51%) ISTQB
6 18 (1.43%) PhD
7 17 (1.35%) PMI Certification
7 17 (1.35%) PMP
8 15 (1.19%) Computer Science Degree
9 11 (0.87%) ISTQB Foundation Certification
10 10 (0.79%) ISEB
10 10 (0.79%) TOGAF Certification
11 9 (0.72%) Microsoft Certification
12 8 (0.64%) PRINCE2 Practitioner
13 5 (0.40%) ACCA
13 5 (0.40%) MCP
14 4 (0.32%) CIMA
15 3 (0.24%) BPSS Clearance
15 3 (0.24%) MBA
15 3 (0.24%) MCSE
Quality Assurance & Compliance
1 177 (14.07%) Data Quality
2 55 (4.37%) GDPR
3 41 (3.26%) QA
4 24 (1.91%) Solvency II
5 22 (1.75%) Dodd-Frank
6 18 (1.43%) IFRS
7 15 (1.19%) FATCA
8 11 (0.87%) Sarbanes-Oxley
9 10 (0.79%) PCI DSS
10 9 (0.72%) IFRS 9
11 8 (0.64%) PMO
12 3 (0.24%) SLA
13 2 (0.16%) ISO 20022
13 2 (0.16%) PSD2
14 1 (0.079%) HL7
14 1 (0.079%) ISO/IEC 27001
System Software
1 25 (1.99%) Active Directory
2 9 (0.72%) Docker
3 6 (0.48%) HDFS
4 2 (0.16%) Virtual Machines
4 2 (0.16%) VMware Infrastructure
5 1 (0.079%) Oracle RAC
5 1 (0.079%) VMware ESXi
Systems Management
1 12 (0.95%) Puppet
1 12 (0.95%) Terraform
2 10 (0.79%) Opscode Chef
3 5 (0.40%) Data Guard
3 5 (0.40%) Failover Clustering
3 5 (0.40%) Systems Management Server (SMS)
4 4 (0.32%) AirWatch
4 4 (0.32%) Kubernetes
4 4 (0.32%) Microsoft Clustering
4 4 (0.32%) SCCM
4 4 (0.32%) SCOM
5 3 (0.24%) WebSphere Cast Iron
6 2 (0.16%) Ansible
7 1 (0.079%) Mesos
7 1 (0.079%) Oracle RMAN
Vendors
1 302 (24.01%) Microsoft
2 218 (17.33%) Oracle
3 138 (10.97%) SAP
4 66 (5.25%) Salesforce.com
5 58 (4.61%) Talend
6 44 (3.50%) Tableau
7 34 (2.70%) Informatica
8 24 (1.91%) Cognizant
9 23 (1.83%) IBM
10 20 (1.59%) Sage
11 19 (1.51%) Jitterbit
12 17 (1.35%) Atlassian
13 16 (1.27%) IFS
14 14 (1.11%) JD Edwards
14 14 (1.11%) Workday
15 13 (1.03%) Epicor
15 13 (1.03%) Google
16 12 (0.95%) Teradata
17 11 (0.87%) CODA
18 10 (0.79%) Databricks