Period
to 11 December 2018

The following table provides summary statistics for permanent job vacancies advertised in England 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 11 December 2018 with a comparison to the same period in the previous 2 years.

Data Migration
UK > England
6 months to
11 Dec 2018
Same period 2017 Same period 2016
Rank 400 418 423
Rank change year-on-year +18 +5 -8
Permanent jobs citing Data Migration 1,129 1,254 1,281
As % of all permanent IT jobs advertised in England 0.76% 0.75% 0.73%
As % of the Processes & Methodologies category 0.83% 0.81% 0.80%
Number of salaries quoted 864 765 948
England median annual salary £55,000 £55,000 £52,500
Median salary % change year-on-year - +4.76% -
10th Percentile £31,250 £32,500 £32,500
90th Percentile £85,000 £87,500 £90,000
UK median annual salary £55,000 £52,500 £52,500
% change year-on-year +4.76% - -

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 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 135,998 154,654 159,253
As % of all permanent IT jobs advertised in England 91.63% 91.90% 91.26%
Number of salaries quoted 108,808 123,799 133,287
England median annual salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% - +5.26%
10th Percentile £30,000 £28,500 £28,000
90th Percentile £85,000 £80,000 £80,000
UK median annual salary £52,500 £50,000 £48,000
% change year-on-year +5.00% +4.17% +1.05%

Data Migration
Job Vacancy Trend in England

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

Job vacancy trend for Data Migration in England

Data Migration
Salary Trend in England

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

Salary trend for Data Migration in England

Data Migration
Salary Histogram in England

The salary distribution of IT jobs citing Data Migration in England over the 6 months to 11 December 2018.

Salary histogram for Data Migration in England

Data 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 Data Migration within the England region over the 6 months to 11 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
London +65 472 £61,500 +11.82% 51
South East -44 217 £50,000 -4.76% 36
East of England +128 171 £55,000 +15.79% 18
North of England -1 118 £45,000 -5.26% 30
South West +31 83 £47,500 +18.75% 22
North West -8 66 £47,500 - 18
Midlands -41 57 £47,500 -19.15% 24
Yorkshire +16 49 £40,000 -15.34% 9
West Midlands -52 45 £47,500 -32.14% 16
East Midlands +12 10 £40,000 -9.74% 8
North East -1 3 £65,000 +52.05% 3
Data Migration
UK

For the 6 months to 11 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 across the England region with a requirement for Data Migration.

1 1,123 (99.47%) Migration
2 414 (36.67%) SQL
3 396 (35.08%) Agile Software Development
4 308 (27.28%) ETL
5 304 (26.93%) Finance
6 272 (24.09%) SQL Server
7 242 (21.43%) Microsoft
8 233 (20.64%) Analytical Skills
9 213 (18.87%) Data Warehouse
10 201 (17.80%) Oracle
11 185 (16.39%) Problem-Solving
12 182 (16.12%) Business Intelligence
13 179 (15.85%) C#
14 177 (15.68%) Project Management
15 173 (15.32%) Data Modelling
15 173 (15.32%) Data Quality
16 168 (14.88%) Data Analysis
17 152 (13.46%) SQL Server Integration Services
17 152 (13.46%) Stakeholder Management
18 143 (12.67%) ERP
19 139 (12.31%) Analytics
20 138 (12.22%) Security Cleared
21 130 (11.51%) .NET
22 127 (11.25%) SAP
23 124 (10.98%) T-SQL
24 122 (10.81%) Microsoft Azure
25 121 (10.72%) Scrum
26 118 (10.45%) CRM
27 108 (9.57%) Data Management
28 106 (9.39%) SQL Server Reporting Services

Data 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 38 (3.37%) SharePoint
2 18 (1.59%) SAS
3 14 (1.24%) Apache Spark
4 12 (1.06%) Apache
5 11 (0.97%) Apache Solr
6 9 (0.80%) IIS
6 9 (0.80%) Oracle SOA Suite
6 9 (0.80%) Oracle Workflow
7 7 (0.62%) Confluence
8 5 (0.44%) SharePoint 2010
8 5 (0.44%) SharePoint 2013
9 4 (0.35%) Blackberry Enterprise Server
9 4 (0.35%) Elasticsearch
9 4 (0.35%) MS Exchange
9 4 (0.35%) Oracle Application Server
9 4 (0.35%) Oracle Service Bus
10 2 (0.18%) CMS
10 2 (0.18%) JBoss
10 2 (0.18%) Skype for Business
10 2 (0.18%) Tomcat
Applications
1 94 (8.33%) Microsoft Excel
2 37 (3.28%) Microsoft Project
3 35 (3.10%) Microsoft PowerPoint
4 30 (2.66%) MS Visio
5 27 (2.39%) Microsoft Office
6 3 (0.27%) Spreadsheet
7 2 (0.18%) Photoshop
8 1 (0.089%) Adobe Illustrator
8 1 (0.089%) GIMP
8 1 (0.089%) InDesign
8 1 (0.089%) Mingle
8 1 (0.089%) Windchill
Business Applications
1 62 (5.49%) Dynamics CRM
2 44 (3.90%) Dynamics AX
3 30 (2.66%) NetSuite
4 25 (2.21%) Dynamics NAV
5 20 (1.77%) Oracle Payables
5 20 (1.77%) Oracle Receivables
6 16 (1.42%) Oracle Assets
6 16 (1.42%) Oracle Cash Management
6 16 (1.42%) Oracle ERP
7 15 (1.33%) Oracle EBS
8 14 (1.24%) Oracle Financials
8 14 (1.24%) Oracle Procure-to-Pay
9 13 (1.15%) Oracle EBS R12
9 13 (1.15%) Oracle General Ledger
9 13 (1.15%) SAP S/4HANA
10 12 (1.06%) Dynamics GP
10 12 (1.06%) Oracle Applications
11 11 (0.97%) Infor SunSystems
12 10 (0.89%) SAP FI
12 10 (0.89%) SAP FI/CO
Cloud Services
1 122 (10.81%) Microsoft Azure
2 79 (7.00%) Amazon AWS
3 48 (4.25%) Dynamics 365
4 34 (3.01%) SaaS
5 22 (1.95%) Office 365
6 21 (1.86%) Salesforce Service Cloud
7 20 (1.77%) Salesforce Sales Cloud
8 15 (1.33%) Google Cloud Platform
9 11 (0.97%) Cortana Intelligence Suite
9 11 (0.97%) PaaS
10 9 (0.80%) Cloud Computing
10 9 (0.80%) SuccessFactors
11 8 (0.71%) Serverless
12 7 (0.62%) Amazon SQS
12 7 (0.62%) Azure Active Directory
13 6 (0.53%) Azure Data Factory
13 6 (0.53%) BlazeMeter
13 6 (0.53%) IaaS
14 5 (0.44%) Azure Functions
14 5 (0.44%) Taleo
Communications & Networking
1 9 (0.80%) SAN
2 5 (0.44%) Fibre Channel
2 5 (0.44%) NAS
2 5 (0.44%) VPN
3 4 (0.35%) 3G
3 4 (0.35%) 4G
3 4 (0.35%) GPRS
3 4 (0.35%) GSM
3 4 (0.35%) LTE
3 4 (0.35%) PSTN
4 3 (0.27%) Firewall
4 3 (0.27%) Internet
5 2 (0.18%) GoToMeeting
5 2 (0.18%) Skype
5 2 (0.18%) WebEx
6 1 (0.089%) DHCP
6 1 (0.089%) DNS
6 1 (0.089%) FTP
6 1 (0.089%) Intranet
6 1 (0.089%) SMS
Database & Business Intelligence
1 272 (24.09%) SQL Server
2 213 (18.87%) Data Warehouse
3 152 (13.46%) SQL Server Integration Services
4 106 (9.39%) SQL Server Reporting Services
5 72 (6.38%) Big Data
6 58 (5.14%) Relational Database
7 55 (4.87%) PostgreSQL
8 52 (4.61%) Power BI
9 51 (4.52%) SQL Server Analysis Services
10 42 (3.72%) MySQL
11 39 (3.45%) BusinessObjects
12 38 (3.37%) Hadoop
13 32 (2.83%) Data Lake
14 31 (2.75%) QlikView
15 28 (2.48%) Oracle Reports
15 28 (2.48%) Star Schema
16 23 (2.04%) NoSQL
17 21 (1.86%) SAP Data Services
18 19 (1.68%) SQL Server 2016
19 17 (1.51%) Azure SQL Database
Development Applications
1 68 (6.02%) JIRA
2 36 (3.19%) Git (software)
3 31 (2.75%) Visual Studio
4 21 (1.86%) ERwin
4 21 (1.86%) LSMW
5 20 (1.77%) ER Studio
6 19 (1.68%) Subversion
7 13 (1.15%) Visual Studio Team System
8 12 (1.06%) Team Foundation Server
9 10 (0.89%) Jenkins
9 10 (0.89%) Oracle APEX
10 9 (0.80%) Toad
11 8 (0.71%) eCATT
11 8 (0.71%) Zephyr
12 7 (0.62%) Oracle Forms
13 6 (0.53%) Atlassian Bamboo
13 6 (0.53%) Selenium
13 6 (0.53%) SoapUI
14 5 (0.44%) PHPUnit
15 4 (0.35%) TeamCity
General
1 304 (26.93%) Finance
2 74 (6.55%) Banking
3 65 (5.76%) Marketing
4 53 (4.69%) Retail
5 43 (3.81%) Manufacturing
6 28 (2.48%) Retail Banking
7 25 (2.21%) Publishing
8 23 (2.04%) Telecoms
9 16 (1.42%) Billing
10 15 (1.33%) General Ledger
11 14 (1.24%) Back Office
11 14 (1.24%) Financial Institution
12 13 (1.15%) Legal
13 10 (0.89%) Corporate Banking
14 9 (0.80%) Front Office
15 7 (0.62%) Electronics
15 7 (0.62%) Investment Banking
16 4 (0.35%) Advertising
16 4 (0.35%) Aerospace
17 3 (0.27%) German Language
Job Titles
1 275 (24.36%) Developer
2 211 (18.69%) Analyst
3 171 (15.15%) Consultant
4 137 (12.13%) Architect
5 117 (10.36%) Project Manager
6 85 (7.53%) Business Analyst
7 76 (6.73%) SQL Developer
8 74 (6.55%) Data Architect
9 62 (5.49%) Data Analyst
10 50 (4.43%) Data Consultant
11 47 (4.16%) Solutions Architect
12 46 (4.07%) .NET Developer
13 43 (3.81%) Migration Consultant
14 42 (3.72%) Data Migration Consultant
15 41 (3.63%) Oracle Developer
16 39 (3.45%) Senior Manager
17 38 (3.37%) C# Developer
17 38 (3.37%) Migration Manager
18 37 (3.28%) ETL Developer
19 36 (3.19%) Data Migration Manager
Libraries, Frameworks & Software Standards
1 130 (11.51%) .NET
2 68 (6.02%) XML
3 61 (5.40%) Web Services
4 48 (4.25%) Middleware
5 45 (3.99%) SOAP
6 39 (3.45%) WCF
7 38 (3.37%) HTML
8 36 (3.19%) ASP.NET
8 36 (3.19%) CSS
9 33 (2.92%) JSON
10 29 (2.57%) jQuery
10 29 (2.57%) Visualforce
11 24 (2.13%) AngularJS
11 24 (2.13%) REST
12 23 (2.04%) ASP.NET Web API
13 21 (1.86%) WinForms
14 18 (1.59%) RESTful
15 16 (1.42%) HTML5
15 16 (1.42%) IDoc
16 14 (1.24%) Oracle Fusion
Miscellaneous
1 233 (20.64%) Analytical Skills
2 66 (5.85%) Self-Motivation
3 38 (3.37%) Reference Data
4 34 (3.01%) User Experience
5 24 (2.13%) Management Information System
6 20 (1.77%) Data Structures
7 18 (1.59%) Taxonomies
8 17 (1.51%) Clustering
9 15 (1.33%) Greenfield Project
10 12 (1.06%) Replication
11 9 (0.80%) Mobile App
11 9 (0.80%) Reinsurance
12 8 (0.71%) Fintech
12 8 (0.71%) LIMS
12 8 (0.71%) Public Cloud
13 6 (0.53%) Algorithms
13 6 (0.53%) Data Centre
13 6 (0.53%) Driving Licence
14 5 (0.44%) Enterprise Software
14 5 (0.44%) Virtual Team
Operating Systems
1 44 (3.90%) Windows
2 43 (3.81%) Linux
3 22 (1.95%) Unix
4 17 (1.51%) Windows Server
5 12 (1.06%) Android
6 8 (0.71%) Ubuntu
7 6 (0.53%) Embedded Linux
8 4 (0.35%) Apple iOS
8 4 (0.35%) Red Hat Enterprise Linux
8 4 (0.35%) Windows 7
9 2 (0.18%) Windows 10
10 1 (0.089%) OpenVMS
10 1 (0.089%) VMS
10 1 (0.089%) Windows Server 2012
Processes & Methodologies
1 1,123 (99.47%) Migration
2 396 (35.08%) Agile Software Development
3 308 (27.28%) ETL
4 185 (16.39%) Problem-Solving
5 182 (16.12%) Business Intelligence
6 177 (15.68%) Project Management
7 173 (15.32%) Data Modelling
8 168 (14.88%) Data Analysis
9 152 (13.46%) Stakeholder Management
10 143 (12.67%) ERP
11 139 (12.31%) Analytics
12 121 (10.72%) Scrum
13 118 (10.45%) CRM
14 108 (9.57%) Data Management
15 90 (7.97%) Data Architecture
16 86 (7.62%) Data Integration
16 86 (7.62%) SDLC
17 84 (7.44%) Waterfall
18 77 (6.82%) Scaled Agile Framework
19 76 (6.73%) Data Mapping
Programming Languages
1 414 (36.67%) SQL
2 179 (15.85%) C#
3 124 (10.98%) T-SQL
4 98 (8.68%) PL/SQL
5 91 (8.06%) Java
6 68 (6.02%) JavaScript
7 35 (3.10%) Apex Code
8 30 (2.66%) C++
9 29 (2.57%) Python
10 28 (2.48%) VB.NET
11 27 (2.39%) VBA
12 26 (2.30%) VB
13 25 (2.21%) ABAP
14 15 (1.33%) PowerShell
15 8 (0.71%) C
15 8 (0.71%) Ruby
15 8 (0.71%) Shell Script
16 7 (0.62%) TypeScript
17 6 (0.53%) PHP
18 2 (0.18%) Perl
Qualifications
1 138 (12.22%) Security Cleared
2 102 (9.03%) Degree
3 86 (7.62%) SC Cleared
4 22 (1.95%) PRINCE2 Certification
5 19 (1.68%) ISTQB
6 18 (1.59%) PhD
7 17 (1.51%) PMI Certification
7 17 (1.51%) PMP
8 16 (1.42%) Computer Science Degree
9 11 (0.97%) ISTQB Foundation Certification
10 10 (0.89%) ISEB
10 10 (0.89%) TOGAF Certification
11 8 (0.71%) PRINCE2 Practitioner
12 7 (0.62%) Microsoft Certification
13 5 (0.44%) MCP
14 4 (0.35%) ACCA
14 4 (0.35%) CIMA
15 3 (0.27%) BPSS Clearance
15 3 (0.27%) DV Cleared
15 3 (0.27%) MBA
Quality Assurance & Compliance
1 173 (15.32%) Data Quality
2 51 (4.52%) GDPR
3 40 (3.54%) QA
4 23 (2.04%) Solvency II
5 20 (1.77%) Dodd-Frank
6 17 (1.51%) IFRS
7 13 (1.15%) FATCA
8 11 (0.97%) Sarbanes-Oxley
9 10 (0.89%) PCI DSS
10 9 (0.80%) IFRS 9
11 6 (0.53%) PMO
12 3 (0.27%) SLA
13 2 (0.18%) ISO 20022
13 2 (0.18%) PSD2
14 1 (0.089%) GxP
14 1 (0.089%) HL7
14 1 (0.089%) ISO/IEC 27001
System Software
1 23 (2.04%) Active Directory
2 9 (0.80%) Docker
3 6 (0.53%) HDFS
4 2 (0.18%) Virtual Machines
4 2 (0.18%) VMware Infrastructure
5 1 (0.089%) Oracle RAC
5 1 (0.089%) VMware ESXi
Systems Management
1 12 (1.06%) Puppet
1 12 (1.06%) Terraform
2 10 (0.89%) Opscode Chef
3 5 (0.44%) Data Guard
3 5 (0.44%) Failover Clustering
4 4 (0.35%) AirWatch
4 4 (0.35%) Kubernetes
4 4 (0.35%) Microsoft Clustering
4 4 (0.35%) SCOM
5 3 (0.27%) SCCM
5 3 (0.27%) Systems Management Server (SMS)
6 2 (0.18%) Ansible
7 1 (0.089%) Mesos
7 1 (0.089%) Oracle RMAN
Vendors
1 242 (21.43%) Microsoft
2 201 (17.80%) Oracle
3 127 (11.25%) SAP
4 57 (5.05%) Salesforce.com
5 56 (4.96%) Talend
6 44 (3.90%) Tableau
7 31 (2.75%) Informatica
8 21 (1.86%) IBM
9 19 (1.68%) Sage
10 18 (1.59%) Cognizant
11 16 (1.42%) IFS
11 16 (1.42%) Jitterbit
12 14 (1.24%) Workday
13 13 (1.15%) Epicor
13 13 (1.15%) Google
14 12 (1.06%) JD Edwards
15 11 (0.97%) CODA
16 10 (0.89%) Databricks
17 9 (0.80%) Concur
17 9 (0.80%) Infor