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

Data Migration
UK
6 months to
23 Jun 2018
Same period 2017 Same period 2016
Rank 445 424 438
Rank change year-on-year -21 +14 +15
Permanent jobs citing Data Migration 1,164 1,242 1,419
As % of all permanent IT jobs advertised in the UK 0.67% 0.72% 0.71%
As % of the Processes & Methodologies category 0.74% 0.79% 0.78%
Number of salaries quoted 813 807 1,043
UK median annual salary £55,000 £50,000 £50,000
Median salary % change year-on-year +10.00% - -
10th Percentile £32,500 £32,500 £32,500
90th Percentile £83,750 £82,501 £80,000
UK excluding London median annual salary £49,000 £45,000 £45,000
% change year-on-year +8.89% - -

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 157,709 156,756 180,769
As % of all permanent IT jobs advertised in the UK 90.73% 90.60% 89.97%
Number of salaries quoted 126,494 127,661 150,345
UK median annual salary £50,000 £48,000 £47,500
Median salary % change year-on-year +4.17% +1.05% +1.06%
10th Percentile £29,000 £28,000 £27,500
90th Percentile £82,500 £78,750 £77,500
UK excluding London median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - +2.41%

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 June 2018.

Salary histogram for Data Migration in the UK

Data Migration
Top 16 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 June 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 -14 1,084 £55,000 +10.00% 163
UK excluding London -8 655 £49,000 +8.89% 120
London -15 446 £65,000 - 54
South East +15 227 £50,000 +5.26% 38
North of England +23 161 £47,500 +11.76% 22
Midlands -10 109 £47,500 +17.14% 27
North West +25 89 £47,500 +18.75% 10
West Midlands -4 80 £47,500 +23.38% 23
East of England +6 71 £52,500 - 16
Yorkshire +5 64 £45,250 +0.56% 11
Scotland -3 40 £48,750 +2.63% 8
South West -25 33 £40,000 - 6
East Midlands +13 27 £47,500 -5.00% 4
Wales -14 13 £35,000 -22.22% 3
North East -11 8 £61,250 +39.20% 1
Northern Ireland +10 5 - -

For the 6 months to 23 June 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 1,154 (99.14%) Migration
2 431 (37.03%) SQL
3 378 (32.47%) Finance
4 327 (28.09%) Agile Software Development
5 293 (25.17%) SQL Server
6 277 (23.80%) Microsoft
7 235 (20.19%) ETL
8 204 (17.53%) SAP
9 168 (14.43%) Business Intelligence
10 163 (14.00%) Data Warehouse
11 157 (13.49%) ERP
12 156 (13.40%) Oracle
13 155 (13.32%) Problem-Solving
14 152 (13.06%) .NET
15 151 (12.97%) CRM
16 148 (12.71%) Analytical Skills
17 144 (12.37%) Data Quality
18 141 (12.11%) Data Modelling
18 141 (12.11%) Data Management
19 140 (12.03%) C#
20 137 (11.77%) Project Management
21 133 (11.43%) Stakeholder Management
22 132 (11.34%) SQL Server Reporting Services
23 130 (11.17%) T-SQL
24 129 (11.08%) SQL Server Integration Services
25 117 (10.05%) Microsoft Azure
26 116 (9.97%) Scrum
27 112 (9.62%) Self-Motivation
28 110 (9.45%) Degree
29 106 (9.11%) Data Cleansing

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 37 (3.18%) SharePoint
2 18 (1.55%) Oracle SOA Suite
3 14 (1.20%) Apache Spark
3 14 (1.20%) SharePoint 2013
4 10 (0.86%) SAS
5 7 (0.60%) Documentum
5 7 (0.60%) IIS
5 7 (0.60%) WebSphere
5 7 (0.60%) WebSphere Portal
6 6 (0.52%) BizTalk Server
6 6 (0.52%) Oracle Application Server
7 5 (0.43%) Confluence
7 5 (0.43%) Elasticsearch
7 5 (0.43%) Oracle Workflow
8 4 (0.34%) Alfresco
8 4 (0.34%) Ethereum
8 4 (0.34%) Hyperledger
8 4 (0.34%) LiveLink
8 4 (0.34%) OpenStack
8 4 (0.34%) Predix
Applications
1 74 (6.36%) Microsoft Excel
2 36 (3.09%) Microsoft Office
3 17 (1.46%) MS Visio
4 12 (1.03%) Microsoft PowerPoint
5 10 (0.86%) Microsoft Project
6 6 (0.52%) Spreadsheet
7 4 (0.34%) AutoCAD
7 4 (0.34%) ProjectWise
8 3 (0.26%) MicroStation
8 3 (0.26%) Revit
9 2 (0.17%) InfoPath
10 1 (0.086%) Photoshop
10 1 (0.086%) Windchill
Business Applications
1 80 (6.87%) Dynamics CRM
2 55 (4.73%) Dynamics AX
3 32 (2.75%) NetSuite
4 30 (2.58%) SAP MDG
5 27 (2.32%) SAP S/4HANA
6 18 (1.55%) Dynamics NAV
7 15 (1.29%) Oracle ERP
8 14 (1.20%) Salesforce.com CRM
8 14 (1.20%) SAP QM
9 13 (1.12%) Workday HCM
10 12 (1.03%) Oracle EBS
10 12 (1.03%) Oracle EBS R12
10 12 (1.03%) SAP CO
10 12 (1.03%) SAP FI
10 12 (1.03%) SAP FI/CO
11 10 (0.86%) SAP FSCM
12 9 (0.77%) SAP HCM
13 8 (0.69%) SAP Business One
14 7 (0.60%) Oracle BPM
14 7 (0.60%) Unit4 Business World
Cloud Services
1 117 (10.05%) Microsoft Azure
2 69 (5.93%) Dynamics 365
3 43 (3.69%) Amazon AWS
4 35 (3.01%) SaaS
5 33 (2.84%) Office 365
6 26 (2.23%) Force.com
7 25 (2.15%) Salesforce Sales Cloud
8 19 (1.63%) Cortana Intelligence Suite
9 16 (1.37%) Cloud Computing
10 15 (1.29%) Azure Data Factory
10 15 (1.29%) Slack
11 14 (1.20%) Salesforce Service Cloud
11 14 (1.20%) SuccessFactors
12 7 (0.60%) Serverless
13 6 (0.52%) AWS Lambda
14 5 (0.43%) Amazon EC2
14 5 (0.43%) Amazon ELB
14 5 (0.43%) AWS CloudFormation
14 5 (0.43%) GitHub
14 5 (0.43%) Virtual Private Cloud
Communications & Networking
1 7 (0.60%) Firewall
1 7 (0.60%) LAN
1 7 (0.60%) SAN
1 7 (0.60%) SMS
1 7 (0.60%) WAN
2 6 (0.52%) GoToMeeting
2 6 (0.52%) WebEx
3 3 (0.26%) Internet
3 3 (0.26%) TCP/IP
4 2 (0.17%) Intranet
4 2 (0.17%) NAS
4 2 (0.17%) Skype
4 2 (0.17%) VLAN
5 1 (0.086%) 4G
5 1 (0.086%) FCoE
5 1 (0.086%) Fibre Channel
5 1 (0.086%) iSCSI
5 1 (0.086%) LTE
5 1 (0.086%) Network Security
5 1 (0.086%) Software-Defined Networking
Database & Business Intelligence
1 293 (25.17%) SQL Server
2 163 (14.00%) Data Warehouse
3 132 (11.34%) SQL Server Reporting Services
4 129 (11.08%) SQL Server Integration Services
5 88 (7.56%) Big Data
6 82 (7.04%) SQL Server Analysis Services
7 66 (5.67%) Relational Database
8 65 (5.58%) Power BI
9 57 (4.90%) SQL Server 2012
10 51 (4.38%) SQL Server 2008
11 42 (3.61%) Hadoop
12 36 (3.09%) Data Lake
13 30 (2.58%) NoSQL
13 30 (2.58%) SQL Server 2000
14 27 (2.32%) Oracle Database
15 24 (2.06%) MS Access
15 24 (2.06%) PostgreSQL
16 23 (1.98%) MySQL
17 22 (1.89%) Apache Hive
18 21 (1.80%) BusinessObjects
Development Applications
1 78 (6.70%) LSMW
2 44 (3.78%) JIRA
3 27 (2.32%) eCATT
4 26 (2.23%) Visual Studio
5 14 (1.20%) Jenkins
6 8 (0.69%) Team Foundation Server
6 8 (0.69%) Zephyr
7 7 (0.60%) Oracle APEX
8 6 (0.52%) Git (software)
8 6 (0.52%) MorphX
9 5 (0.43%) Eclipse
9 5 (0.43%) Liquibase
9 5 (0.43%) Mercurial
9 5 (0.43%) Subversion
10 4 (0.34%) SQL Server Management Studio (SSMS)
11 3 (0.26%) Octopus Deploy
12 2 (0.17%) Bitbucket
12 2 (0.17%) GoCD
12 2 (0.17%) SpecFlow
12 2 (0.17%) WebDriver
General
1 378 (32.47%) Finance
2 90 (7.73%) Banking
3 76 (6.53%) Retail
4 66 (5.67%) Manufacturing
5 60 (5.15%) Marketing
6 57 (4.90%) Publishing
7 52 (4.47%) Billing
8 37 (3.18%) Retail Banking
9 36 (3.09%) Corporate Banking
10 30 (2.58%) Advertising
11 19 (1.63%) Legal
12 16 (1.37%) Investment Banking
13 14 (1.20%) General Ledger
14 10 (0.86%) Financial Institution
14 10 (0.86%) Telecoms
15 6 (0.52%) Back Office
15 6 (0.52%) Spanish Language
16 5 (0.43%) Automotive
17 4 (0.34%) Front Office
18 3 (0.26%) Electronics
Job Titles
1 210 (18.04%) Consultant
2 204 (17.53%) Developer
3 183 (15.72%) Analyst
4 167 (14.35%) Architect
5 95 (8.16%) Project Manager
6 83 (7.13%) Data Analyst
7 75 (6.44%) SAP Consultant
8 70 (6.01%) Data Architect
9 56 (4.81%) SQL Developer
10 55 (4.73%) Migration Analyst
11 51 (4.38%) Data Migration Analyst
12 49 (4.21%) Business Analyst
13 43 (3.69%) Administrator
13 43 (3.69%) Data Engineer
14 41 (3.52%) Migration Manager
15 39 (3.35%) Data Manager
16 37 (3.18%) Data Migration Manager
17 33 (2.84%) Programme Manager
17 33 (2.84%) Salesforce Developer
17 33 (2.84%) Solutions Architect
Libraries, Frameworks & Software Standards
1 152 (13.06%) .NET
2 100 (8.59%) Web Services
3 61 (5.24%) XML
4 57 (4.90%) ASP.NET
5 54 (4.64%) SOAP
6 51 (4.38%) CSS
7 46 (3.95%) jQuery
8 42 (3.61%) Visualforce
9 34 (2.92%) IDoc
9 34 (2.92%) WCF
10 29 (2.49%) HTML
11 27 (2.32%) .NET Framework
11 27 (2.32%) AngularJS
11 27 (2.32%) EDI
12 26 (2.23%) JSON
12 26 (2.23%) RESTful
13 24 (2.06%) REST
14 23 (1.98%) Entity Framework
15 22 (1.89%) ASP.NET Web API
16 16 (1.37%) Ajax
Miscellaneous
1 148 (12.71%) Analytical Skills
2 112 (9.62%) Self-Motivation
3 50 (4.30%) Management Information System
4 31 (2.66%) Fintech
5 28 (2.41%) Data Structures
6 27 (2.32%) LIMS
7 26 (2.23%) Computer Science
8 22 (1.89%) User Experience
9 18 (1.55%) Enterprise Software
10 14 (1.20%) Driving Licence
11 12 (1.03%) Data Centre
12 11 (0.95%) Replication
12 11 (0.95%) Virtual Team
13 9 (0.77%) Hybrid Cloud
13 9 (0.77%) Reference Data
13 9 (0.77%) Taxonomies
14 8 (0.69%) Clustering
15 6 (0.52%) CMDB
15 6 (0.52%) NHS
15 6 (0.52%) Public Cloud
Operating Systems
1 55 (4.73%) Windows
2 50 (4.30%) Linux
3 39 (3.35%) Windows Server
4 11 (0.95%) Unix
5 6 (0.52%) Ubuntu
5 6 (0.52%) Windows Server 2012
6 5 (0.43%) Amazon Linux
6 5 (0.43%) CentOS
7 4 (0.34%) Windows 10
8 3 (0.26%) Windows 7
9 2 (0.17%) Android
9 2 (0.17%) Apple iOS
9 2 (0.17%) Windows 8
9 2 (0.17%) Windows Mobile
9 2 (0.17%) Windows Server 2008
10 1 (0.086%) AIX
10 1 (0.086%) HPUX
10 1 (0.086%) Red Hat Enterprise Linux
10 1 (0.086%) Solaris
10 1 (0.086%) SUSE
Processes & Methodologies
1 1,154 (99.14%) Migration
2 327 (28.09%) Agile Software Development
3 235 (20.19%) ETL
4 168 (14.43%) Business Intelligence
5 157 (13.49%) ERP
6 155 (13.32%) Problem-Solving
7 151 (12.97%) CRM
8 141 (12.11%) Data Management
8 141 (12.11%) Data Modelling
9 137 (11.77%) Project Management
10 133 (11.43%) Stakeholder Management
11 116 (9.97%) Scrum
12 106 (9.11%) Data Analysis
12 106 (9.11%) Data Cleansing
13 102 (8.76%) Analytics
14 96 (8.25%) Data Governance
15 79 (6.79%) Data Architecture
16 78 (6.70%) PRINCE2
17 77 (6.62%) SDLC
18 70 (6.01%) User Acceptance Testing
Programming Languages
1 431 (37.03%) SQL
2 140 (12.03%) C#
3 130 (11.17%) T-SQL
4 97 (8.33%) JavaScript
5 64 (5.50%) Java
6 62 (5.33%) Python
7 61 (5.24%) ABAP
8 53 (4.55%) Apex Code
9 40 (3.44%) PL/SQL
10 33 (2.84%) VB.NET
11 22 (1.89%) R
12 19 (1.63%) PowerShell
12 19 (1.63%) X++
13 18 (1.55%) VB
14 16 (1.37%) VBA
15 14 (1.20%) PHP
16 12 (1.03%) Ruby
17 11 (0.95%) C
17 11 (0.95%) VB6
18 10 (0.86%) Bash Shell
Qualifications
1 110 (9.45%) Degree
2 66 (5.67%) Security Cleared
3 49 (4.21%) SC Cleared
4 40 (3.44%) PRINCE2 Certification
5 14 (1.20%) ISTQB
5 14 (1.20%) Microsoft Certification
6 12 (1.03%) Computer Science Degree
7 10 (0.86%) ISEB
7 10 (0.86%) ISTQB Foundation Certification
7 10 (0.86%) MCSE
7 10 (0.86%) PMI Certification
8 9 (0.77%) HND
9 8 (0.69%) PMP
10 7 (0.60%) DV Cleared
11 6 (0.52%) AAT
12 3 (0.26%) ACCA
12 3 (0.26%) ITIL Certification
12 3 (0.26%) MCITP
12 3 (0.26%) PRINCE2 Practitioner
12 3 (0.26%) TOGAF Certification
Quality Assurance & Compliance
1 144 (12.37%) Data Quality
2 48 (4.12%) QA
3 37 (3.18%) GDPR
4 15 (1.29%) PMO
5 9 (0.77%) IFRS
6 8 (0.69%) Dodd-Frank
6 8 (0.69%) FATCA
6 8 (0.69%) IFRS 9
6 8 (0.69%) Solvency II
7 6 (0.52%) GxP
8 3 (0.26%) COBIT
8 3 (0.26%) ISO 9001
8 3 (0.26%) ISO/IEC 27001
8 3 (0.26%) SLA
9 2 (0.17%) PCI DSS
9 2 (0.17%) Sarbanes-Oxley
10 1 (0.086%) HL7
10 1 (0.086%) MiFID
10 1 (0.086%) PSD2
10 1 (0.086%) SNOMED CT
System Software
1 35 (3.01%) Active Directory
2 21 (1.80%) Docker
3 20 (1.72%) HDFS
4 4 (0.34%) Hyper-V
4 4 (0.34%) Virtual Machines
4 4 (0.34%) XenApp
5 3 (0.26%) VMware Infrastructure
6 2 (0.17%) Microsoft App-V
7 1 (0.086%) NFS
7 1 (0.086%) UAG
7 1 (0.086%) vSphere
7 1 (0.086%) XenDesktop
Systems Management
1 19 (1.63%) HP Quality Center
2 16 (1.37%) Puppet
3 14 (1.20%) Opscode Chef
4 7 (0.60%) Kubernetes
5 6 (0.52%) Ansible
5 6 (0.52%) Data Guard
5 6 (0.52%) Single Sign-On
6 4 (0.34%) Systems Management Server (SMS)
7 2 (0.17%) Hadoop YARN
7 2 (0.17%) Oozie
7 2 (0.17%) SCCM
8 1 (0.086%) AirWatch
8 1 (0.086%) Failover Clustering
8 1 (0.086%) HP ALM
8 1 (0.086%) Salt
8 1 (0.086%) vRealize
8 1 (0.086%) vRealize Orchestrator
8 1 (0.086%) WebSphere Cast Iron
Vendors
1 277 (23.80%) Microsoft
2 204 (17.53%) SAP
3 156 (13.40%) Oracle
4 89 (7.65%) Salesforce.com
5 32 (2.75%) IBM
6 25 (2.15%) JD Edwards
7 24 (2.06%) Informatica
8 23 (1.98%) Google
9 22 (1.89%) Sybase
10 21 (1.80%) Capita
11 19 (1.63%) Tableau
12 16 (1.37%) WorldPay
13 15 (1.29%) Hortonworks
13 15 (1.29%) Workday
14 14 (1.20%) Netezza
14 14 (1.20%) Sage
15 13 (1.12%) HP
16 9 (0.77%) Atlassian
16 9 (0.77%) Epicor
17 8 (0.69%) VMware