Period
to 18 December 2018

The following table provides summary statistics for permanent job vacancies advertised in the North West with a requirement for Migration skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Migration over the 6 months to 18 December 2018 with a comparison to the same period in the previous 2 years.

Migration
England > North West
6 months to
18 Dec 2018
Same period 2017 Same period 2016
Rank 141 163 171
Rank change year-on-year +22 +8 -36
Permanent jobs citing Migration 255 258 225
As % of all permanent IT jobs advertised in the North West 2.26% 1.97% 1.82%
As % of the Processes & Methodologies category 2.48% 2.15% 1.99%
Number of salaries quoted 188 148 152
North West median annual salary £49,250 £47,500 £42,500
Median salary % change year-on-year +3.68% +11.76% -
10th Percentile £31,775 £27,850 £32,500
90th Percentile £81,250 £72,500 £57,500
England median annual salary £58,125 £56,000 £51,500
% change year-on-year +3.79% +8.74% +3.00%

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 the North West with a requirement for process or methodology skills.

All Process and Methodology Skills
North West
Permanent vacancies with a requirement for process or methodology skills 10,270 12,014 11,327
As % of all permanent IT jobs advertised in the North West 91.05% 91.65% 91.80%
Number of salaries quoted 8,240 9,576 9,451
North West median annual salary £45,000 £43,000 £40,000
Median salary % change year-on-year +4.65% +7.50% -
10th Percentile £26,250 £26,250 £25,625
90th Percentile £70,000 £65,000 £62,500
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

Migration
Job Vacancy Trend in the North West

Job postings citing Migration as a percentage of all IT jobs advertised in the North West.

Job vacancy trend for Migration in the North West

Migration
Salary Trend in the North West

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

Salary trend for Migration in the North West

Migration
Salary Histogram in the North West

The salary distribution of IT jobs citing Migration in the North West over the 6 months to 18 December 2018.

Salary histogram for Migration in the North West

Migration
Job Locations in the North West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Migration within the North West region over the 6 months to 18 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
Manchester +19 169 £50,000 +17.65% 47
Cheshire -8 42 £53,350 +12.32% 12
Lancashire +15 20 £38,500 -18.95% 9
Merseyside +9 14 £41,000 -13.68% 4
Migration
England

For the 6 months to 18 December 2018, IT jobs citing 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 North West region with a requirement for Migration.

1 73 (28.63%) Microsoft Azure
2 72 (28.24%) SQL
3 65 (25.49%) Data Migration
4 59 (23.14%) Finance
5 58 (22.75%) Microsoft
5 58 (22.75%) Problem-Solving
6 57 (22.35%) Amazon AWS
7 56 (21.96%) Analytical Skills
8 52 (20.39%) Windows
9 48 (18.82%) VMware
10 42 (16.47%) Agile Software Development
11 39 (15.29%) SQL Server
12 38 (14.90%) Stakeholder Management
12 38 (14.90%) SQL Server Integration Services
13 35 (13.73%) Business Intelligence
14 34 (13.33%) Active Directory
15 32 (12.55%) Customer Requirements
16 29 (11.37%) Data Warehouse
17 28 (10.98%) Retail
17 28 (10.98%) Windows Server
18 27 (10.59%) SQL Server Reporting Services
18 27 (10.59%) Office 365
19 26 (10.20%) VMware Infrastructure
19 26 (10.20%) .NET
19 26 (10.20%) Presales
20 25 (9.80%) DevOps
20 25 (9.80%) Oracle
21 24 (9.41%) T-SQL
21 24 (9.41%) CRM
22 23 (9.02%) Linux

Migration
Co-occurring IT Skills in the North West 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 18 (7.06%) SharePoint
2 16 (6.27%) MS Exchange
3 8 (3.14%) Apache Spark
4 6 (2.35%) Confluence
4 6 (2.35%) Skype for Business
5 4 (1.57%) Oracle Workflow
6 3 (1.18%) Apache
6 3 (1.18%) Exchange Server 2010
6 3 (1.18%) IIS
6 3 (1.18%) SAS
6 3 (1.18%) SharePoint 2013
7 2 (0.78%) CMS
7 2 (0.78%) JBoss
7 2 (0.78%) nginx
7 2 (0.78%) WebSphere
8 1 (0.39%) DNN
8 1 (0.39%) Exchange Server 2007
8 1 (0.39%) Exchange Server 2013
8 1 (0.39%) WebLogic
8 1 (0.39%) WordPress
Applications
1 8 (3.14%) Microsoft Office
2 5 (1.96%) Microsoft Excel
3 1 (0.39%) InVision
3 1 (0.39%) Microsoft PowerPoint
3 1 (0.39%) MS Visio
3 1 (0.39%) Photoshop
Business Applications
1 21 (8.24%) Dynamics CRM
2 7 (2.75%) Oracle Procure-to-Pay
3 5 (1.96%) Magento
3 5 (1.96%) SAP S/4HANA
4 4 (1.57%) Oracle ERP
4 4 (1.57%) Oracle Payables
4 4 (1.57%) Oracle Receivables
5 3 (1.18%) SAP APO
6 2 (0.78%) Dynamics AX
6 2 (0.78%) Oracle General Ledger
7 1 (0.39%) Loan IQ
7 1 (0.39%) Oracle Assets
7 1 (0.39%) Oracle Cash Management
7 1 (0.39%) Salesforce.com CRM
7 1 (0.39%) SAP Business One
7 1 (0.39%) SAP CO
7 1 (0.39%) SAP CRM
7 1 (0.39%) SAP FI
7 1 (0.39%) SAP FI/CO
7 1 (0.39%) Shopify
Cloud Services
1 73 (28.63%) Microsoft Azure
2 57 (22.35%) Amazon AWS
3 27 (10.59%) Office 365
4 22 (8.63%) Google Cloud Platform
5 18 (7.06%) Dynamics 365
6 17 (6.67%) PaaS
7 10 (3.92%) IaaS
8 9 (3.53%) SaaS
9 7 (2.75%) Cloud Computing
10 6 (2.35%) OpenShift
11 5 (1.96%) Amazon EC2
11 5 (1.96%) Amazon S3
12 4 (1.57%) AWS Elastic Beanstalk
12 4 (1.57%) GitHub
13 3 (1.18%) Serverless
14 2 (0.78%) Azure Functions
15 1 (0.39%) AWS Lambda
15 1 (0.39%) Azure Active Directory
15 1 (0.39%) npm
15 1 (0.39%) Salesforce Service Cloud
Communications & Networking
1 16 (6.27%) Firewall
2 13 (5.10%) LAN
3 12 (4.71%) DNS
4 11 (4.31%) TCP/IP
5 10 (3.92%) WAN
6 9 (3.53%) SAN
7 8 (3.14%) Internet
7 8 (3.14%) Network Security
8 7 (2.75%) iSCSI
9 6 (2.35%) Wireless
10 5 (1.96%) Broadband
10 5 (1.96%) DHCP
10 5 (1.96%) Unified Communications
10 5 (1.96%) VPN
11 3 (1.18%) Cisco Nexus
11 3 (1.18%) HTTP
11 3 (1.18%) NetScaler
11 3 (1.18%) Skype
11 3 (1.18%) SSL
11 3 (1.18%) VLAN
Database & Business Intelligence
1 39 (15.29%) SQL Server
2 38 (14.90%) SQL Server Integration Services
3 29 (11.37%) Data Warehouse
4 27 (10.59%) SQL Server Reporting Services
5 14 (5.49%) MySQL
6 13 (5.10%) SQL Server Analysis Services
7 8 (3.14%) Big Data
7 8 (3.14%) Hadoop
7 8 (3.14%) QlikView
8 7 (2.75%) SQL Server 2012
9 6 (2.35%) Power BI
10 5 (1.96%) Amazon RDS
10 5 (1.96%) Oracle Reports
10 5 (1.96%) SQL Server 2008
11 4 (1.57%) Crystal Reports
11 4 (1.57%) MariaDB
11 4 (1.57%) PostgreSQL
12 3 (1.18%) DTS
12 3 (1.18%) Oracle BI EE
12 3 (1.18%) SQL Server 2005
Development Applications
1 10 (3.92%) Git (software)
2 8 (3.14%) Jenkins
2 8 (3.14%) Oracle APEX
3 7 (2.75%) JIRA
4 6 (2.35%) Atlassian Bamboo
5 4 (1.57%) LSMW
6 3 (1.18%) eCATT
6 3 (1.18%) SQL Server Management Studio (SSMS)
6 3 (1.18%) Visual Studio
6 3 (1.18%) Visual Studio Team System
7 2 (0.78%) ClearCase
7 2 (0.78%) ERwin
7 2 (0.78%) Oracle Forms
7 2 (0.78%) Sonatype Nexus
7 2 (0.78%) Subversion
8 1 (0.39%) Dreamweaver
8 1 (0.39%) gulp
8 1 (0.39%) NUnit
8 1 (0.39%) ProC
8 1 (0.39%) Team Foundation Server
General
1 59 (23.14%) Finance
2 28 (10.98%) Retail
3 20 (7.84%) Manufacturing
4 10 (3.92%) Local Government
4 10 (3.92%) Telecoms
5 9 (3.53%) Marketing
6 6 (2.35%) Electronics
7 5 (1.96%) Billing
8 4 (1.57%) Front Office
8 4 (1.57%) Publishing
9 3 (1.18%) Back Office
9 3 (1.18%) Banking
10 2 (0.78%) Advertising
10 2 (0.78%) Law
11 1 (0.39%) Aerospace
11 1 (0.39%) Games
11 1 (0.39%) General Ledger
11 1 (0.39%) Investment Banking
Job Titles
1 51 (20.00%) Developer
2 39 (15.29%) Consultant
3 36 (14.12%) Architect
4 18 (7.06%) Analyst
5 17 (6.67%) CRM Consultant
6 16 (6.27%) DBA
6 16 (6.27%) SQL Developer
7 15 (5.88%) Administrator
8 14 (5.49%) Solutions Architect
9 13 (5.10%) Cloud Architect
10 12 (4.71%) Technical Consultant
11 11 (4.31%) Business Intelligence Developer
11 11 (4.31%) Infrastructure Engineer
12 10 (3.92%) DevOps Engineer
13 9 (3.53%) AWS Architect
13 9 (3.53%) Oracle Developer
13 9 (3.53%) SQL BI Developer
13 9 (3.53%) SQL DBA
14 8 (3.14%) Project Manager
14 8 (3.14%) Technical Engineer
Libraries, Frameworks & Software Standards
1 26 (10.20%) .NET
2 22 (8.63%) Web Services
3 14 (5.49%) ASP.NET
4 12 (4.71%) REST
5 8 (3.14%) HTML
5 8 (3.14%) Middleware
6 7 (2.75%) CSS
6 7 (2.75%) Laravel
6 7 (2.75%) Oracle Fusion
7 6 (2.35%) .NET Framework
8 4 (1.57%) CSS3
8 4 (1.57%) HTML5
9 3 (1.18%) AngularJS
9 3 (1.18%) ASP.NET Web API
9 3 (1.18%) EDI
9 3 (1.18%) IDoc
9 3 (1.18%) RESTful
9 3 (1.18%) Visualforce
10 2 (0.78%) LEMP Stack
10 2 (0.78%) WCF
Miscellaneous
1 56 (21.96%) Analytical Skills
2 19 (7.45%) Management Information System
3 12 (4.71%) Data Centre
4 11 (4.31%) Self-Motivation
5 10 (3.92%) Enterprise Software
6 9 (3.53%) Greenfield Project
7 8 (3.14%) Hybrid Cloud
8 7 (2.75%) Data Structures
8 7 (2.75%) Driving Licence
8 7 (2.75%) Public Cloud
9 5 (1.96%) NHS
10 3 (1.18%) Clustering
10 3 (1.18%) Enterprise Storage
10 3 (1.18%) LIMS
10 3 (1.18%) Mobile App
10 3 (1.18%) Replication
11 2 (0.78%) Fintech
11 2 (0.78%) Private Cloud
12 1 (0.39%) Cyberthreat
12 1 (0.39%) User Experience
Operating Systems
1 52 (20.39%) Windows
2 28 (10.98%) Windows Server
3 23 (9.02%) Linux
4 21 (8.24%) Windows Server 2012
5 13 (5.10%) Windows 10
6 11 (4.31%) Windows Server 2008
7 6 (2.35%) Red Hat Enterprise Linux
8 5 (1.96%) CentOS
8 5 (1.96%) Windows 7
9 4 (1.57%) Ubuntu
10 2 (0.78%) Debian
10 2 (0.78%) Solaris
10 2 (0.78%) Unix
11 1 (0.39%) SUSE
Processes & Methodologies
1 65 (25.49%) Data Migration
2 58 (22.75%) Problem-Solving
3 42 (16.47%) Agile Software Development
4 38 (14.90%) Stakeholder Management
5 35 (13.73%) Business Intelligence
6 32 (12.55%) Customer Requirements
7 26 (10.20%) Presales
8 25 (9.80%) DevOps
9 24 (9.41%) CRM
10 23 (9.02%) Customer Engagement
10 23 (9.02%) ETL
11 21 (8.24%) Coaching
11 21 (8.24%) Workflow
12 18 (7.06%) Project Management
13 17 (6.67%) Analytical Thinking
14 16 (6.27%) ITIL
14 16 (6.27%) Validation
15 15 (5.88%) Data Management
15 15 (5.88%) Microservices
15 15 (5.88%) Web Development
Programming Languages
1 72 (28.24%) SQL
2 24 (9.41%) T-SQL
3 21 (8.24%) C#
4 20 (7.84%) JavaScript
5 13 (5.10%) Java
5 13 (5.10%) PL/SQL
5 13 (5.10%) PowerShell
6 12 (4.71%) PHP
6 12 (4.71%) Python
7 6 (2.35%) VBA
8 5 (1.96%) Go
9 4 (1.57%) ABAP
9 4 (1.57%) Apex Code
9 4 (1.57%) Perl
9 4 (1.57%) VB
10 2 (0.78%) Bash Shell
10 2 (0.78%) C
10 2 (0.78%) VB.NET
11 1 (0.39%) Ruby
11 1 (0.39%) SAPscript
Qualifications
1 9 (3.53%) Microsoft Certification
2 8 (3.14%) Degree
3 7 (2.75%) MCSE
4 5 (1.96%) CCNP
4 5 (1.96%) Cisco Certification
4 5 (1.96%) PRINCE2 Certification
5 4 (1.57%) ITIL Foundation Certificate
5 4 (1.57%) MCSA
6 3 (1.18%) ITIL Certification
7 2 (0.78%) CCNA
7 2 (0.78%) Computer Science Degree
7 2 (0.78%) MCITP
7 2 (0.78%) PMI Certification
7 2 (0.78%) PMP
8 1 (0.39%) ACCA
8 1 (0.39%) CCDP
8 1 (0.39%) JNCIA
8 1 (0.39%) Master's Degree
8 1 (0.39%) MCTS
8 1 (0.39%) TOGAF Certification
Quality Assurance & Compliance
1 4 (1.57%) PMO
2 3 (1.18%) ISO/IEC 27001
3 2 (0.78%) Cyber Essentials
3 2 (0.78%) Data Quality
4 1 (0.39%) GDPR
4 1 (0.39%) ISO 9000
4 1 (0.39%) SLA
System Software
1 34 (13.33%) Active Directory
2 26 (10.20%) VMware Infrastructure
3 17 (6.67%) Docker
4 14 (5.49%) Hyper-V
5 9 (3.53%) vSphere
6 5 (1.96%) VMware ESXi
7 4 (1.57%) XenApp
7 4 (1.57%) XenDesktop
8 3 (1.18%) VMware NSX
9 2 (0.78%) Microsoft App-V
9 2 (0.78%) vCloud
9 2 (0.78%) Virtual Desktop
10 1 (0.39%) Forefront TMG
Systems Management
1 15 (5.88%) Kubernetes
2 12 (4.71%) Ansible
3 11 (4.31%) SCCM
4 10 (3.92%) Opscode Chef
5 8 (3.14%) Grafana
5 8 (3.14%) Kibana
5 8 (3.14%) Puppet
6 4 (1.57%) WSUS
7 2 (0.78%) Terraform
7 2 (0.78%) vCenter Server
8 1 (0.39%) CASB
8 1 (0.39%) Cisco Prime
8 1 (0.39%) Microsoft Data Protection Manager
8 1 (0.39%) Microsoft Intune
8 1 (0.39%) OpenVAS
Vendors
1 58 (22.75%) Microsoft
2 48 (18.82%) VMware
3 25 (9.80%) Oracle
4 23 (9.02%) Google
5 16 (6.27%) SAP
6 15 (5.88%) Citrix
7 14 (5.49%) Cisco
8 9 (3.53%) Tableau
9 8 (3.14%) Rackspace
10 7 (2.75%) Red Hat
10 7 (2.75%) Veeam
11 6 (2.35%) RedGate
12 5 (1.96%) Salesforce.com
13 4 (1.57%) Atlassian
13 4 (1.57%) Informatica
13 4 (1.57%) SolarWinds
14 3 (1.18%) HP
14 3 (1.18%) Juniper
14 3 (1.18%) Nimble Storage
15 2 (0.78%) Palo Alto