Period
to 18 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Scotland 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 November 2017 with a comparison to the same period in the previous 2 years.

Migration
UK > Scotland
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 104 114 106
Rank change year-on-year +10 -8 +34
Permanent jobs citing Migration 131 104 156
As % of all permanent IT jobs advertised in Scotland 2.33% 2.00% 2.42%
As % of the Processes & Methodologies category 2.57% 2.19% 2.67%
Number of salaries quoted 75 54 92
Scotland median annual salary £51,500 £52,500 £45,000
Median salary % change year-on-year -1.90% +16.67% -
10th Percentile £27,050 £36,775 £32,500
90th Percentile £72,500 £65,225 £84,250
UK median annual salary £55,000 £51,000 £50,000
% change year-on-year +7.84% +2.00% +2.04%

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 Scotland with a requirement for process or methodology skills.

All Process and Methodology Skills
Scotland
Permanent vacancies with a requirement for process or methodology skills 5097 4751 5852
As % of all permanent IT jobs advertised in Scotland 90.82% 91.40% 90.87%
Number of salaries quoted 3246 2882 3705
Scotland median annual salary £45,000 £44,000 £42,500
Median salary % change year-on-year +2.27% +3.53% +2.41%
10th Percentile £28,250 £28,250 £27,750
90th Percentile £66,250 £65,000 £63,750
UK median annual salary £50,000 £49,000 £47,500
% change year-on-year +2.04% +3.16% +5.56%

Migration
Job Vacancy Trend in Scotland

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

Job vacancy trend for Migration in Scotland

Migration
Salary Trend in Scotland

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

Salary trend for Migration in Scotland

Migration
Salary Histogram in Scotland

The salary distribution of IT jobs citing Migration in Scotland over the 6 months to 18 November 2017.

Salary histogram for Migration in Scotland

Migration
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Migration within the Scotland region over the 6 months to 18 November 2017. 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
Glasgow +23 60 £53,750 +14.97% 8
Edinburgh -7 59 £51,500 -3.74% 4
Aberdeen -3 3 £55,000 -
Midlothian 0 2 £32,500 -14.47%
North Lanarkshire - 2 £41,250 -
Dundee -9 1 - -
Orkney Islands - 1 - -
Highlands - 1 £55,000 -
Migration
UK

For the 6 months to 18 November 2017, IT jobs citing Migration also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Scotland region with a requirement for Migration.

1 53 (40.46%) Finance
2 49 (37.40%) Data Migration
3 33 (25.19%) Analytical Skills
4 28 (21.37%) Microsoft
5 23 (17.56%) Agile Software Development
6 21 (16.03%) SQL
7 20 (15.27%) SQL Server
7 20 (15.27%) Data Quality
7 20 (15.27%) DevOps
8 17 (12.98%) Banking
9 16 (12.21%) Data Integration
10 15 (11.45%) Data Management
11 14 (10.69%) SQL Server Reporting Services
11 14 (10.69%) Degree
11 14 (10.69%) ETL
11 14 (10.69%) Microsoft Azure
11 14 (10.69%) Amazon AWS
12 13 (9.92%) High Availability
12 13 (9.92%) CRM
12 13 (9.92%) ERP
12 13 (9.92%) SAP
12 13 (9.92%) Windows
12 13 (9.92%) Technical Architecture
12 13 (9.92%) Information Management
13 12 (9.16%) VMware
13 12 (9.16%) Project Management
14 11 (8.40%) Stakeholder Management
14 11 (8.40%) Dynamics CRM
14 11 (8.40%) Retail Banking
14 11 (8.40%) Dynamics 365

Migration
Co-occurring IT Skills in Scotland 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 8 (6.11%) SharePoint
2 5 (3.82%) Apache Spark
2 5 (3.82%) SAS
3 2 (1.53%) Confluence
3 2 (1.53%) MS Exchange
4 1 (0.76%) Exchange Server 2007
4 1 (0.76%) Exchange Server 2010
4 1 (0.76%) IIS
4 1 (0.76%) SharePoint 2010
Applications
1 4 (3.05%) Microsoft Excel
1 4 (3.05%) MS Visio
2 3 (2.29%) Microsoft Office
2 3 (2.29%) Microsoft Project
3 1 (0.76%) Mingle
Business Applications
1 11 (8.40%) Dynamics CRM
2 9 (6.87%) Dynamics AX
3 3 (2.29%) Finacle
3 3 (2.29%) Summit
4 2 (1.53%) PeopleSoft Financials
5 1 (0.76%) AquaLogic BPM
5 1 (0.76%) FRx
5 1 (0.76%) Infor M3
5 1 (0.76%) Oracle BPM
5 1 (0.76%) Oracle EBS
5 1 (0.76%) Salesforce.com CRM
Cloud Services
1 14 (10.69%) Amazon AWS
1 14 (10.69%) Microsoft Azure
2 11 (8.40%) Dynamics 365
3 10 (7.63%) iPaaS
4 6 (4.58%) Office 365
5 4 (3.05%) Google Cloud Platform
6 2 (1.53%) IBM Blueworks
7 1 (0.76%) Cloud Computing
Communications & Networking
1 10 (7.63%) Firewall
2 6 (4.58%) BGP
2 6 (4.58%) EIGRP
3 5 (3.82%) VPN
4 4 (3.05%) BIG-IP
4 4 (3.05%) Cisco Nexus
4 4 (3.05%) F5 BIG-IP GTM
4 4 (3.05%) F5 BIG-IP LTM
4 4 (3.05%) LAN
4 4 (3.05%) MPLS
4 4 (3.05%) Network Security
4 4 (3.05%) OSPF
4 4 (3.05%) WAN
4 4 (3.05%) WLAN
5 3 (2.29%) Internet
5 3 (2.29%) Unified Communications
6 2 (1.53%) Cisco IOS
6 2 (1.53%) IPsec
6 2 (1.53%) NAS
6 2 (1.53%) NX-OS
Database & Business Intelligence
1 20 (15.27%) SQL Server
2 14 (10.69%) SQL Server Reporting Services
3 10 (7.63%) SAP Data Services
3 10 (7.63%) SAP HANA
4 8 (6.11%) Power BI
5 7 (5.34%) Data Warehouse
6 6 (4.58%) Big Data
7 5 (3.82%) Hadoop
7 5 (3.82%) PowerCenter
7 5 (3.82%) SQL Server Integration Services
8 4 (3.05%) SQL Server 2012
8 4 (3.05%) SQL Server Analysis Services
9 3 (2.29%) Data Mining
9 3 (2.29%) MongoDB
9 3 (2.29%) QlikView
9 3 (2.29%) Spotfire
9 3 (2.29%) SQL Server 2008
9 3 (2.29%) Star Schema
10 2 (1.53%) Microsoft Analysis Services
10 2 (1.53%) SQL Server 2005
Development Applications
1 4 (3.05%) Jenkins
2 3 (2.29%) ERwin
2 3 (2.29%) MagicDraw
3 2 (1.53%) Git (software)
3 2 (1.53%) GoCD
3 2 (1.53%) JIRA
3 2 (1.53%) MorphX
3 2 (1.53%) Selenium
3 2 (1.53%) TeamCity
4 1 (0.76%) SQL Server Management Studio (SSMS)
4 1 (0.76%) Subversion
4 1 (0.76%) Team Foundation Server
General
1 53 (40.46%) Finance
2 17 (12.98%) Banking
3 11 (8.40%) Retail Banking
4 9 (6.87%) Investment Banking
5 8 (6.11%) Manufacturing
6 7 (5.34%) Law
7 6 (4.58%) Retail
8 3 (2.29%) Back Office
8 3 (2.29%) Corporate Banking
8 3 (2.29%) Publishing
9 2 (1.53%) Legal
10 1 (0.76%) Front Office
10 1 (0.76%) Marketing
10 1 (0.76%) Telecoms
Job Titles
1 26 (19.85%) Analyst
2 21 (16.03%) Developer
3 18 (13.74%) Architect
4 16 (12.21%) Consultant
5 14 (10.69%) Business Analyst
6 13 (9.92%) Project Manager
7 11 (8.40%) IT Analyst
7 11 (8.40%) Technical Architect
8 10 (7.63%) Integration Architect
8 10 (7.63%) SAP Architect
8 10 (7.63%) SAP Technical Architect
9 8 (6.11%) DBA
9 8 (6.11%) Network Engineer
9 8 (6.11%) Senior Analyst
10 7 (5.34%) Senior Manager
11 5 (3.82%) Administrator
11 5 (3.82%) Business IT Analyst
11 5 (3.82%) Informatica Developer
11 5 (3.82%) Senior Business Analyst
11 5 (3.82%) Senior Project Manager
Libraries, Frameworks & Software Standards
1 7 (5.34%) XML
2 4 (3.05%) CSS
2 4 (3.05%) HTML
3 3 (2.29%) CSS3
3 3 (2.29%) HTML5
3 3 (2.29%) jQuery
3 3 (2.29%) JSON
3 3 (2.29%) RESTful
3 3 (2.29%) XML Schema
4 2 (1.53%) .NET
4 2 (1.53%) Elastic Stack
4 2 (1.53%) Node.js
4 2 (1.53%) RabbitMQ
5 1 (0.76%) Apache Camel
5 1 (0.76%) Apache MINA
5 1 (0.76%) ASP.NET
5 1 (0.76%) Hibernate
5 1 (0.76%) OpenID
5 1 (0.76%) SAML
5 1 (0.76%) SOAP
Miscellaneous
1 33 (25.19%) Analytical Skills
2 10 (7.63%) Hybrid Cloud
3 7 (5.34%) Replication
4 4 (3.05%) Clustering
5 3 (2.29%) Taxonomies
5 3 (2.29%) Virtual Team
6 2 (1.53%) Data Centre
6 2 (1.53%) Enterprise Software
6 2 (1.53%) Enterprise Storage
6 2 (1.53%) Equities
6 2 (1.53%) Fixed Income
6 2 (1.53%) Public Cloud
6 2 (1.53%) Reference Data
7 1 (0.76%) Client/Server
7 1 (0.76%) Credit Risk
7 1 (0.76%) Derivative
7 1 (0.76%) Driving Licence
7 1 (0.76%) EMC VNX
7 1 (0.76%) Mainframe
7 1 (0.76%) Mobile Computing
Operating Systems
1 13 (9.92%) Windows
2 10 (7.63%) Linux
3 8 (6.11%) Unix
4 3 (2.29%) Windows Server
5 2 (1.53%) AIX
5 2 (1.53%) Tru64
5 2 (1.53%) Windows 10
5 2 (1.53%) Windows Server 2012
6 1 (0.76%) Android
6 1 (0.76%) Apple iOS
6 1 (0.76%) Red Hat Enterprise Linux
6 1 (0.76%) Windows 7
6 1 (0.76%) Windows 8
6 1 (0.76%) Windows Mobile
6 1 (0.76%) Windows Server 2008
Processes & Methodologies
1 49 (37.40%) Data Migration
2 23 (17.56%) Agile Software Development
3 20 (15.27%) DevOps
4 16 (12.21%) Data Integration
5 15 (11.45%) Data Management
6 14 (10.69%) ETL
7 13 (9.92%) CRM
7 13 (9.92%) ERP
7 13 (9.92%) High Availability
7 13 (9.92%) Information Management
7 13 (9.92%) Technical Architecture
8 12 (9.16%) Project Management
9 11 (8.40%) Stakeholder Management
10 10 (7.63%) Business Analysis
10 10 (7.63%) Business Intelligence
10 10 (7.63%) Quality Management
10 10 (7.63%) Software Delivery
11 9 (6.87%) Change Management
12 8 (6.11%) Presales
13 7 (5.34%) Data Modelling
Programming Languages
1 21 (16.03%) SQL
2 6 (4.58%) JavaScript
2 6 (4.58%) Python
3 5 (3.82%) C#
3 5 (3.82%) Java
3 5 (3.82%) Scala
4 4 (3.05%) PowerShell
4 4 (3.05%) T-SQL
5 3 (2.29%) Bash Shell
5 3 (2.29%) Perl
5 3 (2.29%) R
6 2 (1.53%) Korn
6 2 (1.53%) Shell Script
6 2 (1.53%) VBScript
6 2 (1.53%) X++
7 1 (0.76%) ABAP
7 1 (0.76%) AWK
7 1 (0.76%) Ruby
7 1 (0.76%) SAPscript
7 1 (0.76%) XPath
Qualifications
1 14 (10.69%) Degree
2 9 (6.87%) CCNP
2 9 (6.87%) Cisco Certification
3 7 (5.34%) Microsoft Certification
4 4 (3.05%) CCDP
5 3 (2.29%) ISEB
5 3 (2.29%) PMP
6 2 (1.53%) MCP
6 2 (1.53%) VMware Certified Professional (VCP)
7 1 (0.76%) CCNA
7 1 (0.76%) MCSA
7 1 (0.76%) MCSE
Quality Assurance & Compliance
1 20 (15.27%) Data Quality
2 4 (3.05%) QA
3 2 (1.53%) GDPR
3 2 (1.53%) ISO 20022
System Software
1 9 (6.87%) VMware Infrastructure
2 6 (4.58%) Active Directory
3 2 (1.53%) Docker
4 1 (0.76%) Hyper-V
4 1 (0.76%) vSphere
Systems Management
1 5 (3.82%) HAProxy
2 4 (3.05%) Ansible
2 4 (3.05%) SCCM
3 2 (1.53%) EMC NetWorker
3 2 (1.53%) Failover Clustering
3 2 (1.53%) Graphite
3 2 (1.53%) Icinga
3 2 (1.53%) Microsoft Clustering
4 1 (0.76%) Nagios
4 1 (0.76%) NetBackup
4 1 (0.76%) Opscode Chef
4 1 (0.76%) Puppet
4 1 (0.76%) SCOM
4 1 (0.76%) Tivoli
4 1 (0.76%) Tivoli Identity Manager
Vendors
1 28 (21.37%) Microsoft
2 13 (9.92%) SAP
3 12 (9.16%) VMware
4 9 (6.87%) Cisco
5 8 (6.11%) F5
6 6 (4.58%) Informatica
6 6 (4.58%) Oracle
7 4 (3.05%) CheckPoint
7 4 (3.05%) EMC
7 4 (3.05%) Google
7 4 (3.05%) IBM
7 4 (3.05%) JD Edwards
7 4 (3.05%) jetNEXUS
7 4 (3.05%) PeopleSoft
8 3 (2.29%) Avaloq
8 3 (2.29%) FIS
8 3 (2.29%) Fiserv
8 3 (2.29%) Nintex
8 3 (2.29%) Salesforce.com
8 3 (2.29%) Tableau