Period
to 22 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Glasgow 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 22 November 2017 with a comparison to the same period in the previous 2 years.

Migration
Scotland > Glasgow
6 months to
22 Nov 2017
Same period 2016 Same period 2015
Rank 90 113 114
Rank change year-on-year +23 +1 +19
Permanent jobs citing Migration 60 27 42
As % of all permanent IT jobs advertised in Glasgow 2.60% 1.25% 1.64%
As % of the Processes & Methodologies category 2.82% 1.34% 1.80%
Number of salaries quoted 34 6 29
Glasgow median annual salary £53,750 £46,750 £45,000
Median salary % change year-on-year +14.97% +3.89% +5.88%
10th Percentile £25,550 £31,500 £32,500
90th Percentile £72,500 £99,375 £84,250
Scotland median annual salary £51,500 £53,000 £45,000
% change year-on-year -2.83% +17.78% -

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 Glasgow with a requirement for process or methodology skills.

All Process and Methodology Skills
Glasgow
Permanent vacancies with a requirement for process or methodology skills 2126 2008 2330
As % of all permanent IT jobs advertised in Glasgow 91.96% 92.71% 91.12%
Number of salaries quoted 1368 1087 1484
Glasgow median annual salary £47,500 £42,500 £42,500
Median salary % change year-on-year +11.76% - +6.25%
10th Percentile £31,500 £28,750 £28,750
90th Percentile £67,500 £60,000 £60,500
Scotland median annual salary £45,000 £44,500 £42,500
% change year-on-year +1.12% +4.71% +2.41%

Migration
Job Vacancy Trend in Glasgow

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

Job vacancy trend for Migration in Glasgow

Migration
Salary Trend in Glasgow

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

Salary trend for Migration in Glasgow

Migration
Salary Histogram in Glasgow

The salary distribution of IT jobs citing Migration in Glasgow over the 6 months to 22 November 2017.

Salary histogram for Migration in Glasgow

For the 6 months to 22 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 Glasgow region with a requirement for Migration.

1 30 (50.00%) Finance
2 24 (40.00%) Data Migration
3 19 (31.67%) Agile Software Development
4 18 (30.00%) Microsoft
5 15 (25.00%) Analytical Skills
6 12 (20.00%) ERP
7 11 (18.33%) CRM
7 11 (18.33%) Dynamics 365
8 10 (16.67%) SQL Server Reporting Services
8 10 (16.67%) Dynamics CRM
9 9 (15.00%) Dynamics AX
9 9 (15.00%) Business Analysis
10 8 (13.33%) DevOps
10 8 (13.33%) Power BI
11 7 (11.67%) Presales
11 7 (11.67%) Data Quality
11 7 (11.67%) Software Testing
11 7 (11.67%) Law
11 7 (11.67%) Manufacturing
11 7 (11.67%) Stakeholder Management
11 7 (11.67%) Linux
11 7 (11.67%) SQL
11 7 (11.67%) XML
11 7 (11.67%) Business Intelligence
11 7 (11.67%) Data Modelling
12 6 (10.00%) Banking
12 6 (10.00%) Project Management
12 6 (10.00%) Data Integration
12 6 (10.00%) User Acceptance Testing
12 6 (10.00%) Scenario Testing

Migration
Co-occurring IT Skills in Glasgow 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 4 (6.67%) SharePoint
2 3 (5.00%) SAS
3 2 (3.33%) Apache Spark
4 1 (1.67%) Confluence
Applications
1 4 (6.67%) Microsoft Excel
2 3 (5.00%) Microsoft Office
3 2 (3.33%) MS Visio
4 1 (1.67%) Mingle
Business Applications
1 10 (16.67%) Dynamics CRM
2 9 (15.00%) Dynamics AX
3 2 (3.33%) PeopleSoft Financials
4 1 (1.67%) AquaLogic BPM
4 1 (1.67%) FRx
4 1 (1.67%) Oracle BPM
4 1 (1.67%) Salesforce.com CRM
Cloud Services
1 11 (18.33%) Dynamics 365
2 5 (8.33%) Amazon AWS
3 4 (6.67%) Office 365
4 3 (5.00%) Microsoft Azure
5 2 (3.33%) IBM Blueworks
6 1 (1.67%) Cloud Computing
6 1 (1.67%) Google Cloud Platform
Communications & Networking
1 5 (8.33%) Firewall
2 4 (6.67%) BGP
2 4 (6.67%) Cisco Nexus
2 4 (6.67%) EIGRP
2 4 (6.67%) LAN
2 4 (6.67%) MPLS
2 4 (6.67%) Network Security
2 4 (6.67%) OSPF
2 4 (6.67%) WAN
2 4 (6.67%) WLAN
3 3 (5.00%) Unified Communications
3 3 (5.00%) VPN
4 1 (1.67%) FTP
4 1 (1.67%) NAS
4 1 (1.67%) SAN
4 1 (1.67%) Wireshark
Database & Business Intelligence
1 10 (16.67%) SQL Server Reporting Services
2 8 (13.33%) Power BI
3 5 (8.33%) SQL Server
4 3 (5.00%) Big Data
4 3 (5.00%) Data Mining
4 3 (5.00%) Data Warehouse
4 3 (5.00%) MongoDB
4 3 (5.00%) Spotfire
4 3 (5.00%) Star Schema
5 2 (3.33%) Hadoop
5 2 (3.33%) PowerCenter
5 2 (3.33%) QlikView
6 1 (1.67%) SQL Server 2012
6 1 (1.67%) SQL Server Analysis Services
6 1 (1.67%) SQL Server Integration Services
Development Applications
1 4 (6.67%) Jenkins
2 3 (5.00%) ERwin
2 3 (5.00%) MagicDraw
3 2 (3.33%) Git (software)
3 2 (3.33%) GoCD
3 2 (3.33%) MorphX
3 2 (3.33%) Selenium
3 2 (3.33%) TeamCity
4 1 (1.67%) JIRA
General
1 30 (50.00%) Finance
2 7 (11.67%) Law
2 7 (11.67%) Manufacturing
3 6 (10.00%) Banking
4 4 (6.67%) Investment Banking
5 3 (5.00%) Corporate Banking
5 3 (5.00%) Publishing
6 1 (1.67%) Back Office
6 1 (1.67%) Front Office
6 1 (1.67%) Marketing
Job Titles
1 14 (23.33%) Analyst
2 13 (21.67%) Developer
3 11 (18.33%) Business Analyst
4 9 (15.00%) Consultant
5 8 (13.33%) Architect
6 5 (8.33%) Dynamics AX Consultant
6 5 (8.33%) Senior Analyst
6 5 (8.33%) Senior Business Analyst
7 4 (6.67%) Lead Network Engineer
7 4 (6.67%) Network Engineer
8 3 (5.00%) CRM Consultant
8 3 (5.00%) Dynamics CRM Consultant
8 3 (5.00%) ERP Consultant
8 3 (5.00%) Information Architect
8 3 (5.00%) Investment Banking Business Analyst
8 3 (5.00%) IT Analyst
8 3 (5.00%) Junior
8 3 (5.00%) Junior Consultant
8 3 (5.00%) Report Developer
8 3 (5.00%) Senior Investment Banking Business Analyst
Libraries, Frameworks & Software Standards
1 7 (11.67%) XML
2 3 (5.00%) CSS
2 3 (5.00%) CSS3
2 3 (5.00%) HTML
2 3 (5.00%) HTML5
2 3 (5.00%) jQuery
2 3 (5.00%) JSON
2 3 (5.00%) RESTful
2 3 (5.00%) XML Schema
3 2 (3.33%) Elastic Stack
3 2 (3.33%) Node.js
3 2 (3.33%) RabbitMQ
4 1 (1.67%) Apache Camel
4 1 (1.67%) Apache MINA
4 1 (1.67%) Hibernate
4 1 (1.67%) MDX
4 1 (1.67%) OpenID
4 1 (1.67%) SAML
4 1 (1.67%) SOAP
4 1 (1.67%) Spring
Miscellaneous
1 15 (25.00%) Analytical Skills
2 3 (5.00%) Taxonomies
2 3 (5.00%) Virtual Team
3 2 (3.33%) Data Centre
3 2 (3.33%) Equities
3 2 (3.33%) Fixed Income
3 2 (3.33%) Public Cloud
3 2 (3.33%) Reference Data
4 1 (1.67%) Client/Server
4 1 (1.67%) Clustering
4 1 (1.67%) Data Structures
4 1 (1.67%) Derivative
4 1 (1.67%) Driving Licence
4 1 (1.67%) EMC VNX
Operating Systems
1 7 (11.67%) Linux
2 4 (6.67%) Unix
3 3 (5.00%) Windows
4 2 (3.33%) AIX
4 2 (3.33%) Tru64
5 1 (1.67%) Red Hat Enterprise Linux
5 1 (1.67%) Windows 10
5 1 (1.67%) Windows 7
5 1 (1.67%) Windows 8
5 1 (1.67%) Windows Server
Processes & Methodologies
1 24 (40.00%) Data Migration
2 19 (31.67%) Agile Software Development
3 12 (20.00%) ERP
4 11 (18.33%) CRM
5 9 (15.00%) Business Analysis
6 8 (13.33%) DevOps
7 7 (11.67%) Business Intelligence
7 7 (11.67%) Data Modelling
7 7 (11.67%) Presales
7 7 (11.67%) Software Testing
7 7 (11.67%) Stakeholder Management
8 6 (10.00%) Data Integration
8 6 (10.00%) Project Management
8 6 (10.00%) Scenario Testing
8 6 (10.00%) User Acceptance Testing
9 5 (8.33%) Continuous Integration
9 5 (8.33%) Data Management
9 5 (8.33%) Information Security
9 5 (8.33%) Waterfall
10 4 (6.67%) Data Analysis
Programming Languages
1 7 (11.67%) SQL
2 5 (8.33%) Java
2 5 (8.33%) Python
3 3 (5.00%) C#
3 3 (5.00%) JavaScript
3 3 (5.00%) R
4 2 (3.33%) Scala
4 2 (3.33%) X++
5 1 (1.67%) Bash Shell
5 1 (1.67%) Korn
5 1 (1.67%) Perl
5 1 (1.67%) Ruby
5 1 (1.67%) Shell Script
5 1 (1.67%) VBA
5 1 (1.67%) XPath
Qualifications
1 5 (8.33%) CCNP
1 5 (8.33%) Cisco Certification
1 5 (8.33%) Microsoft Certification
2 3 (5.00%) Degree
2 3 (5.00%) ISEB
3 2 (3.33%) MCP
4 1 (1.67%) CCNA
4 1 (1.67%) VMware Certified Professional (VCP)
Quality Assurance & Compliance
1 7 (11.67%) Data Quality
2 2 (3.33%) ISO 20022
System Software
1 3 (5.00%) Active Directory
1 3 (5.00%) VMware Infrastructure
2 2 (3.33%) Docker
3 1 (1.67%) vSphere
Systems Management
1 5 (8.33%) HAProxy
2 4 (6.67%) Ansible
3 2 (3.33%) Graphite
3 2 (3.33%) Icinga
4 1 (1.67%) EMC NetWorker
4 1 (1.67%) Microsoft Clustering
4 1 (1.67%) Nagios
4 1 (1.67%) Tivoli
4 1 (1.67%) Tivoli Identity Manager
Vendors
1 18 (30.00%) Microsoft
2 5 (8.33%) Cisco
2 5 (8.33%) VMware
3 4 (6.67%) F5
3 4 (6.67%) IBM
3 4 (6.67%) JD Edwards
3 4 (6.67%) jetNEXUS
3 4 (6.67%) Oracle
3 4 (6.67%) PeopleSoft
4 3 (5.00%) EMC
4 3 (5.00%) Nintex
4 3 (5.00%) Salesforce.com
4 3 (5.00%) Tableau
5 2 (3.33%) Citrix
5 2 (3.33%) Informatica
5 2 (3.33%) SAP
6 1 (1.67%) Dell
6 1 (1.67%) HP
6 1 (1.67%) Red Hat
6 1 (1.67%) TIBCO