Period
to 19 July 2018

The following table provides summary statistics for contract job vacancies advertised in Edinburgh with a requirement for Migration skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Migration over the 6 months to 19 July 2018 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Migration
Scotland > Edinburgh
6 months to
19 Jul 2018
Same period 2017 Same period 2016
Rank 16 11 7
Rank change year-on-year -5 -4 +2
Contract jobs citing Migration 208 193 352
As % of all contract IT jobs advertised in Edinburgh 6.96% 8.61% 12.45%
As % of the Processes & Methodologies category 7.97% 10.23% 14.58%
Number of daily rates quoted 133 142 212
Edinburgh median daily rate £425 £425 £425
10th Percentile £313 £320 £311
90th Percentile £500 £625 £575
Scotland median daily rate £415 £400 £400
% change year-on-year +3.75% - +6.67%
Number of hourly rates quoted 5 6 0
Edinburgh median hourly rate £11.50 £14.13 -
Median hourly rate % change year-on-year -18.58% - -
Scotland median hourly rate £13.25 £14.13 -
% change year-on-year -6.19% - -

Migration is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in Edinburgh with a requirement for process or methodology skills.

All Process and Methodology Skills
Edinburgh
Contract vacancies with a requirement for process or methodology skills 2,609 1,886 2,415
As % of all contract IT jobs advertised in Edinburgh 87.26% 84.16% 85.43%
Number of daily rates quoted 1,503 1,154 1,332
Edinburgh median daily rate £413 £400 £400
Median daily rate % change year-on-year +3.13% - +6.67%
10th Percentile £288 £257 £270
90th Percentile £575 £550 £550
Scotland median daily rate £400 £375 £375
% change year-on-year +6.67% - -
Number of hourly rates quoted 23 19 13
Edinburgh median hourly rate £18.50 £15.86 £15.82
Median hourly rate % change year-on-year +16.65% +0.28% -20.93%
10th Percentile £10.75 £12.23 £11.10
90th Percentile £46.10 £43.39 £47.45
Scotland median hourly rate £17.50 £27.50 £36.00
% change year-on-year -36.36% -23.61% +31.05%

Migration
Job Vacancy Trend in Edinburgh

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

Job vacancy trend for Migration in Edinburgh

Migration
Contractor Daily Rate Trend in Edinburgh

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Migration in Edinburgh.

Contractor daily rate trend for Migration in Edinburgh

Migration
Contractor Daily Rate Histogram in Edinburgh

The daily rate distribution of IT jobs citing Migration in Edinburgh over the 6 months to 19 July 2018.

Contractor daily rate histogram for Migration in Edinburgh

Migration
Contractor Hourly Rate Trend in Edinburgh

This chart provides the 3-month moving average for contractor hourly rates quoted in IT jobs citing Migration in Edinburgh.

Contractor hourly rate trend for Migration in Edinburgh

For the 6 months to 19 July 2018, IT contractor 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 contract job ads across the Edinburgh region with a requirement for Migration.

1 99 (47.60%) Finance
2 61 (29.33%) Data Migration
3 58 (27.88%) Banking
4 45 (21.63%) SQL
5 39 (18.75%) Agile Software Development
6 34 (16.35%) Microsoft
7 33 (15.87%) Oracle
8 31 (14.90%) Stakeholder Management
9 28 (13.46%) ETL
9 28 (13.46%) Data Analysis
10 25 (12.02%) Business Analysis
11 21 (10.10%) Data Warehouse
12 20 (9.62%) SQL Server
13 19 (9.13%) Data Modelling
14 17 (8.17%) Project Management
15 16 (7.69%) Windows
15 16 (7.69%) Java
15 16 (7.69%) Active Directory
15 16 (7.69%) Teradata
15 16 (7.69%) Office 365
15 16 (7.69%) ETL Development
16 15 (7.21%) Analytical Skills
16 15 (7.21%) Data Quality
16 15 (7.21%) VMware
17 14 (6.73%) Asset Management
17 14 (6.73%) Hadoop
18 13 (6.25%) Oracle Database
18 13 (6.25%) Unix
19 12 (5.77%) JavaScript
19 12 (5.77%) Informatica

Migration
Co-occurring IT Skills in Edinburgh 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 11 (5.29%) PowerExchange
2 10 (4.81%) Skype for Business
3 8 (3.85%) JBoss
3 8 (3.85%) SharePoint
4 7 (3.37%) Apache
4 7 (3.37%) MS Exchange
4 7 (3.37%) SAS
4 7 (3.37%) WebSphere
5 5 (2.40%) Exchange Server 2010
6 3 (1.44%) Confluence
7 2 (0.96%) SharePoint 2013
8 1 (0.48%) BizTalk Server
8 1 (0.48%) Exchange Server 2003
8 1 (0.48%) Exchange Server 2007
8 1 (0.48%) Exchange Server 2013
8 1 (0.48%) Oracle Service Bus
Applications
1 7 (3.37%) Microsoft Excel
2 4 (1.92%) Microsoft Project
3 3 (1.44%) Microsoft Office
3 3 (1.44%) Microsoft PowerPoint
Business Applications
1 5 (2.40%) HFM
2 4 (1.92%) Dynamics CRM
3 3 (1.44%) MultiFonds
4 2 (0.96%) Actimize
4 2 (0.96%) HiPortfolio
4 2 (0.96%) Oracle EBS
5 1 (0.48%) Dynamics AX
5 1 (0.48%) Oracle Payables
5 1 (0.48%) Primavera
5 1 (0.48%) Salesforce.com CRM
5 1 (0.48%) SAP ERP
5 1 (0.48%) SAP SD
5 1 (0.48%) Sonata
Cloud Services
1 16 (7.69%) Office 365
2 11 (5.29%) Microsoft Azure
3 6 (2.88%) Amazon AWS
4 5 (2.40%) OneDrive
5 3 (1.44%) Cloud Computing
5 3 (1.44%) Mimecast
6 2 (0.96%) AWS CloudFormation
6 2 (0.96%) Azure Active Directory
7 1 (0.48%) Amazon EC2
7 1 (0.48%) Amazon ELB
7 1 (0.48%) Boomi
7 1 (0.48%) Dynamics 365
7 1 (0.48%) Google Cloud Platform
7 1 (0.48%) IBM Blueworks
7 1 (0.48%) IBM Cloud
7 1 (0.48%) Lucidchart
7 1 (0.48%) PaaS
7 1 (0.48%) Route 53
7 1 (0.48%) SoftLayer
7 1 (0.48%) Yammer
Communications & Networking
1 9 (4.33%) Skype
2 8 (3.85%) Unified Communications
3 4 (1.92%) DNS
3 4 (1.92%) SSL
4 3 (1.44%) Wireshark
5 2 (0.96%) DHCP
5 2 (0.96%) Firewall
5 2 (0.96%) NetScaler
6 1 (0.48%) ATM
6 1 (0.48%) Cisco ASA
6 1 (0.48%) HTTP
6 1 (0.48%) NAS
6 1 (0.48%) OpenVPN
6 1 (0.48%) SAN
6 1 (0.48%) WAN
Database & Business Intelligence
1 21 (10.10%) Data Warehouse
2 20 (9.62%) SQL Server
3 14 (6.73%) Hadoop
4 13 (6.25%) Oracle Database
5 11 (5.29%) PowerCenter
6 8 (3.85%) Data Lake
6 8 (3.85%) SQL Server Integration Services
7 5 (2.40%) SAS Enterprise Guide
8 4 (1.92%) Enterprise Data Warehouse
8 4 (1.92%) Essbase
8 4 (1.92%) Oracle Smart View
8 4 (1.92%) Pentaho
8 4 (1.92%) PostgreSQL
9 3 (1.44%) Informix
9 3 (1.44%) MongoDB
9 3 (1.44%) SQL Server Reporting Services
10 2 (0.96%) BusinessObjects
10 2 (0.96%) Microsoft Analysis Services
10 2 (0.96%) Relational Database
10 2 (0.96%) SQL Server Analysis Services
Development Applications
1 9 (4.33%) JIRA
2 8 (3.85%) Jenkins
3 7 (3.37%) ERwin
3 7 (3.37%) Maven
4 6 (2.88%) TeamCity
5 4 (1.92%) Git (software)
6 2 (0.96%) Cucumber
6 2 (0.96%) Visual Studio
7 1 (0.48%) FitNesse
7 1 (0.48%) MSI
7 1 (0.48%) NUnit
7 1 (0.48%) Selenium
7 1 (0.48%) Subversion
7 1 (0.48%) Team Foundation Server
General
1 99 (47.60%) Finance
2 58 (27.88%) Banking
3 10 (4.81%) Retail Banking
4 6 (2.88%) Front Office
4 6 (2.88%) Legal
5 4 (1.92%) Investment Banking
6 3 (1.44%) Telecoms
7 2 (0.96%) Marketing
8 1 (0.48%) Back Office
8 1 (0.48%) Financial Institution
8 1 (0.48%) Law
8 1 (0.48%) Manufacturing
8 1 (0.48%) Publishing
8 1 (0.48%) Retail
Job Titles
1 52 (25.00%) Analyst
2 34 (16.35%) Business Analyst
2 34 (16.35%) Developer
3 31 (14.90%) Project Manager
4 21 (10.10%) Architect
5 14 (6.73%) Migration Analyst
6 12 (5.77%) Consultant
7 11 (5.29%) Informatica Developer
8 10 (4.81%) Office 365 Engineer
9 9 (4.33%) Data Analyst
9 9 (4.33%) Data Migration Analyst
10 7 (3.37%) Data Business Analyst
10 7 (3.37%) DBA
10 7 (3.37%) Desktop Support
10 7 (3.37%) Senior Developer
10 7 (3.37%) Senior Software Developer
10 7 (3.37%) Software Developer
11 6 (2.88%) Cloud Architect
11 6 (2.88%) Data Migration Business Analyst
11 6 (2.88%) VMware Specialist
Libraries, Frameworks & Software Standards
1 10 (4.81%) Spring
2 8 (3.85%) Hibernate
3 4 (1.92%) .NET
3 4 (1.92%) HTML
4 3 (1.44%) ActiveMQ
5 2 (0.96%) .NET Framework
5 2 (0.96%) CSS
5 2 (0.96%) JDBC
6 1 (0.48%) AngularJS
6 1 (0.48%) Apache Camel
6 1 (0.48%) ASP.NET MVC
6 1 (0.48%) CSS3
6 1 (0.48%) HATEOAS
6 1 (0.48%) HTML5
6 1 (0.48%) IBM Integration Bus
6 1 (0.48%) jQuery
6 1 (0.48%) Kafka
6 1 (0.48%) KnockoutJS
6 1 (0.48%) React
6 1 (0.48%) REST
Miscellaneous
1 15 (7.21%) Analytical Skills
2 7 (3.37%) Equities
2 7 (3.37%) Virtual Team
3 6 (2.88%) Data Centre
4 5 (2.40%) Data Structures
4 5 (2.40%) Mainframe
5 4 (1.92%) Derivative
5 4 (1.92%) Fixed Income
5 4 (1.92%) Greenfield Project
5 4 (1.92%) Replication
5 4 (1.92%) Self-Motivation
6 3 (1.44%) Foreign Exchange (FX)
7 2 (0.96%) Blackberry
7 2 (0.96%) Clustering
7 2 (0.96%) EMC VNX
7 2 (0.96%) Fintech
7 2 (0.96%) PKI
8 1 (0.48%) Enterprise Software
8 1 (0.48%) FMCG
8 1 (0.48%) Minimum Viable Product
Operating Systems
1 16 (7.69%) Windows
2 13 (6.25%) Unix
3 12 (5.77%) Windows 10
4 11 (5.29%) Windows 7
5 3 (1.44%) Windows XP
6 2 (0.96%) Windows 8
6 2 (0.96%) Windows Server 2003
7 1 (0.48%) Linux
Processes & Methodologies
1 61 (29.33%) Data Migration
2 39 (18.75%) Agile Software Development
3 31 (14.90%) Stakeholder Management
4 28 (13.46%) Data Analysis
4 28 (13.46%) ETL
5 25 (12.02%) Business Analysis
6 19 (9.13%) Data Modelling
7 17 (8.17%) Project Management
8 16 (7.69%) ETL Development
9 14 (6.73%) Asset Management
10 9 (4.33%) DevOps
10 9 (4.33%) Problem-Solving
11 8 (3.85%) Data Mapping
12 7 (3.37%) Business Intelligence
12 7 (3.37%) Configuration Management
12 7 (3.37%) CRM
12 7 (3.37%) Performance Tuning
12 7 (3.37%) Time Management
13 6 (2.88%) Data Integration
13 6 (2.88%) Fund Accounting
Programming Languages
1 45 (21.63%) SQL
2 16 (7.69%) Java
3 12 (5.77%) JavaScript
4 11 (5.29%) PowerShell
5 7 (3.37%) PL/SQL
6 4 (1.92%) C#
7 3 (1.44%) Bash Shell
7 3 (1.44%) Python
7 3 (1.44%) T-SQL
8 2 (0.96%) PHP
9 1 (0.48%) Shell Script
9 1 (0.48%) TypeScript
9 1 (0.48%) VBScript
9 1 (0.48%) X++
Qualifications
1 1 (0.48%) AWS Certification
1 1 (0.48%) Security Cleared
Quality Assurance & Compliance
1 15 (7.21%) Data Quality
2 9 (4.33%) GDPR
3 7 (3.37%) Disclosure Scotland
4 6 (2.88%) QA
5 4 (1.92%) FATCA
5 4 (1.92%) FINREP
5 4 (1.92%) IFRS
5 4 (1.92%) MiFID
5 4 (1.92%) Solvency II
6 2 (0.96%) PMO
7 1 (0.48%) GCP
System Software
1 16 (7.69%) Active Directory
2 11 (5.29%) VMware Infrastructure
3 4 (1.92%) Docker
3 4 (1.92%) VMware ESXi
4 3 (1.44%) Microsoft App-V
5 1 (0.48%) Apache ZooKeeper
5 1 (0.48%) EMC RecoverPoint
5 1 (0.48%) Hyper-V
5 1 (0.48%) XenApp
Systems Management
1 9 (4.33%) SCCM
2 7 (3.37%) vCenter Server
3 6 (2.88%) Ansible
4 4 (1.92%) Oracle Flashback
5 2 (0.96%) NetBackup
5 2 (0.96%) Symantec Enterprise Vault
6 1 (0.48%) Cisco CUCM
6 1 (0.48%) FortiGate
6 1 (0.48%) Grafana
6 1 (0.48%) Opscode Chef
6 1 (0.48%) Prometheus
6 1 (0.48%) Puppet
6 1 (0.48%) SCOM
6 1 (0.48%) Single Sign-On
6 1 (0.48%) Terraform
Vendors
1 34 (16.35%) Microsoft
2 33 (15.87%) Oracle
3 16 (7.69%) Teradata
4 15 (7.21%) VMware
5 12 (5.77%) Informatica
6 8 (3.85%) CA
7 5 (2.40%) Cisco
7 5 (2.40%) Hyperion
8 4 (1.92%) Apple
9 3 (1.44%) SAP
9 3 (1.44%) SolarWinds
9 3 (1.44%) Symantec
9 3 (1.44%) Veritas
10 2 (0.96%) Avaya
10 2 (0.96%) Citrix
10 2 (0.96%) Cognos
10 2 (0.96%) EMC
10 2 (0.96%) IBM
10 2 (0.96%) ServiceNow
10 2 (0.96%) Sitecore