Period
to 20 April 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 20 April 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
20 Apr 2018
Same period 2017 Same period 2016
Rank 12 14 9
Rank change year-on-year +2 -5 +3
Contract jobs citing Migration 239 158 347
As % of all contract IT jobs advertised in Edinburgh 8.50% 8.54% 11.93%
As % of the Processes & Methodologies category 9.76% 9.89% 14.13%
Number of daily rates quoted 167 112 217
Edinburgh median daily rate £413 £425 £413
Median daily rate % change year-on-year -2.94% +3.03% +3.13%
10th Percentile £340 £325 £281
90th Percentile £575 £638 £588
Scotland median daily rate £406 £415 £400
% change year-on-year -2.11% +3.75% +6.67%
Number of hourly rates quoted 5 3 2
Edinburgh median hourly rate £21.00 £13.00 £15.25
Median hourly rate % change year-on-year +61.54% -14.75% -
Scotland median hourly rate £21.00 £13.00 £15.25
% change year-on-year +61.54% -14.75% -10.29%

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 2,448 1,597 2,455
As % of all contract IT jobs advertised in Edinburgh 87.09% 86.32% 84.39%
Number of daily rates quoted 1,473 998 1,330
Edinburgh median daily rate £410 £400 £400
Median daily rate % change year-on-year +2.50% - +3.23%
10th Percentile £288 £263 £270
90th Percentile £575 £550 £563
Scotland median daily rate £400 £375 £380
% change year-on-year +6.67% -1.32% +1.33%
Number of hourly rates quoted 20 21 14
Edinburgh median hourly rate £28.00 £18.00 £22.75
Median hourly rate % change year-on-year +55.56% -20.88% -28.35%
10th Percentile £14.59 £13.00 £14.13
90th Percentile £119.33 £47.23 £42.43
Scotland median hourly rate £21.00 £17.45 £33.71
% change year-on-year +20.38% -48.25% +23.14%

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 20 April 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 20 April 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.

1 132 (55.23%) Finance
2 74 (30.96%) Banking
3 68 (28.45%) Data Migration
4 43 (17.99%) Stakeholder Management
5 40 (16.74%) SQL
6 39 (16.32%) Oracle
7 33 (13.81%) ETL
7 33 (13.81%) Data Analysis
8 32 (13.39%) Business Analysis
9 31 (12.97%) Asset Management
9 31 (12.97%) Agile Software Development
10 26 (10.88%) Microsoft
11 24 (10.04%) Retail Banking
12 23 (9.62%) Windows
12 23 (9.62%) Data Warehouse
13 22 (9.21%) Teradata
14 21 (8.79%) ETL Development
15 20 (8.37%) Hadoop
15 20 (8.37%) Active Directory
15 20 (8.37%) Data Modelling
16 19 (7.95%) Data Quality
17 17 (7.11%) Oracle Database
17 17 (7.11%) Informatica
17 17 (7.11%) Unix
18 16 (6.69%) PowerCenter
19 15 (6.28%) Project Management
20 14 (5.86%) MS Exchange
20 14 (5.86%) Java
20 14 (5.86%) PowerShell
20 14 (5.86%) Analytical Skills

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 14 (5.86%) MS Exchange
2 13 (5.44%) PowerExchange
3 11 (4.60%) Exchange Server 2010
4 6 (2.51%) JBoss
4 6 (2.51%) SAS
5 5 (2.09%) Skype for Business
6 4 (1.67%) WebSphere
7 3 (1.26%) Apache
7 3 (1.26%) Confluence
8 2 (0.84%) BizTalk Server
8 2 (0.84%) IBM Notes
8 2 (0.84%) SharePoint
9 1 (0.42%) Apache Spark
9 1 (0.42%) Exchange Server 2013
9 1 (0.42%) Oracle SOA Suite
Applications
1 5 (2.09%) Microsoft Project
2 3 (1.26%) Microsoft Office
3 2 (0.84%) Microsoft Excel
4 1 (0.42%) Microsoft PowerPoint
Business Applications
1 5 (2.09%) HFM
2 3 (1.26%) MultiFonds
3 2 (0.84%) Dynamics CRM
3 2 (0.84%) HiPortfolio
3 2 (0.84%) Markit EDM
3 2 (0.84%) Salesforce.com CRM
4 1 (0.42%) Actimize
4 1 (0.42%) Oracle Applications
4 1 (0.42%) SAP ERP
4 1 (0.42%) SAP HR
4 1 (0.42%) SAP SD
Cloud Services
1 11 (4.60%) Microsoft Azure
2 8 (3.35%) Amazon AWS
3 4 (1.67%) Azure Active Directory
3 4 (1.67%) Office 365
4 3 (1.26%) Mimecast
5 2 (0.84%) AWS CloudFormation
5 2 (0.84%) PaaS
6 1 (0.42%) Bluemix
6 1 (0.42%) Dynamics 365
6 1 (0.42%) IBM Blueworks
6 1 (0.42%) IBM Cloud
6 1 (0.42%) SoftLayer
Communications & Networking
1 5 (2.09%) Unified Communications
2 4 (1.67%) Skype
3 3 (1.26%) DHCP
3 3 (1.26%) Firewall
4 2 (0.84%) Cisco ASA
4 2 (0.84%) Intranet
4 2 (0.84%) NetScaler
4 2 (0.84%) OpenVPN
4 2 (0.84%) SAN
4 2 (0.84%) Wireshark
5 1 (0.42%) ATM
5 1 (0.42%) BGP
5 1 (0.42%) Cisco Nexus
5 1 (0.42%) DNS
5 1 (0.42%) MPLS
5 1 (0.42%) Network Security
5 1 (0.42%) OSPF
5 1 (0.42%) WAN
Database & Business Intelligence
1 23 (9.62%) Data Warehouse
2 20 (8.37%) Hadoop
3 17 (7.11%) Oracle Database
4 16 (6.69%) PowerCenter
5 12 (5.02%) SQL Server
6 11 (4.60%) Data Lake
7 6 (2.51%) MongoDB
7 6 (2.51%) SQL Server Integration Services
8 5 (2.09%) SAS Enterprise Guide
9 4 (1.67%) DB2
9 4 (1.67%) Enterprise Data Warehouse
9 4 (1.67%) Essbase
9 4 (1.67%) Informix
9 4 (1.67%) Oracle Smart View
9 4 (1.67%) Pentaho
9 4 (1.67%) PostgreSQL
10 3 (1.26%) Parquet
10 3 (1.26%) SQL Server Analysis Services
10 3 (1.26%) SQL Server Reporting Services
11 2 (0.84%) Apache Cassandra
Development Applications
1 13 (5.44%) ERwin
2 11 (4.60%) JIRA
3 6 (2.51%) TeamCity
4 4 (1.67%) Git (software)
4 4 (1.67%) Maven
5 3 (1.26%) Jenkins
6 2 (0.84%) Cucumber
7 1 (0.42%) Oracle APEX
7 1 (0.42%) Oracle Forms
7 1 (0.42%) Visual Studio
General
1 132 (55.23%) Finance
2 74 (30.96%) Banking
3 24 (10.04%) Retail Banking
4 9 (3.77%) Front Office
5 4 (1.67%) Legal
6 3 (1.26%) Telecoms
7 2 (0.84%) Investment Banking
7 2 (0.84%) Marketing
7 2 (0.84%) Retail
8 1 (0.42%) Billing
8 1 (0.42%) Financial Institution
8 1 (0.42%) General Ledger
Job Titles
1 81 (33.89%) Analyst
2 59 (24.69%) Business Analyst
3 34 (14.23%) Developer
4 28 (11.72%) Project Manager
5 19 (7.95%) Architect
6 16 (6.69%) Informatica Developer
7 14 (5.86%) Migration Analyst
8 12 (5.02%) Consultant
9 10 (4.18%) Asset Management Project Manager
10 9 (3.77%) Asset Management Analyst
10 9 (3.77%) Asset Management Business Analyst
10 9 (3.77%) Banking Analyst
10 9 (3.77%) Financial Analyst
10 9 (3.77%) Infrastructure Engineer
10 9 (3.77%) Investment Management Business Analyst
10 9 (3.77%) Lead Business Analyst
11 7 (2.93%) Finance Business Analyst
11 7 (2.93%) Senior Analyst
12 6 (2.51%) IT Manager
12 6 (2.51%) VMware Specialist
Libraries, Frameworks & Software Standards
1 6 (2.51%) Spring
2 5 (2.09%) Hibernate
3 4 (1.67%) .NET
4 3 (1.26%) ActiveMQ
4 3 (1.26%) Kafka
4 3 (1.26%) Middleware
5 2 (0.84%) JDBC
5 2 (0.84%) Oracle Fusion
5 2 (0.84%) RESTful
6 1 (0.42%) Apache CXF
6 1 (0.42%) IBM Integration Bus
6 1 (0.42%) OSGi
6 1 (0.42%) PostGIS
6 1 (0.42%) REST
6 1 (0.42%) Spring Boot
6 1 (0.42%) Web Services
6 1 (0.42%) WebSphere MQ
6 1 (0.42%) WSDL
Miscellaneous
1 14 (5.86%) Analytical Skills
2 13 (5.44%) Equities
3 12 (5.02%) Mainframe
4 10 (4.18%) Derivative
4 10 (4.18%) Fixed Income
5 6 (2.51%) Greenfield Project
6 5 (2.09%) Credit Risk
7 4 (1.67%) Data Centre
7 4 (1.67%) Foreign Exchange (FX)
7 4 (1.67%) Management Information System
7 4 (1.67%) Self-Motivation
8 3 (1.26%) Clustering
8 3 (1.26%) Fintech
8 3 (1.26%) Public Cloud
8 3 (1.26%) Virtual Team
9 2 (0.84%) Blackberry
9 2 (0.84%) Enterprise Storage
9 2 (0.84%) Hybrid Cloud
9 2 (0.84%) PKI
9 2 (0.84%) Private Cloud
Operating Systems
1 23 (9.62%) Windows
2 17 (7.11%) Unix
3 11 (4.60%) Windows 7
4 10 (4.18%) Windows 10
5 6 (2.51%) Linux
6 5 (2.09%) Windows Server 2008
7 4 (1.67%) Windows 8
8 2 (0.84%) Red Hat Enterprise Linux
8 2 (0.84%) Windows Server
8 2 (0.84%) Windows Server 2012
8 2 (0.84%) zOS
9 1 (0.42%) AIX
9 1 (0.42%) HPUX
9 1 (0.42%) Solaris
9 1 (0.42%) Windows 2000
9 1 (0.42%) Windows Server 2003
9 1 (0.42%) Windows XP
Processes & Methodologies
1 68 (28.45%) Data Migration
2 43 (17.99%) Stakeholder Management
3 33 (13.81%) Data Analysis
3 33 (13.81%) ETL
4 32 (13.39%) Business Analysis
5 31 (12.97%) Agile Software Development
5 31 (12.97%) Asset Management
6 21 (8.79%) ETL Development
7 20 (8.37%) Data Modelling
8 15 (6.28%) Project Management
9 12 (5.02%) Problem-Solving
9 12 (5.02%) Target Operating Model
10 9 (3.77%) Business Intelligence
11 8 (3.35%) Collaborative Working
11 8 (3.35%) Data Integration
11 8 (3.35%) Data Mapping
11 8 (3.35%) Investment Management
11 8 (3.35%) Performance Tuning
12 7 (2.93%) Continuous Improvement
12 7 (2.93%) User Acceptance Testing
Programming Languages
1 40 (16.74%) SQL
2 14 (5.86%) Java
2 14 (5.86%) PowerShell
3 9 (3.77%) PL/SQL
4 7 (2.93%) JavaScript
5 2 (0.84%) JCL
5 2 (0.84%) Python
6 1 (0.42%) C#
6 1 (0.42%) Java 8
6 1 (0.42%) PHP
Qualifications
1 3 (1.26%) Microsoft Certification
2 1 (0.42%) AWS Certification
2 1 (0.42%) CCNP
2 1 (0.42%) Cisco Certification
2 1 (0.42%) CISM
2 1 (0.42%) CISSP
2 1 (0.42%) Computer Science Degree
2 1 (0.42%) Degree
2 1 (0.42%) ISEB
2 1 (0.42%) ISTQB
2 1 (0.42%) MCSE
2 1 (0.42%) Security Cleared
2 1 (0.42%) TOGAF Certification
Quality Assurance & Compliance
1 19 (7.95%) Data Quality
2 13 (5.44%) GDPR
3 11 (4.60%) Solvency II
4 10 (4.18%) FATCA
4 10 (4.18%) MiFID
5 8 (3.35%) Disclosure Scotland
6 5 (2.09%) QA
7 4 (1.67%) FINREP
7 4 (1.67%) IFRS
8 2 (0.84%) COBIT
9 1 (0.42%) ISO/IEC 27001
9 1 (0.42%) PCI DSS
9 1 (0.42%) PMO
System Software
1 20 (8.37%) Active Directory
2 7 (2.93%) VMware Infrastructure
3 5 (2.09%) Docker
4 3 (1.26%) Microsoft App-V
4 3 (1.26%) VMware ESXi
4 3 (1.26%) XenApp
5 2 (0.84%) Apache ZooKeeper
6 1 (0.42%) BitLocker
6 1 (0.42%) Veritas Cluster Server
6 1 (0.42%) Virtual Desktop
Systems Management
1 9 (3.77%) SCCM
2 7 (2.93%) vCenter Server
3 6 (2.51%) Ansible
4 4 (1.67%) Oracle Flashback
5 2 (0.84%) Symantec Enterprise Vault
6 1 (0.42%) Cisco CUCM
6 1 (0.42%) FortiGate
6 1 (0.42%) Kubernetes
6 1 (0.42%) Opscode Chef
6 1 (0.42%) Oracle RMAN
6 1 (0.42%) Puppet
6 1 (0.42%) Single Sign-On
6 1 (0.42%) Terraform
Vendors
1 39 (16.32%) Oracle
2 26 (10.88%) Microsoft
3 22 (9.21%) Teradata
4 17 (7.11%) Informatica
5 12 (5.02%) CA
6 11 (4.60%) VMware
7 6 (2.51%) Citrix
8 5 (2.09%) Hyperion
9 4 (1.67%) Cisco
9 4 (1.67%) Salesforce.com
9 4 (1.67%) SAP
10 3 (1.26%) IBM
10 3 (1.26%) Symantec
11 2 (0.84%) CheckPoint
11 2 (0.84%) EMC
11 2 (0.84%) Lotus
11 2 (0.84%) Red Hat
12 1 (0.42%) Ab Initio
12 1 (0.42%) Sitecore
12 1 (0.42%) TSYS