Period
to 21 April 2018

The following table provides summary statistics for contract job vacancies advertised in Edinburgh with a requirement for Data Migration skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Data Migration over the 6 months to 21 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.

Data Migration
Scotland > Edinburgh
6 months to
21 Apr 2018
Same period 2017 Same period 2016
Rank 65 60 59
Rank change year-on-year -5 -1 -6
Contract jobs citing Data Migration 68 53 84
As % of all contract IT jobs advertised in Edinburgh 2.42% 2.88% 2.88%
As % of the Processes & Methodologies category 2.78% 3.33% 3.41%
Number of daily rates quoted 48 34 71
Edinburgh median daily rate £400 £448 £400
Median daily rate % change year-on-year -10.61% +11.88% +6.67%
10th Percentile £350 £333 £280
90th Percentile £501 £675 £525
Scotland median daily rate £400 £443 £400
% change year-on-year -9.60% +10.63% +6.67%
Number of hourly rates quoted 0 2 2
Edinburgh median hourly rate - £12.39 £15.25
Median hourly rate % change year-on-year - -18.75% -
Scotland median hourly rate £20.97 £13.00 £15.25
% change year-on-year +61.31% -14.75% -

Data 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 2,446 1,591 2,460
As % of all contract IT jobs advertised in Edinburgh 87.08% 86.37% 84.48%
Number of daily rates quoted 1,472 994 1,332
Edinburgh median daily rate £411 £400 £400
Median daily rate % change year-on-year +2.81% - +3.23%
10th Percentile £288 £263 £270
90th Percentile £575 £550 £555
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 £34.00
% change year-on-year +20.38% -48.69% +24.77%

Data Migration
Job Vacancy Trend in Edinburgh

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

Job vacancy trend for Data Migration in Edinburgh

Data Migration
Contractor Daily Rate Trend in Edinburgh

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

Contractor daily rate trend for Data Migration in Edinburgh

Data Migration
Contractor Daily Rate Histogram in Edinburgh

The daily rate distribution of IT jobs citing Data Migration in Edinburgh over the 6 months to 21 April 2018.

Contractor daily rate histogram for Data Migration in Edinburgh

Data Migration
Contractor Hourly Rate Trend in Edinburgh

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

Contractor hourly rate trend for Data Migration in Edinburgh

For the 6 months to 21 April 2018, IT contractor jobs citing Data 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 Data Migration.

1 68 (100.00%) Migration
2 46 (67.65%) Finance
3 32 (47.06%) Banking
4 30 (44.12%) Oracle
5 27 (39.71%) ETL
6 26 (38.24%) Data Analysis
7 25 (36.76%) SQL
8 21 (30.88%) ETL Development
9 20 (29.41%) Stakeholder Management
10 17 (25.00%) Data Warehouse
10 17 (25.00%) Data Quality
11 16 (23.53%) Oracle Database
11 16 (23.53%) Hadoop
11 16 (23.53%) Informatica
11 16 (23.53%) PowerCenter
11 16 (23.53%) Teradata
12 14 (20.59%) Unix
13 13 (19.12%) PowerExchange
14 12 (17.65%) CA
14 12 (17.65%) Data Modelling
14 12 (17.65%) ERwin
14 12 (17.65%) Business Analysis
15 10 (14.71%) Agile Software Development
16 7 (10.29%) Retail Banking
16 7 (10.29%) JIRA
16 7 (10.29%) Mainframe
16 7 (10.29%) Data Lake
17 6 (8.82%) Microsoft
17 6 (8.82%) PL/SQL
18 5 (7.35%) SQL Server

Data 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 13 (19.12%) PowerExchange
2 3 (4.41%) Confluence
Applications
1 4 (5.88%) Microsoft Project
2 1 (1.47%) Microsoft Excel
Business Applications
1 5 (7.35%) HFM
2 1 (1.47%) Dynamics CRM
2 1 (1.47%) Markit EDM
2 1 (1.47%) SAP ERP
2 1 (1.47%) SAP SD
Cloud Services
1 1 (1.47%) Microsoft Azure
Database & Business Intelligence
1 17 (25.00%) Data Warehouse
2 16 (23.53%) Hadoop
2 16 (23.53%) Oracle Database
2 16 (23.53%) PowerCenter
3 7 (10.29%) Data Lake
4 5 (7.35%) SQL Server
5 4 (5.88%) Essbase
5 4 (5.88%) Informix
5 4 (5.88%) MongoDB
5 4 (5.88%) Oracle Smart View
5 4 (5.88%) Pentaho
5 4 (5.88%) PostgreSQL
6 3 (4.41%) Parquet
7 1 (1.47%) Azure SQL Data Warehouse
7 1 (1.47%) BusinessObjects
7 1 (1.47%) Spatial Data
7 1 (1.47%) SQL Server Integration Services
Development Applications
1 12 (17.65%) ERwin
2 7 (10.29%) JIRA
3 1 (1.47%) Git (software)
General
1 46 (67.65%) Finance
2 32 (47.06%) Banking
3 7 (10.29%) Retail Banking
4 4 (5.88%) Legal
Job Titles
1 23 (33.82%) Analyst
2 22 (32.35%) Developer
3 19 (27.94%) Business Analyst
4 16 (23.53%) Informatica Developer
5 6 (8.82%) Project Manager
6 5 (7.35%) ETL Developer
6 5 (7.35%) Lead Developer
7 4 (5.88%) Architect
7 4 (5.88%) Banking Analyst
7 4 (5.88%) Banking Business Analyst
7 4 (5.88%) Data Analyst
7 4 (5.88%) Finance Business Analyst
7 4 (5.88%) Financial Analyst
7 4 (5.88%) Insurance Business Analyst
7 4 (5.88%) Lead Business Analyst
8 3 (4.41%) Data Business Analyst
8 3 (4.41%) Hyperion Specialist
8 3 (4.41%) Migration Analyst
8 3 (4.41%) Migration Manager
8 3 (4.41%) Oracle Specialist
Libraries, Frameworks & Software Standards
1 3 (4.41%) ActiveMQ
2 1 (1.47%) .NET
2 1 (1.47%) Oracle Fusion
2 1 (1.47%) PostGIS
Miscellaneous
1 7 (10.29%) Mainframe
2 4 (5.88%) Analytical Skills
2 4 (5.88%) Self-Motivation
3 1 (1.47%) Data Centre
3 1 (1.47%) Data Structures
3 1 (1.47%) FMCG
3 1 (1.47%) Greenfield Project
3 1 (1.47%) Minimum Viable Product
Operating Systems
1 14 (20.59%) Unix
2 2 (2.94%) Windows
3 1 (1.47%) Linux
3 1 (1.47%) Windows 7
3 1 (1.47%) Windows Server
Processes & Methodologies
1 68 (100.00%) Migration
2 27 (39.71%) ETL
3 26 (38.24%) Data Analysis
4 21 (30.88%) ETL Development
5 20 (29.41%) Stakeholder Management
6 12 (17.65%) Business Analysis
6 12 (17.65%) Data Modelling
7 10 (14.71%) Agile Software Development
8 5 (7.35%) Data Integration
8 5 (7.35%) Data Mapping
9 4 (5.88%) Continuous Improvement
9 4 (5.88%) Innovative Thinking
9 4 (5.88%) Performance Tuning
9 4 (5.88%) Problem-Solving
10 3 (4.41%) Data Architecture
10 3 (4.41%) Data Management
10 3 (4.41%) Database Security
10 3 (4.41%) Database Tuning
10 3 (4.41%) Scorecard
10 3 (4.41%) Test Scripting
Programming Languages
1 25 (36.76%) SQL
2 6 (8.82%) PL/SQL
3 4 (5.88%) Java
4 1 (1.47%) JavaScript
Qualifications
1 1 (1.47%) Security Cleared
Quality Assurance & Compliance
1 17 (25.00%) Data Quality
2 4 (5.88%) FINREP
2 4 (5.88%) IFRS
3 3 (4.41%) QA
4 2 (2.94%) GDPR
5 1 (1.47%) Disclosure Scotland
5 1 (1.47%) PCI DSS
5 1 (1.47%) Solvency II
System Software
1 1 (1.47%) Active Directory
1 1 (1.47%) XenApp
Systems Management
1 4 (5.88%) Oracle Flashback
2 1 (1.47%) Single Sign-On
Vendors
1 30 (44.12%) Oracle
2 16 (23.53%) Informatica
2 16 (23.53%) Teradata
3 12 (17.65%) CA
4 6 (8.82%) Microsoft
5 5 (7.35%) Hyperion
6 2 (2.94%) SAP
7 1 (1.47%) Ab Initio
7 1 (1.47%) Salesforce.com
7 1 (1.47%) ServiceNow
7 1 (1.47%) Sitecore
7 1 (1.47%) Twitter