Period
to 22 July 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 22 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.

Data Migration
Scotland > Edinburgh
6 months to
22 Jul 2018
Same period 2017 Same period 2016
Rank 78 51 59
Rank change year-on-year -27 +8 -8
Contract jobs citing Data Migration 61 62 85
As % of all contract IT jobs advertised in Edinburgh 2.03% 2.73% 3.02%
As % of the Processes & Methodologies category 2.33% 3.26% 3.53%
Number of daily rates quoted 44 40 69
Edinburgh median daily rate £413 £468 £400
Median daily rate % change year-on-year -11.76% +16.88% +11.11%
10th Percentile £353 £327 £286
90th Percentile £500 £675 £528
Scotland median daily rate £420 £450 £389
% change year-on-year -6.67% +15.68% +6.58%
Number of hourly rates quoted 0 4 0
Edinburgh median hourly rate - £13.00 -
Scotland median hourly rate £21.73 £13.00 -
% change year-on-year +67.15% - -

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 2,619 1,903 2,409
As % of all contract IT jobs advertised in Edinburgh 87.21% 83.91% 85.67%
Number of daily rates quoted 1,509 1,159 1,330
Edinburgh median daily rate £413 £400 £400
Median daily rate % change year-on-year +3.13% - +6.67%
10th Percentile £288 £260 £270
90th Percentile £575 £550 £550
Scotland median daily rate £400 £380 £375
% change year-on-year +5.26% +1.33% -
Number of hourly rates quoted 23 20 15
Edinburgh median hourly rate £18.50 £17.75 £15.82
Median hourly rate % change year-on-year +4.23% +12.24% -20.93%
10th Percentile £10.75 £12.37 £10.87
90th Percentile £46.10 £43.39 £46.53
Scotland median hourly rate £17.50 £27.50 £36.00
% change year-on-year -36.36% -23.61% +31.20%

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 22 July 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 22 July 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 61 (100.00%) Migration
2 36 (59.02%) Finance
3 26 (42.62%) SQL
4 24 (39.34%) Oracle
4 24 (39.34%) ETL
5 23 (37.70%) Data Analysis
6 22 (36.07%) Banking
7 16 (26.23%) Data Warehouse
7 16 (26.23%) ETL Development
8 14 (22.95%) Data Quality
8 14 (22.95%) Stakeholder Management
9 13 (21.31%) Agile Software Development
9 13 (21.31%) Oracle Database
10 12 (19.67%) Data Modelling
10 12 (19.67%) Unix
11 11 (18.03%) Informatica
11 11 (18.03%) PowerCenter
11 11 (18.03%) PowerExchange
11 11 (18.03%) Teradata
11 11 (18.03%) Business Analysis
11 11 (18.03%) Hadoop
12 7 (11.48%) ERwin
12 7 (11.48%) CA
12 7 (11.48%) Microsoft
13 6 (9.84%) SQL Server
13 6 (9.84%) JIRA
13 6 (9.84%) Data Mapping
14 5 (8.20%) Data Integration
14 5 (8.20%) HFM
14 5 (8.20%) Mainframe

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 11 (18.03%) PowerExchange
2 3 (4.92%) Confluence
Applications
1 3 (4.92%) Microsoft Project
2 2 (3.28%) Microsoft Excel
3 1 (1.64%) Microsoft Office
Business Applications
1 5 (8.20%) HFM
2 1 (1.64%) Dynamics AX
2 1 (1.64%) Dynamics CRM
2 1 (1.64%) SAP ERP
2 1 (1.64%) SAP SD
2 1 (1.64%) Sonata
Cloud Services
1 1 (1.64%) Microsoft Azure
Communications & Networking
1 1 (1.64%) HTTP
Database & Business Intelligence
1 16 (26.23%) Data Warehouse
2 13 (21.31%) Oracle Database
3 11 (18.03%) Hadoop
3 11 (18.03%) PowerCenter
4 6 (9.84%) SQL Server
5 4 (6.56%) Data Lake
5 4 (6.56%) Essbase
5 4 (6.56%) Oracle Smart View
5 4 (6.56%) Pentaho
6 3 (4.92%) Informix
6 3 (4.92%) MongoDB
6 3 (4.92%) PostgreSQL
7 2 (3.28%) BusinessObjects
8 1 (1.64%) InfluxDB
8 1 (1.64%) NoSQL
8 1 (1.64%) Power BI
8 1 (1.64%) SQL Server 2012
8 1 (1.64%) SQL Server 2016
8 1 (1.64%) SQL Server Integration Services
8 1 (1.64%) SQL Server Reporting Services
Development Applications
1 7 (11.48%) ERwin
2 6 (9.84%) JIRA
3 2 (3.28%) Git (software)
4 1 (1.64%) Jenkins
4 1 (1.64%) Subversion
General
1 36 (59.02%) Finance
2 22 (36.07%) Banking
3 4 (6.56%) Legal
3 4 (6.56%) Retail Banking
4 1 (1.64%) Front Office
4 1 (1.64%) Manufacturing
Job Titles
1 18 (29.51%) Analyst
2 16 (26.23%) Developer
3 11 (18.03%) Informatica Developer
4 10 (16.39%) Business Analyst
5 9 (14.75%) Data Migration Analyst
5 9 (14.75%) Migration Analyst
6 8 (13.11%) Data Analyst
7 7 (11.48%) Data Business Analyst
8 6 (9.84%) Data Migration Business Analyst
8 6 (9.84%) Project Manager
9 5 (8.20%) ETL Developer
9 5 (8.20%) Lead Developer
10 4 (6.56%) Consultant
10 4 (6.56%) Data Migration Lead
10 4 (6.56%) DBA
10 4 (6.56%) Finance Business Analyst
10 4 (6.56%) Financial Analyst
10 4 (6.56%) Lead Business Analyst
11 3 (4.92%) Hyperion Specialist
11 3 (4.92%) Oracle Specialist
Libraries, Frameworks & Software Standards
1 3 (4.92%) ActiveMQ
2 1 (1.64%) CSS
2 1 (1.64%) HATEOAS
2 1 (1.64%) HTML
2 1 (1.64%) REST
2 1 (1.64%) Spring
Miscellaneous
1 5 (8.20%) Data Structures
1 5 (8.20%) Mainframe
2 4 (6.56%) Analytical Skills
2 4 (6.56%) Self-Motivation
3 1 (1.64%) Enterprise Software
3 1 (1.64%) FMCG
3 1 (1.64%) Greenfield Project
3 1 (1.64%) Management Information System
3 1 (1.64%) Minimum Viable Product
Operating Systems
1 12 (19.67%) Unix
2 1 (1.64%) Linux
2 1 (1.64%) Windows
2 1 (1.64%) Windows 7
Processes & Methodologies
1 61 (100.00%) Migration
2 24 (39.34%) ETL
3 23 (37.70%) Data Analysis
4 16 (26.23%) ETL Development
5 14 (22.95%) Stakeholder Management
6 13 (21.31%) Agile Software Development
7 12 (19.67%) Data Modelling
8 11 (18.03%) Business Analysis
9 6 (9.84%) Data Mapping
10 5 (8.20%) Data Integration
11 4 (6.56%) Continuous Improvement
11 4 (6.56%) Database Security
11 4 (6.56%) Database Tuning
11 4 (6.56%) Innovative Thinking
11 4 (6.56%) Performance Tuning
11 4 (6.56%) Project Management
11 4 (6.56%) Requirements Analysis
12 3 (4.92%) DevOps
12 3 (4.92%) Problem-Solving
12 3 (4.92%) Re-Platforming
Programming Languages
1 26 (42.62%) SQL
2 5 (8.20%) Java
2 5 (8.20%) PL/SQL
3 1 (1.64%) Bash Shell
3 1 (1.64%) JavaScript
3 1 (1.64%) Python
3 1 (1.64%) Shell Script
3 1 (1.64%) X++
Qualifications
1 1 (1.64%) Security Cleared
Quality Assurance & Compliance
1 14 (22.95%) Data Quality
2 4 (6.56%) FINREP
2 4 (6.56%) IFRS
3 3 (4.92%) GDPR
3 3 (4.92%) QA
4 1 (1.64%) Disclosure Scotland
System Software
1 1 (1.64%) Active Directory
1 1 (1.64%) XenApp
Systems Management
1 4 (6.56%) Oracle Flashback
2 2 (3.28%) Ansible
3 1 (1.64%) Grafana
3 1 (1.64%) Opscode Chef
3 1 (1.64%) Prometheus
3 1 (1.64%) Puppet
3 1 (1.64%) SCOM
3 1 (1.64%) Single Sign-On
Vendors
1 24 (39.34%) Oracle
2 11 (18.03%) Informatica
2 11 (18.03%) Teradata
3 7 (11.48%) CA
3 7 (11.48%) Microsoft
4 5 (8.20%) Hyperion
5 2 (3.28%) Ab Initio
5 2 (3.28%) SAP
6 1 (1.64%) Cognos
6 1 (1.64%) Salesforce.com
6 1 (1.64%) Sitecore
6 1 (1.64%) SolarWinds
6 1 (1.64%) Twitter