Period
to 21 June 2018

The following table provides summary statistics for contract job vacancies advertised in Edinburgh with a requirement for Data Integration skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Data Integration over the 6 months to 21 June 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 Integration
Scotland > Edinburgh
6 months to
21 Jun 2018
Same period 2017 Same period 2016
Rank 89 98 131
Rank change year-on-year +9 +33 -33
Contract jobs citing Data Integration 39 8 9
As % of all contract IT jobs advertised in Edinburgh 1.35% 0.39% 0.31%
As % of the Processes & Methodologies category 1.55% 0.46% 0.37%
Number of daily rates quoted 27 5 10
Edinburgh median daily rate £450 £425 £425
Median daily rate % change year-on-year +5.88% - +15.25%
10th Percentile £340 £345 £299
90th Percentile £559 £499 £525
Scotland median daily rate £450 £448 £450
% change year-on-year +0.56% -0.56% +20.00%
Number of hourly rates quoted 0 0 0
Edinburgh median hourly rate - - -
Scotland median hourly rate - - -

Data Integration 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 2,517 1,757 2,449
As % of all contract IT jobs advertised in Edinburgh 87.03% 85.00% 85.24%
Number of daily rates quoted 1,497 1,083 1,344
Edinburgh median daily rate £405 £400 £400
Median daily rate % change year-on-year +1.25% - +6.67%
10th Percentile £289 £260 £275
90th Percentile £568 £550 £561
Scotland median daily rate £400 £376 £375
% change year-on-year +6.31% +0.33% -
Number of hourly rates quoted 23 20 13
Edinburgh median hourly rate £35.00 £16.93 £15.82
Median hourly rate % change year-on-year +106.73% +7.05% -42.49%
10th Percentile £12.74 £12.37 £11.10
90th Percentile £48.28 £43.77 £43.50
Scotland median hourly rate £17.50 £26.75 £36.00
% change year-on-year -34.58% -25.69% +20.00%

Data Integration
Job Vacancy Trend in Edinburgh

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

Job vacancy trend for Data Integration in Edinburgh

Data Integration
Contractor Daily Rate Trend in Edinburgh

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

Contractor daily rate trend for Data Integration in Edinburgh

Data Integration
Contractor Daily Rate Histogram in Edinburgh

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

Contractor daily rate histogram for Data Integration in Edinburgh

For the 6 months to 21 June 2018, IT contractor jobs citing Data Integration 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 Integration.

1 27 (69.23%) ETL
2 23 (58.97%) Agile Software Development
3 19 (48.72%) Data Warehouse
4 16 (41.03%) Data Architecture
5 14 (35.90%) TOGAF
6 13 (33.33%) Data Modelling
6 13 (33.33%) Business Intelligence
6 13 (33.33%) Relational Database
7 12 (30.77%) Finance
7 12 (30.77%) RDBMS
7 12 (30.77%) Oracle
8 11 (28.21%) SQL
8 11 (28.21%) Information Security
9 10 (25.64%) Waterfall
9 10 (25.64%) Data Quality
10 9 (23.08%) Stakeholder Management
11 8 (20.51%) Data Analysis
12 6 (15.38%) Big Data
12 6 (15.38%) Migration
12 6 (15.38%) Java
12 6 (15.38%) Informatica
13 5 (12.82%) CODA
13 5 (12.82%) PL/SQL
13 5 (12.82%) Unix
13 5 (12.82%) Bloomberg
13 5 (12.82%) Data Migration
13 5 (12.82%) JIRA
13 5 (12.82%) thinkFolio
13 5 (12.82%) Enterprise Data Warehouse
14 4 (10.26%) ETL Development

Data Integration
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 3 (7.69%) WebSphere
2 2 (5.13%) Cloud Foundry
2 2 (5.13%) Confluence
2 2 (5.13%) SAS
Applications
1 1 (2.56%) Chatbot
Business Applications
1 5 (12.82%) thinkFolio
2 1 (2.56%) SAP PP
Cloud Services
1 3 (7.69%) Amazon AWS
2 2 (5.13%) Microsoft Azure
3 1 (2.56%) Amazon SageMaker
3 1 (2.56%) Azure Machine Learning
Database & Business Intelligence
1 19 (48.72%) Data Warehouse
2 13 (33.33%) Relational Database
3 12 (30.77%) RDBMS
4 6 (15.38%) Big Data
5 5 (12.82%) Enterprise Data Warehouse
6 4 (10.26%) Pentaho
6 4 (10.26%) PowerCenter
6 4 (10.26%) SQL Server
7 2 (5.13%) SAS Data Integration Studio
8 1 (2.56%) Hadoop
8 1 (2.56%) SQL Server Integration Services
Development Applications
1 5 (12.82%) JIRA
2 1 (2.56%) Artifactory
2 1 (2.56%) Bitbucket
2 1 (2.56%) Git (software)
2 1 (2.56%) Visual Studio
General
1 12 (30.77%) Finance
2 4 (10.26%) Banking
3 1 (2.56%) Back Office
3 1 (2.56%) Electronics
3 1 (2.56%) Front Office
3 1 (2.56%) Investment Banking
3 1 (2.56%) Manufacturing
3 1 (2.56%) Marketing
3 1 (2.56%) Retail Banking
3 1 (2.56%) Telecoms
Job Titles
1 20 (51.28%) Architect
2 13 (33.33%) Developer
3 10 (25.64%) Data Architect
4 5 (12.82%) Solutions Architect
4 5 (12.82%) Technical Architect
5 4 (10.26%) ETL Architect
5 4 (10.26%) ETL Developer
5 4 (10.26%) Informatica Developer
5 4 (10.26%) Senior Developer
5 4 (10.26%) Senior Informatica Developer
6 2 (5.13%) Analyst
6 2 (5.13%) Business Intelligence Architect
6 2 (5.13%) Data Analyst
6 2 (5.13%) Java Developer
7 1 (2.56%) Consultant
7 1 (2.56%) Enterprise Architect
7 1 (2.56%) Lead Developer
7 1 (2.56%) SAP Consultant
7 1 (2.56%) Test Analyst
7 1 (2.56%) Test Engineer
Libraries, Frameworks & Software Standards
1 3 (7.69%) .NET
1 3 (7.69%) ActiveMQ
1 3 (7.69%) Middleware
2 2 (5.13%) HTML
2 2 (5.13%) jBPM
2 2 (5.13%) JPA
2 2 (5.13%) Spring
2 2 (5.13%) Web Services
3 1 (2.56%) AngularJS
3 1 (2.56%) CSS
3 1 (2.56%) CSS3
3 1 (2.56%) Drools
3 1 (2.56%) HTML5
3 1 (2.56%) Natural Language Processing
3 1 (2.56%) Node.js
3 1 (2.56%) React
Miscellaneous
1 1 (2.56%) User Experience
Operating Systems
1 5 (12.82%) Unix
Processes & Methodologies
1 27 (69.23%) ETL
2 23 (58.97%) Agile Software Development
3 16 (41.03%) Data Architecture
4 14 (35.90%) TOGAF
5 13 (33.33%) Business Intelligence
5 13 (33.33%) Data Modelling
6 11 (28.21%) Information Security
7 10 (25.64%) Waterfall
8 9 (23.08%) Stakeholder Management
9 8 (20.51%) Data Analysis
10 6 (15.38%) Migration
11 5 (12.82%) Data Migration
12 4 (10.26%) ETL Development
12 4 (10.26%) Performance Tuning
12 4 (10.26%) Quality Management
13 3 (7.69%) Asset Management
13 3 (7.69%) Investment Management
13 3 (7.69%) Scorecard
14 2 (5.13%) BPMN
14 2 (5.13%) Complex Event Processing
Programming Languages
1 11 (28.21%) SQL
2 6 (15.38%) Java
3 5 (12.82%) PL/SQL
4 2 (5.13%) JavaScript
5 1 (2.56%) Apex Code
5 1 (2.56%) Python
5 1 (2.56%) R
Qualifications
1 2 (5.13%) BPSS Clearance
1 2 (5.13%) Degree
1 2 (5.13%) Security Cleared
2 1 (2.56%) Computer Science Degree
2 1 (2.56%) TOGAF Certification
Quality Assurance & Compliance
1 10 (25.64%) Data Quality
2 4 (10.26%) QA
3 3 (7.69%) Disclosure Scotland
Systems Management
1 4 (10.26%) Oracle Flashback
Vendors
1 12 (30.77%) Oracle
2 6 (15.38%) Informatica
3 5 (12.82%) Bloomberg
3 5 (12.82%) CODA
4 4 (10.26%) Ab Initio
4 4 (10.26%) IBM
4 4 (10.26%) Sitecore
5 3 (7.69%) Charles River
5 3 (7.69%) FactSet
5 3 (7.69%) Hyperion
6 2 (5.13%) SAP
7 1 (2.56%) Cloudera
7 1 (2.56%) Salesforce.com