Period
to 24 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Edinburgh with a requirement for Data Integration skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Integration over the 6 months to 24 November 2017 with a comparison to the same period in the previous 2 years.

Data Integration
Scotland > Edinburgh
6 months to
24 Nov 2017
Same period 2016 Same period 2015
Rank 132 131 112
Rank change year-on-year -1 -19 +39
Permanent jobs citing Data Integration 20 8 42
As % of all permanent IT jobs advertised in Edinburgh 0.74% 0.34% 1.37%
As % of the Processes & Methodologies category 0.81% 0.37% 1.49%
Number of salaries quoted 4 4 15
Edinburgh median annual salary £35,000 £44,461 £43,000
Median salary % change year-on-year -21.28% +3.40% -21.82%
10th Percentile £30,000 £37,689 £29,250
90th Percentile £40,000 £60,000 £80,550
Scotland median annual salary £39,137 £46,250 £45,000
% change year-on-year -15.38% +2.78% -5.26%

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

All Process and Methodology Skills
Edinburgh
Permanent vacancies with a requirement for process or methodology skills 2461 2156 2817
As % of all permanent IT jobs advertised in Edinburgh 90.88% 92.49% 91.64%
Number of salaries quoted 1490 1403 1779
Edinburgh median annual salary £42,500 £45,000 £43,000
Median salary % change year-on-year -5.56% +4.65% +3.61%
10th Percentile £27,000 £29,750 £27,500
90th Percentile £66,250 £70,000 £65,000
Scotland median annual salary £45,000 £44,500 £42,500
% change year-on-year +1.12% +4.71% +2.41%

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
Salary Trend in Edinburgh

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Integration in Edinburgh.

Salary trend for Data Integration in Edinburgh

For the 6 months to 24 November 2017, IT jobs citing Data Integration also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Edinburgh region with a requirement for Data Integration.

1 19 (95.00%) ETL
2 12 (60.00%) Information Management
3 10 (50.00%) SAP
3 10 (50.00%) Technical Architecture
3 10 (50.00%) Degree
3 10 (50.00%) Quality Management
3 10 (50.00%) Migration
3 10 (50.00%) Data Migration
3 10 (50.00%) High Availability
3 10 (50.00%) Data Quality
3 10 (50.00%) SAP HANA
3 10 (50.00%) SAP Data Services
3 10 (50.00%) DevOps
3 10 (50.00%) Analytical Skills
3 10 (50.00%) Hybrid Cloud
3 10 (50.00%) iPaaS
4 6 (30.00%) Analytics
4 6 (30.00%) Business Intelligence
4 6 (30.00%) Oracle
5 5 (25.00%) SQL Server
5 5 (25.00%) SQL
5 5 (25.00%) Cognos
5 5 (25.00%) Data Warehouse
6 4 (20.00%) IBM
7 3 (15.00%) DB2
7 3 (15.00%) Snowflake Schema
7 3 (15.00%) Star Schema
7 3 (15.00%) JCL
7 3 (15.00%) Middleware
7 3 (15.00%) N-Tier

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:

Business Applications
1 3 (15.00%) Cognos Business Intelligence
2 1 (5.00%) Cognos TM1
Cloud Services
1 10 (50.00%) iPaaS
2 1 (5.00%) Amazon AWS
2 1 (5.00%) Microsoft Azure
2 1 (5.00%) SaaS
Database & Business Intelligence
1 10 (50.00%) SAP Data Services
1 10 (50.00%) SAP HANA
2 5 (25.00%) Data Warehouse
2 5 (25.00%) SQL Server
3 3 (15.00%) Cognos Analysis Studio
3 3 (15.00%) Cognos Framework Manager
3 3 (15.00%) Cognos Report Studio
3 3 (15.00%) DB2
3 3 (15.00%) Snowflake Schema
3 3 (15.00%) Star Schema
4 2 (10.00%) Cognos Query Studio
4 2 (10.00%) DataStage
4 2 (10.00%) DecisionStream
4 2 (10.00%) IBM InfoSphere
4 2 (10.00%) Oracle Database
5 1 (5.00%) PostgreSQL
5 1 (5.00%) Power BI
5 1 (5.00%) SQL Server 2016
5 1 (5.00%) SQL Server Integration Services
5 1 (5.00%) SQL Server Reporting Services
Development Applications
1 1 (5.00%) Jasmine
1 1 (5.00%) Jenkins
1 1 (5.00%) Mocha
1 1 (5.00%) Protractor
General
1 2 (10.00%) Finance
2 1 (5.00%) Banking
2 1 (5.00%) Investment Banking
2 1 (5.00%) Local Government
Job Titles
1 11 (55.00%) Architect
2 10 (50.00%) Integration Architect
2 10 (50.00%) SAP Architect
2 10 (50.00%) SAP Technical Architect
2 10 (50.00%) Technical Architect
3 3 (15.00%) Designer
3 3 (15.00%) Developer
4 2 (10.00%) Analytics Developer
4 2 (10.00%) Cognos Developer
4 2 (10.00%) Consultant
5 1 (5.00%) Business Intelligence Consultant
5 1 (5.00%) Business Intelligence Developer
5 1 (5.00%) Cognos Consultant
5 1 (5.00%) Cognos Specialist
5 1 (5.00%) Cognos Support
5 1 (5.00%) Data Warehouse Consultant
5 1 (5.00%) Software Engineer
5 1 (5.00%) SQL Developer
5 1 (5.00%) SQL Server Developer
5 1 (5.00%) Support Specialist
Libraries, Frameworks & Software Standards
1 3 (15.00%) Middleware
2 1 (5.00%) AngularJS
2 1 (5.00%) CSS
2 1 (5.00%) JSON
2 1 (5.00%) Node.js
2 1 (5.00%) React
2 1 (5.00%) RESTful
2 1 (5.00%) SOAP
2 1 (5.00%) Swagger
2 1 (5.00%) Web Services
2 1 (5.00%) XML
Miscellaneous
1 10 (50.00%) Analytical Skills
1 10 (50.00%) Hybrid Cloud
2 3 (15.00%) N-Tier
3 2 (10.00%) Driving Licence
Operating Systems
1 1 (5.00%) Linux
Processes & Methodologies
1 19 (95.00%) ETL
2 12 (60.00%) Information Management
3 10 (50.00%) Data Migration
3 10 (50.00%) DevOps
3 10 (50.00%) High Availability
3 10 (50.00%) Migration
3 10 (50.00%) Quality Management
3 10 (50.00%) Technical Architecture
4 6 (30.00%) Analytics
4 6 (30.00%) Business Intelligence
5 3 (15.00%) Data Modelling
5 3 (15.00%) Service Delivery
5 3 (15.00%) TOGAF
6 2 (10.00%) Agile Software Development
6 2 (10.00%) Stakeholder Management
7 1 (5.00%) CRM
7 1 (5.00%) Data Management
7 1 (5.00%) Process Management
7 1 (5.00%) Software Engineering
7 1 (5.00%) TDD
Programming Languages
1 5 (25.00%) SQL
2 3 (15.00%) COBOL
2 3 (15.00%) JCL
3 2 (10.00%) C#
4 1 (5.00%) Java
4 1 (5.00%) JavaScript
4 1 (5.00%) Python
4 1 (5.00%) T-SQL
4 1 (5.00%) TypeScript
Qualifications
1 10 (50.00%) Degree
Quality Assurance & Compliance
1 10 (50.00%) Data Quality
System Software
1 1 (5.00%) Docker
Systems Management
1 1 (5.00%) Puppet
Vendors
1 10 (50.00%) SAP
2 6 (30.00%) Oracle
3 5 (25.00%) Cognos
4 4 (20.00%) IBM
5 2 (10.00%) Ab Initio
5 2 (10.00%) Capita
6 1 (5.00%) Microsoft