Period
to 17 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Scotland 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 17 November 2017 with a comparison to the same period in the previous 2 years.

Data Integration
UK > Scotland
6 months to
17 Nov 2017
Same period 2016 Same period 2015
Rank 177 135 173
Rank change year-on-year -42 +38 +42
Permanent jobs citing Data Integration 45 83 71
As % of all permanent IT jobs advertised in Scotland 0.80% 1.58% 1.10%
As % of the Processes & Methodologies category 0.88% 1.73% 1.21%
Number of salaries quoted 13 24 29
Scotland median annual salary £39,137 £45,000 £43,553
Median salary % change year-on-year -13.03% +3.32% -3.22%
10th Percentile £30,500 £35,750 £29,250
90th Percentile £70,400 £61,875 £70,000
UK median annual salary £57,500 £57,500 £55,000
% change year-on-year - +4.55% -

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 Scotland with a requirement for process or methodology skills.

All Process and Methodology Skills
Scotland
Permanent vacancies with a requirement for process or methodology skills 5124 4795 5862
As % of all permanent IT jobs advertised in Scotland 90.85% 91.53% 90.86%
Number of salaries quoted 3262 2892 3711
Scotland median annual salary £45,000 £44,000 £42,500
Median salary % change year-on-year +2.27% +3.53% +2.41%
10th Percentile £28,250 £28,250 £27,500
90th Percentile £66,250 £65,000 £63,750
UK median annual salary £50,000 £49,000 £47,500
% change year-on-year +2.04% +3.16% +5.56%

Data Integration
Job Vacancy Trend in Scotland

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

Job vacancy trend for Data Integration in Scotland

Data Integration
Salary Trend in Scotland

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

Salary trend for Data Integration in Scotland

Data Integration
Salary Histogram in Scotland

The salary distribution of IT jobs citing Data Integration in Scotland over the 6 months to 17 November 2017.

Salary histogram for Data Integration in Scotland

Data Integration
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Integration within the Scotland region over the 6 months to 17 November 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Edinburgh -3 20 £35,000 -15.50% 3
Glasgow -53 20 £66,000 +46.67% 2
Fife - 3 £39,137 -
Renfrewshire - 1 £37,500 -
Inverclyde - 1 - -
Data Integration
UK

For the 6 months to 17 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 Scotland region with a requirement for Data Integration.

1 28 (62.22%) ETL
2 20 (44.44%) SQL
3 19 (42.22%) Business Intelligence
4 18 (40.00%) Analytical Skills
5 16 (35.56%) Migration
5 16 (35.56%) Data Warehouse
6 15 (33.33%) Microsoft
7 14 (31.11%) SQL Server
7 14 (31.11%) SAP
7 14 (31.11%) Data Migration
8 13 (28.89%) Information Management
8 13 (28.89%) Data Quality
9 12 (26.67%) Degree
10 11 (24.44%) Oracle
11 10 (22.22%) Quality Management
11 10 (22.22%) Technical Architecture
11 10 (22.22%) SAP HANA
11 10 (22.22%) SAP Data Services
11 10 (22.22%) High Availability
11 10 (22.22%) DevOps
11 10 (22.22%) Hybrid Cloud
11 10 (22.22%) iPaaS
12 9 (20.00%) Relational Database
12 9 (20.00%) Analytics
12 9 (20.00%) Data Analysis
12 9 (20.00%) SQL Server Integration Services
12 9 (20.00%) Data Modelling
13 8 (17.78%) Star Schema
14 7 (15.56%) RDBMS
14 7 (15.56%) Cognos

Data Integration
Co-occurring IT Skills in Scotland 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 6 (13.33%) SAS
2 1 (2.22%) Confluence
Business Applications
1 3 (6.67%) Cognos Business Intelligence
2 1 (2.22%) Dynamics CRM
2 1 (2.22%) Salesforce.com CRM
2 1 (2.22%) Scribe Insight
Cloud Services
1 10 (22.22%) iPaaS
2 1 (2.22%) Dynamics 365
2 1 (2.22%) Scribe Online
Database & Business Intelligence
1 16 (35.56%) Data Warehouse
2 14 (31.11%) SQL Server
3 10 (22.22%) SAP Data Services
3 10 (22.22%) SAP HANA
4 9 (20.00%) Relational Database
4 9 (20.00%) SQL Server Integration Services
5 8 (17.78%) Star Schema
6 7 (15.56%) RDBMS
6 7 (15.56%) SQL Server Analysis Services
6 7 (15.56%) SQL Server Reporting Services
7 6 (13.33%) OLAP
7 6 (13.33%) OLAP Cube
7 6 (13.33%) PowerCenter
7 6 (13.33%) QlikView
8 5 (11.11%) Power BI
8 5 (11.11%) SAS Data Integration Studio
8 5 (11.11%) Snowflake Schema
9 4 (8.89%) BusinessObjects
9 4 (8.89%) BusinessObjects Web Intelligence
9 4 (8.89%) DB2
Development Applications
1 3 (6.67%) ERwin
1 3 (6.67%) MagicDraw
2 1 (2.22%) JIRA
General
1 4 (8.89%) Finance
2 1 (2.22%) Banking
2 1 (2.22%) Investment Banking
2 1 (2.22%) Legal
2 1 (2.22%) Local Government
Job Titles
1 18 (40.00%) Architect
2 12 (26.67%) Developer
3 10 (22.22%) Integration Architect
3 10 (22.22%) SAP Architect
3 10 (22.22%) SAP Technical Architect
3 10 (22.22%) Technical Architect
4 7 (15.56%) Business Intelligence Developer
4 7 (15.56%) SSIS Developer
5 6 (13.33%) SAS BI Developer
5 6 (13.33%) SAS Developer
6 5 (11.11%) Consultant
6 5 (11.11%) Informatica BI Developer
6 5 (11.11%) Informatica Developer
7 4 (8.89%) Business Intelligence Specialist
7 4 (8.89%) SAP BusinessObjects Specialist
8 3 (6.67%) Data Warehouse Consultant
8 3 (6.67%) Designer
8 3 (6.67%) Information Architect
8 3 (6.67%) Oracle Developer
8 3 (6.67%) SQL Developer
Libraries, Frameworks & Software Standards
1 3 (6.67%) Middleware
1 3 (6.67%) XML
1 3 (6.67%) XML Schema
2 2 (4.44%) CSS
3 1 (2.22%) CGI
3 1 (2.22%) HTML
Miscellaneous
1 18 (40.00%) Analytical Skills
2 10 (22.22%) Hybrid Cloud
3 3 (6.67%) Driving Licence
3 3 (6.67%) N-Tier
3 3 (6.67%) Reference Data
3 3 (6.67%) Taxonomies
4 2 (4.44%) Equities
4 2 (4.44%) Fixed Income
5 1 (2.22%) User Experience
Operating Systems
1 1 (2.22%) Linux
Processes & Methodologies
1 28 (62.22%) ETL
2 19 (42.22%) Business Intelligence
3 16 (35.56%) Migration
4 14 (31.11%) Data Migration
5 13 (28.89%) Information Management
6 10 (22.22%) DevOps
6 10 (22.22%) High Availability
6 10 (22.22%) Quality Management
6 10 (22.22%) Technical Architecture
7 9 (20.00%) Analytics
7 9 (20.00%) Data Analysis
7 9 (20.00%) Data Modelling
8 7 (15.56%) Agile Software Development
9 6 (13.33%) Performance Tuning
9 6 (13.33%) Service Delivery
10 5 (11.11%) Project Management
10 5 (11.11%) User Acceptance Testing
11 4 (8.89%) Data Management
11 4 (8.89%) Metadata Management
11 4 (8.89%) UML
Programming Languages
1 20 (44.44%) SQL
2 7 (15.56%) PL/SQL
3 6 (13.33%) PowerShell
4 3 (6.67%) COBOL
4 3 (6.67%) JCL
5 2 (4.44%) T-SQL
6 1 (2.22%) C#
6 1 (2.22%) C++
6 1 (2.22%) Java
6 1 (2.22%) JavaScript
6 1 (2.22%) Perl
Qualifications
1 12 (26.67%) Degree
2 1 (2.22%) ISEB
Quality Assurance & Compliance
1 13 (28.89%) Data Quality
2 5 (11.11%) QA
3 2 (4.44%) ISO 20022
Vendors
1 15 (33.33%) Microsoft
2 14 (31.11%) SAP
3 11 (24.44%) Oracle
4 7 (15.56%) Cognos
5 6 (13.33%) IBM
5 6 (13.33%) Informatica
5 6 (13.33%) MicroStrategy
6 2 (4.44%) Ab Initio
7 1 (2.22%) Capita
7 1 (2.22%) Salesforce.com