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 3 months to 25 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
25 Mar 2017
Same period 2016 Same period 2015
Data Integration
UK / Scotland
Rank 125 144 124
Rank change year-on-year +19 -20  
Permanent jobs citing Data Integration 13 19 34
As % of all permanent IT jobs advertised in Scotland 0.56% 0.65% 1.10%
As % of the Processes & Methodologies category 0.61% 0.72% 1.23%
Number of salaries quoted 12 11 29
Median salary £42,250 £38,500 £55,000
Median salary % change year-on-year +9.74% -30.00%  
90% offered a salary of more than £40,000 £30,000 £39,800
10% offered a salary of more than £71,500 £55,000 £55,500
UK excluding London median salary £45,000 £45,000 £50,000
% change year-on-year - -10.00%  

Data Integration is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Scotland with a requirement for process and methodology skills.

Process & Methodology Skills
Scotland
Permanent job vacancies with a requirement for process and methodology skills 2117 2654 2754
As % of all permanent IT job vacancies advertised in Scotland 91.25% 90.52% 89.07%
Number of salaries quoted 1330 1715 1686
Median salary £45,000 £46,000 £44,000
Median salary % change year-on-year -2.17% +4.54%  
90% offered a salary of more than £32,500 £32,500 £32,500
10% offered a salary of more than £70,000 £60,000 £65,000
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Data Integration
Job Vacancy Trend in Scotland

The job posting trend of jobs advertised in Scotland citing Data Integration as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

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 3 months to 25 March 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 3 months to 25 March 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Edinburgh -9 6 £47,500 +31.94% 2
West Lothian - 5 £40,000 -
Glasgow +20 2 £70,000 +75.00% 3
Data Integration
UK

Data Integration
Top 30 Related IT Skills in Scotland

For the 6 months to 25 March 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 24 (64.86%) Data Warehouse
2 20 (54.05%) Business Intelligence
2 20 (54.05%) Analytics
3 17 (45.95%) SQL
4 16 (43.24%) Data Modelling
5 15 (40.54%) Data Management
6 13 (35.14%) ETL
6 13 (35.14%) Data Architecture
7 12 (32.43%) Big Data
8 11 (29.73%) Metadata Management
8 11 (29.73%) Degree
8 11 (29.73%) Oracle
8 11 (29.73%) SQL Server
8 11 (29.73%) Finance
9 9 (24.32%) Analytical Skills
10 8 (21.62%) Informatica
10 8 (21.62%) SAS
10 8 (21.62%) NoSQL
11 7 (18.92%) ITIL
11 7 (18.92%) RDBMS
11 7 (18.92%) Relational Database
11 7 (18.92%) Business Analytics
11 7 (18.92%) SQL Server 2012
12 6 (16.22%) High Availability
12 6 (16.22%) Oracle ODI
12 6 (16.22%) SAS Data Integration Studio
12 6 (16.22%) Data Lineage
12 6 (16.22%) Machine Learning
12 6 (16.22%) Migration
12 6 (16.22%) Open Source

Data Integration
Top Related 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 8 (21.62%) SAS
2 5 (13.51%) BizTalk Server
3 3 (8.11%) SharePoint
Applications
1 2 (5.41%) MS Excel
Business Applications
1 5 (13.51%) Oracle ERP
2 2 (5.41%) Cognos Business Intelligence
3 1 (2.70%) Oracle 11i
3 1 (2.70%) Oracle EBS
3 1 (2.70%) Oracle EBS R12
Cloud Services
1 2 (5.41%) GitHub
2 1 (2.70%) Amazon AWS
2 1 (2.70%) Google Analytics
Communications & Networking
1 2 (5.41%) Network Security
2 1 (2.70%) Internet
Database & Business Intelligence
1 24 (64.86%) Data Warehouse
2 12 (32.43%) Big Data
3 11 (29.73%) SQL Server
4 8 (21.62%) NoSQL
5 7 (18.92%) RDBMS
5 7 (18.92%) Relational Database
5 7 (18.92%) SQL Server 2012
6 6 (16.22%) Hadoop
6 6 (16.22%) Oracle BI EE
6 6 (16.22%) Oracle ODI
6 6 (16.22%) SAS Data Integration Studio
6 6 (16.22%) SAS Enterprise Guide
6 6 (16.22%) SQL Server Integration Services
7 5 (13.51%) SQL Server 2008
8 4 (10.81%) BusinessObjects
8 4 (10.81%) Data Lake
8 4 (10.81%) OLAP
8 4 (10.81%) OLTP
8 4 (10.81%) Star Schema
9 2 (5.41%) Cognos Analysis Studio
Development Applications
1 4 (10.81%) ERwin
1 4 (10.81%) MagicDraw
2 3 (8.11%) Visual Studio
3 2 (5.41%) Git (software)
4 1 (2.70%) Oracle APEX
4 1 (2.70%) Team Foundation Server
General
1 11 (29.73%) Finance
2 6 (16.22%) Banking
3 4 (10.81%) Back Office
3 4 (10.81%) General Ledger
4 3 (8.11%) Retail
5 2 (5.41%) Retail Banking
Job Titles
1 14 (37.84%) Architect
2 7 (18.92%) Data Architect
3 6 (16.22%) Analyst
3 6 (16.22%) Business Intelligence Analyst
3 6 (16.22%) DBA
3 6 (16.22%) Senior Architect
3 6 (16.22%) Senior Data Architect
4 5 (13.51%) Administrator
4 5 (13.51%) Developer
4 5 (13.51%) Information Architect
4 5 (13.51%) Production DBA
5 4 (10.81%) Business Intelligence Consultant
5 4 (10.81%) Consultant
6 3 (8.11%) Business Intelligence Developer
7 2 (5.41%) Analytics Manager
7 2 (5.41%) Business Intelligence Manager
7 2 (5.41%) Cloud Consultant
7 2 (5.41%) Cloud Developer
7 2 (5.41%) Cognos BI Consultant
7 2 (5.41%) Oracle Analyst
Libraries, Frameworks & Software Standards
1 4 (10.81%) XML
1 4 (10.81%) XML Schema
2 1 (2.70%) CSS
2 1 (2.70%) HTML
2 1 (2.70%) Web Services
Miscellaneous
1 9 (24.32%) Analytical Skills
2 4 (10.81%) Reference Data
2 4 (10.81%) Taxonomies
3 2 (5.41%) Data Structures
3 2 (5.41%) Driving Licence
3 2 (5.41%) Management Information System
4 1 (2.70%) Enterprise Software
4 1 (2.70%) Minimum Viable Product
4 1 (2.70%) Replication
Operating Systems
1 1 (2.70%) Linux
Processes & Methodologies
1 20 (54.05%) Analytics
1 20 (54.05%) Business Intelligence
2 16 (43.24%) Data Modelling
3 15 (40.54%) Data Management
4 13 (35.14%) Data Architecture
4 13 (35.14%) ETL
5 11 (29.73%) Metadata Management
6 7 (18.92%) Business Analytics
6 7 (18.92%) ITIL
7 6 (16.22%) Data Lineage
7 6 (16.22%) Data Mapping
7 6 (16.22%) High Availability
7 6 (16.22%) Information Architecture
7 6 (16.22%) Machine Learning
7 6 (16.22%) Migration
7 6 (16.22%) Ontologies
7 6 (16.22%) Open Source
7 6 (16.22%) Predictive Analytics
8 5 (13.51%) Demand Management
8 5 (13.51%) IT Strategy
Programming Languages
1 17 (45.95%) SQL
2 1 (2.70%) C#
2 1 (2.70%) Java
2 1 (2.70%) JavaScript
2 1 (2.70%) PL/SQL
2 1 (2.70%) Python
2 1 (2.70%) T-SQL
Qualifications
1 11 (29.73%) Degree
2 5 (13.51%) MCITP
2 5 (13.51%) MCSA
2 5 (13.51%) MCSE
2 5 (13.51%) Microsoft Certification
Quality Assurance & Compliance
1 5 (13.51%) Data Quality
2 4 (10.81%) ISO20022
System Software
1 1 (2.70%) Active Directory
Vendors
1 11 (29.73%) Oracle
2 8 (21.62%) Informatica
3 4 (10.81%) IBM
3 4 (10.81%) Microsoft
3 4 (10.81%) MicroStrategy
4 3 (8.11%) Tableau
5 2 (5.41%) Cognos
5 2 (5.41%) Hyperion
5 2 (5.41%) Netezza
5 2 (5.41%) Salesforce.com
5 2 (5.41%) Teradata
6 1 (2.70%) Google
6 1 (2.70%) SAP
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