Period
to 25 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Stirling with a requirement for Data Warehouse skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Warehouse over the 6 months to 25 November 2017 with a comparison to the same period in the previous 2 years.

Data Warehousing
Scotland > Stirling
6 months to
25 Nov 2017
Same period 2016 Same period 2015
Rank 10 16 29
Rank change year-on-year +6 +13 -6
Permanent jobs citing Data Warehouse 9 2 2
As % of all permanent IT jobs advertised in Stirling 13.43% 4.26% 1.36%
As % of the Database & Business Intelligence category 50.00% 100.00% 4.26%
Number of salaries quoted 9 0 2
Stirling median annual salary £50,000 - £45,000
10th Percentile £45,000 - £37,250
90th Percentile £66,500 - £48,750
Scotland median annual salary £45,000 £50,000 £47,500
% change year-on-year -10.00% +5.26% +5.56%

Data Warehouse is in the Databases and Business Intelligence category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Stirling with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Stirling
Permanent vacancies with a requirement for database or business intelligence skills 18 2 47
As % of all permanent IT jobs advertised in Stirling 26.87% 4.26% 31.97%
Number of salaries quoted 16 0 25
Stirling median annual salary £45,000 - £42,500
10th Percentile £41,250 - £28,000
90th Percentile £60,625 - £85,000
Scotland median annual salary £42,000 £42,500 £40,000
% change year-on-year -1.18% +6.25% -

Data Warehouse
Job Vacancy Trend in Stirling

Job postings citing Data Warehouse as a percentage of all IT jobs advertised in Stirling.

Job vacancy trend for Data Warehouse in Stirling

Data Warehouse
Salary Trend in Stirling

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

Salary trend for Data Warehouse in Stirling

Data Warehouse
Salary Histogram in Stirling

The salary distribution of IT jobs citing Data Warehouse in Stirling over the 6 months to 25 November 2017.

Salary histogram for Data Warehouse in Stirling

For the 6 months to 25 November 2017, IT jobs citing Data Warehouse 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 Stirling region with a requirement for Data Warehouse.

1 7 (77.78%) Python
1 7 (77.78%) R
1 7 (77.78%) Data Visualisation
1 7 (77.78%) Visualisation
2 6 (66.67%) SQL
2 6 (66.67%) ETL
3 4 (44.44%) SAS
3 4 (44.44%) Business Intelligence
3 4 (44.44%) Informatica
3 4 (44.44%) SPSS
3 4 (44.44%) Finance
3 4 (44.44%) Scrum
3 4 (44.44%) Data Analytics
3 4 (44.44%) Agile Software Development
3 4 (44.44%) Data Analysis
3 4 (44.44%) SQL Server Integration Services
3 4 (44.44%) Predictive Analytics
3 4 (44.44%) QlikView
3 4 (44.44%) Analytics
3 4 (44.44%) Data Transformation
3 4 (44.44%) Dashboard Development
4 3 (33.33%) ggplot
4 3 (33.33%) Algorithms
4 3 (33.33%) Mathematics
4 3 (33.33%) Physics
4 3 (33.33%) Statistics
4 3 (33.33%) Degree
4 3 (33.33%) Machine Learning
4 3 (33.33%) D3.js
4 3 (33.33%) MATLAB

Data Warehouse
Co-occurring IT Skills in Stirling 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 4 (44.44%) SAS
Applications
1 4 (44.44%) SPSS
Database & Business Intelligence
1 4 (44.44%) QlikView
1 4 (44.44%) SQL Server Integration Services
2 2 (22.22%) Big Data
3 1 (11.11%) Apache Cassandra
3 1 (11.11%) Relational Database
General
1 4 (44.44%) Finance
Job Titles
1 4 (44.44%) Analyst
1 4 (44.44%) Analyst Programmer
1 4 (44.44%) Business Intelligence Analyst
1 4 (44.44%) Programmer
1 4 (44.44%) Senior Analyst
1 4 (44.44%) Senior Analyst Programmer
1 4 (44.44%) Senior Business Intelligence Analyst
1 4 (44.44%) Senior Programmer
2 3 (33.33%) Data Scientist
2 3 (33.33%) Developer
3 2 (22.22%) SQL Developer
4 1 (11.11%) Database Developer
Libraries, Frameworks & Software Standards
1 3 (33.33%) D3.js
1 3 (33.33%) ggplot
Miscellaneous
1 3 (33.33%) Algorithms
2 2 (22.22%) Analytical Skills
Processes & Methodologies
1 7 (77.78%) Data Visualisation
1 7 (77.78%) Visualisation
2 6 (66.67%) ETL
3 4 (44.44%) Agile Software Development
3 4 (44.44%) Analytics
3 4 (44.44%) Business Intelligence
3 4 (44.44%) Dashboard Development
3 4 (44.44%) Data Analysis
3 4 (44.44%) Data Analytics
3 4 (44.44%) Data Transformation
3 4 (44.44%) Predictive Analytics
3 4 (44.44%) Scrum
4 3 (33.33%) Machine Learning
4 3 (33.33%) Mathematics
4 3 (33.33%) Physics
4 3 (33.33%) Statistics
5 1 (11.11%) Data Architecture
Programming Languages
1 7 (77.78%) Python
1 7 (77.78%) R
2 6 (66.67%) SQL
3 3 (33.33%) MATLAB
Qualifications
1 3 (33.33%) Degree
1 3 (33.33%) PhD
Vendors
1 4 (44.44%) Informatica