Period
to

The following table provides summary statistics for permanent job vacancies advertised in Glasgow with a requirement for Data Lake skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Lake over the 6 months to 27 June 2022 with a comparison to the same period in the previous 2 years.

Data Lakes
Scotland > Glasgow
6 months to
27 Jun 2022
Same period 2021 Same period 2020
Rank 102 96 88
Rank change year-on-year -6 -8 +31
Permanent jobs citing Data Lake 22 12 8
As % of all permanent jobs advertised in Glasgow 1.26% 0.86% 0.79%
As % of the Database & Business Intelligence category 4.70% 2.97% 2.41%
Number of salaries quoted 18 10 3
10th Percentile £31,000 £37,500 £51,500
25th Percentile £34,188 £40,813 £51,875
Median annual salary (50th Percentile) £53,000 £60,000 £55,000
Median % change year-on-year -11.67% +9.09% +6.80%
75th Percentile £60,000 £70,000 £56,250
90th Percentile - £73,750 £57,000
Scotland median annual salary £53,000 £62,500 £52,500
% change year-on-year -15.20% +19.05% +0.96%

Data Lake 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 Glasgow with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Glasgow
Permanent vacancies with a requirement for database or business intelligence skills 468 404 332
As % of all permanent IT jobs advertised in Glasgow 26.80% 28.86% 32.65%
Number of salaries quoted 224 291 225
10th Percentile £31,250 £33,750 £32,500
25th Percentile £36,250 £37,500 £38,000
Median annual salary (50th Percentile) £50,000 £46,500 £45,000
Median % change year-on-year +7.53% +3.33% -1.10%
75th Percentile £62,500 £57,250 £53,750
90th Percentile £77,625 £70,000 £59,000
Scotland median annual salary £55,000 £47,500 £45,000
% change year-on-year +15.79% +5.56% -

Data Lake
Job Vacancy Trend in Glasgow

Job postings citing Data Lake as a proportion of all IT jobs advertised in Glasgow.

Job vacancy trend for Data Lake in Glasgow

Data Lake
Salary Trend in Glasgow

3-month moving average salary quoted in jobs citing Data Lake in Glasgow.

Salary trend for Data Lake in Glasgow

Data Lake
Salary Histogram in Glasgow

Salary distribution for jobs citing Data Lake in Glasgow over the 6 months to 27 June 2022.

Salary histogram for Data Lake in Glasgow

For the 6 months to 27 June 2022, IT jobs citing Data Lake also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Glasgow region with a requirement for Data Lake.

1 22 (100.00%) SQL
1 22 (100.00%) Azure
2 19 (86.36%) ETL
2 19 (86.36%) Business Intelligence
3 18 (81.82%) Microsoft
4 16 (72.73%) Data Warehouse
4 16 (72.73%) Data Pipeline
5 15 (68.18%) Data Modelling
5 15 (68.18%) Python
5 15 (68.18%) Agile
5 15 (68.18%) Analytics
5 15 (68.18%) DevOps
6 14 (63.64%) Kimball Methodology
6 14 (63.64%) Visualisation
6 14 (63.64%) SQL Server
6 14 (63.64%) Power BI
6 14 (63.64%) Power Platform
7 12 (54.55%) Social Skills
7 12 (54.55%) Data Science
7 12 (54.55%) Apache Spark
7 12 (54.55%) Big Data
7 12 (54.55%) IoT
8 11 (50.00%) Relational Database
8 11 (50.00%) Data Analytics
8 11 (50.00%) Inmon Methodology
8 11 (50.00%) R
8 11 (50.00%) JIRA
8 11 (50.00%) ERwin
8 11 (50.00%) Azure DevOps
8 11 (50.00%) ER Studio

Data Lake
Co-occurring IT Skills in Glasgow 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 12 (54.55%) Apache Spark
Cloud Services
1 22 (100.00%) Azure
2 14 (63.64%) Power Platform
3 11 (50.00%) Azure DevOps
4 10 (45.45%) Azure Data Factory
5 8 (36.36%) Azure Synapse Analytics
6 6 (27.27%) AWS
6 6 (27.27%) GCP
7 3 (13.64%) PaaS
8 1 (4.55%) Dynamics 365
Database & Business Intelligence
1 16 (72.73%) Data Warehouse
2 14 (63.64%) Power BI
2 14 (63.64%) SQL Server
3 12 (54.55%) Big Data
4 11 (50.00%) Relational Database
5 8 (36.36%) Azure SQL Database
6 6 (27.27%) Azure SQL Data Warehouse
6 6 (27.27%) Tableau
7 3 (13.64%) Data Mining
7 3 (13.64%) Microsoft Analysis Services
7 3 (13.64%) Qlik Sense
7 3 (13.64%) SQL Server Analysis Services
8 1 (4.55%) Apache Hive
8 1 (4.55%) OLAP
Development Applications
1 11 (50.00%) ER Studio
1 11 (50.00%) ERwin
1 11 (50.00%) JIRA
General
1 12 (54.55%) Social Skills
2 11 (50.00%) Presentation Skills
3 3 (13.64%) Finance
3 3 (13.64%) Legal
4 1 (4.55%) Analytical Skills
4 1 (4.55%) Retail
Job Titles
1 11 (50.00%) Analytics Consultant
1 11 (50.00%) Business Intelligence Consultant
1 11 (50.00%) Consultant
1 11 (50.00%) Data Analytics Consultant
1 11 (50.00%) Data Consultant
2 7 (31.82%) Data Engineer
3 4 (18.18%) Junior
3 4 (18.18%) Junior Consultant
4 3 (13.64%) Azure Data Engineer
4 3 (13.64%) Azure Engineer
4 3 (13.64%) Business Intelligence Developer
4 3 (13.64%) Developer
4 3 (13.64%) Senior Data Engineer
5 2 (9.09%) Senior Business Intelligence Consultant
5 2 (9.09%) Senior Consultant
5 2 (9.09%) Senior Data Analytics Consultant
6 1 (4.55%) Azure Developer
6 1 (4.55%) Business Developer
6 1 (4.55%) Data Analyst
6 1 (4.55%) Lead Developer
Libraries, Frameworks & Software Standards
1 1 (4.55%) Pandas
Miscellaneous
1 12 (54.55%) IoT
2 3 (13.64%) Management Information System
Processes & Methodologies
1 19 (86.36%) Business Intelligence
1 19 (86.36%) ETL
2 16 (72.73%) Data Pipeline
3 15 (68.18%) Agile
3 15 (68.18%) Analytics
3 15 (68.18%) Data Modelling
3 15 (68.18%) DevOps
4 14 (63.64%) Kimball Methodology
4 14 (63.64%) Visualisation
5 12 (54.55%) Data Science
6 11 (50.00%) Data Analytics
6 11 (50.00%) Inmon Methodology
7 10 (45.45%) Data Visualisation
8 7 (31.82%) Coaching
8 7 (31.82%) Mentoring
9 6 (27.27%) Data Architecture
9 6 (27.27%) Data Governance
9 6 (27.27%) Software Engineering
10 4 (18.18%) Data Integration
11 3 (13.64%) Data Management
Programming Languages
1 22 (100.00%) SQL
2 15 (68.18%) Python
3 11 (50.00%) R
4 1 (4.55%) T-SQL
Qualifications
1 1 (4.55%) Degree
Quality Assurance & Compliance
1 3 (13.64%) Data Quality
2 1 (4.55%) QA
Vendors
1 18 (81.82%) Microsoft
2 6 (27.27%) Google
2 6 (27.27%) Oracle
3 5 (22.73%) Databricks