Great Expectations Contract Job Trends in Scotland

Great Expectations
UK > Scotland

The table below provides summary statistics and contractor rates for jobs advertised in Scotland requiring Great Expectations skills. It covers vacancies from the 6 months leading up to 19 September 2025, with comparisons to the same periods in the previous two years.

6 months to
19 Sep 2025
Same period 2024 Same period 2023
Rank 119 - -
Rank change year-on-year - - -
Contract jobs citing Great Expectations 1 0 0
As % of all contract jobs advertised in Scotland 0.063% - -
As % of the Libraries, Frameworks & Software Standards category 0.25% - -
Number of daily rates quoted 1 0 0
10th Percentile - - -
25th Percentile £456 - -
Median daily rate (50th Percentile) £463 - -
75th Percentile £469 - -
90th Percentile - - -
UK median daily rate £469 £638 £725
% change year-on-year -26.47% -12.07% +38.10%

All Software Libraries and Frameworks
Scotland

Great Expectations falls under the Software Libraries and Frameworks category. For comparison with the information above, the following table provides summary statistics for all contract job vacancies requiring technical specification, industry standards, software libraries and framework skills in Scotland.

Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 395 389 563
As % of all contract IT jobs advertised in Scotland 24.76% 20.77% 23.02%
Number of daily rates quoted 229 258 396
10th Percentile £373 £356 £388
25th Percentile £425 £413 £422
Median daily rate (50th Percentile) £496 £475 £479
Median % change year-on-year +4.42% -0.84% -1.74%
75th Percentile £545 £573 £538
90th Percentile £613 £700 £613
UK median daily rate £500 £550 £550
% change year-on-year -9.09% - -4.35%
Number of hourly rates quoted 1 1 11
10th Percentile - - £27.50
25th Percentile £52.50 £52.50 £51.37
Median hourly rate £55.00 £55.00 £59.03
Median % change year-on-year - -6.83% -1.09%
75th Percentile £57.50 £57.50 £66.39
90th Percentile - - £78.00
UK median hourly rate £54.85 £61.60 £60.00
% change year-on-year -10.96% +2.67% -4.00%

Great Expectations
Contract Job Locations in Scotland

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Great Expectations within the Scotland region over the 6 months to 19 September 2025. 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Jobs
Edinburgh - 1 £463 - 1
Great Expectations
UK

Great Expectations
Co-occurring Skills and Capabilities in Scotland by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 1 (100.00%) Apache
1 1 (100.00%) Apache Airflow
1 1 (100.00%) Apache Spark
Cloud Services
1 1 (100.00%) AWS
1 1 (100.00%) Azure
1 1 (100.00%) GCP
1 1 (100.00%) Snowflake
Database & Business Intelligence
1 1 (100.00%) Big Data
1 1 (100.00%) Delta Lake
1 1 (100.00%) Hadoop
1 1 (100.00%) Relational Database
Development Applications
1 1 (100.00%) Git
Job Titles
1 1 (100.00%) Data Engineer
1 1 (100.00%) Open Source Engineer
1 1 (100.00%) Python Data Engineer
1 1 (100.00%) Python Engineer
1 1 (100.00%) Senior
1 1 (100.00%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 1 (100.00%) Pandas
1 1 (100.00%) PySpark
Processes & Methodologies
1 1 (100.00%) Analytics
1 1 (100.00%) Business Analytics
1 1 (100.00%) Business Intelligence
1 1 (100.00%) CI/CD
1 1 (100.00%) Containerisation
1 1 (100.00%) Data Engineering
1 1 (100.00%) Data Extraction
1 1 (100.00%) Data Pipeline
1 1 (100.00%) Data Validation
1 1 (100.00%) ETL
1 1 (100.00%) High Availability
1 1 (100.00%) Open Source
1 1 (100.00%) Problem-Solving
1 1 (100.00%) Validation
Programming Languages
1 1 (100.00%) Python
1 1 (100.00%) SQL
Quality Assurance & Compliance
1 1 (100.00%) Data Quality
1 1 (100.00%) QA
System Software
1 1 (100.00%) Docker