Great Expectations Contracts

Great Expectations
UK

The table below provides summary statistics for contract job vacancies requiring Great Expectations skills. It includes a benchmarking guide to the contractor rates offered in vacancies that cited Great Expectations over the 6 months leading up to 1 May 2025, comparing them to the same period in the previous two years.

6 months to
1 May 2025
Same period 2024 Same period 2023
Rank 517 574 717
Rank change year-on-year +57 +143 +135
Contract jobs citing Great Expectations 3 8 1
As % of all contract jobs advertised in the UK 0.010% 0.018% 0.002%
As % of the Libraries, Frameworks & Software Standards category 0.045% 0.089% 0.007%
Number of daily rates quoted 3 5 1
10th Percentile £458 - -
25th Percentile £459 £488 £413
Median daily rate (50th Percentile) £475 £500 £425
Median % change year-on-year -5.00% +17.65% -22.73%
75th Percentile £581 £527 £438
90th Percentile £638 £571 -
UK excluding London median daily rate £463 - -

All Software Libraries and Frameworks
UK

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.

Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 6,644 8,946 13,890
As % of all contract IT jobs advertised in the UK 22.70% 20.54% 23.27%
Number of daily rates quoted 4,558 6,207 10,141
10th Percentile £363 £338 £400
25th Percentile £425 £425 £463
Median daily rate (50th Percentile) £525 £530 £550
Median % change year-on-year -0.94% -3.64% -
75th Percentile £650 £650 £675
90th Percentile £780 £771 £775
UK excluding London median daily rate £490 £500 £500
% change year-on-year -2.00% - -
Number of hourly rates quoted 112 233 153
10th Percentile £27.14 £21.25 £31.60
25th Percentile £48.25 £40.00 £48.50
Median hourly rate £65.00 £46.18 £65.00
Median % change year-on-year +40.75% -28.95% +32.65%
75th Percentile £68.75 £65.00 £75.00
90th Percentile £82.87 £74.89 £80.25
UK excluding London median hourly rate £65.00 £47.50 £64.00
% change year-on-year +36.84% -25.78% +30.61%

Great Expectations
Job Vacancy Trend

Job postings citing Great Expectations as a proportion of all IT jobs advertised.

Job vacancy trend for Great Expectations in the UK

Great Expectations
Contractor Daily Rate Trend

3-month moving average daily rate quoted in jobs citing Great Expectations.

Daily rate trend for Great Expectations in the UK

Great Expectations
Daily Rate Histogram

Daily rate distribution for jobs citing Great Expectations over the 6 months to 1 May 2025.

Daily rate histogram for Great Expectations in the UK

Great Expectations
Top 5 Contract Locations

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 UK over the 6 months to 1 May 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
England +52 2 £563 +12.50% 9
London +33 2 £563 +12.50% 8
Work from Home +40 1 £475 -15.02% 2
UK excluding London - 1 £463 - 3
Scotland - 1 £463 -

Great Expectations
Co-occurring Skills and Capabilities 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 2 (66.67%) Apache
1 2 (66.67%) Apache Airflow
2 1 (33.33%) Apache Spark
Cloud Services
1 2 (66.67%) AWS
1 2 (66.67%) Azure
1 2 (66.67%) dbt
1 2 (66.67%) GCP
1 2 (66.67%) Snowflake
2 1 (33.33%) Fivetran
2 1 (33.33%) GitHub
2 1 (33.33%) GitHub Actions
Database & Business Intelligence
1 2 (66.67%) Airbyte
1 2 (66.67%) BigQuery
2 1 (33.33%) Amazon QuickSight
2 1 (33.33%) Amazon Redshift
2 1 (33.33%) Big Data
2 1 (33.33%) Data Warehouse
2 1 (33.33%) Delta Lake
2 1 (33.33%) DynamoDB
2 1 (33.33%) GIS
2 1 (33.33%) Hadoop
2 1 (33.33%) Metadata
2 1 (33.33%) MongoDB
2 1 (33.33%) PostgreSQL
2 1 (33.33%) Relational Database
2 1 (33.33%) Star Schema
2 1 (33.33%) Tableau
Development Applications
1 2 (66.67%) Git
2 1 (33.33%) JIRA
General
1 1 (33.33%) Banking
1 1 (33.33%) Finance
1 1 (33.33%) Social Skills
1 1 (33.33%) Telecoms
Job Titles
1 2 (66.67%) Data Engineer
1 2 (66.67%) Python Engineer
1 2 (66.67%) Senior
2 1 (33.33%) GCP Engineer
2 1 (33.33%) Open Source Engineer
2 1 (33.33%) Python Data Engineer
2 1 (33.33%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 1 (33.33%) Django
1 1 (33.33%) FastAPI
1 1 (33.33%) Flask
1 1 (33.33%) Kafka
1 1 (33.33%) Node.js
1 1 (33.33%) Pandas
1 1 (33.33%) PySpark
1 1 (33.33%) pytest
1 1 (33.33%) Spring Boot
Miscellaneous
1 1 (33.33%) Blockchain
1 1 (33.33%) Legacy Systems
Processes & Methodologies
1 3 (100.00%) Analytics
1 3 (100.00%) CI/CD
2 2 (66.67%) Data Modelling
2 2 (66.67%) Data Pipeline
3 1 (33.33%) Agile
3 1 (33.33%) Business Intelligence
3 1 (33.33%) Computer Science
3 1 (33.33%) Data Extraction
3 1 (33.33%) Data Management
3 1 (33.33%) Data Validation
3 1 (33.33%) DevOps
3 1 (33.33%) Dimensional Modelling
3 1 (33.33%) ETL
3 1 (33.33%) Migration
3 1 (33.33%) Open Source
3 1 (33.33%) Predictive Modelling
3 1 (33.33%) Statistical Analysis
3 1 (33.33%) Validation
3 1 (33.33%) Visualisation
3 1 (33.33%) Web Development
Programming Languages
1 3 (100.00%) Python
1 3 (100.00%) SQL
Qualifications
1 1 (33.33%) Degree
Quality Assurance & Compliance
1 2 (66.67%) Data Quality
1 2 (66.67%) QA
System Software
1 2 (66.67%) Docker
Systems Management
1 2 (66.67%) Terraform