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 13 July 2025, comparing them to the same period in the previous two years.

6 months to
13 Jul 2025
Same period 2024 Same period 2023
Rank 540 583 670
Rank change year-on-year +43 +87 +198
Contract jobs citing Great Expectations 8 10 4
As % of all contract jobs advertised in the UK 0.024% 0.023% 0.007%
As % of the Libraries, Frameworks & Software Standards category 0.11% 0.11% 0.031%
Number of daily rates quoted 8 6 4
10th Percentile £449 £511 £484
25th Percentile £456 £534 £591
Median daily rate (50th Percentile) £469 £638 £725
Median % change year-on-year -26.47% -12.07% +28.89%
75th Percentile £538 £697 £800
90th Percentile £605 £738 -
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 7,385 9,195 12,707
As % of all contract IT jobs advertised in the UK 22.56% 21.51% 22.54%
Number of daily rates quoted 4,988 6,286 9,211
10th Percentile £350 £350 £382
25th Percentile £413 £425 £461
Median daily rate (50th Percentile) £513 £538 £550
Median % change year-on-year -4.74% -2.18% -
75th Percentile £638 £656 £675
90th Percentile £763 £788 £780
UK excluding London median daily rate £475 £500 £500
% change year-on-year -5.00% - -2.44%
Number of hourly rates quoted 161 277 157
10th Percentile £29.25 £22.65 £29.00
25th Percentile £39.25 £43.00 £50.00
Median hourly rate £56.00 £55.00 £62.50
Median % change year-on-year +1.82% -12.00% +17.37%
75th Percentile £68.00 £70.00 £75.00
90th Percentile £81.01 £74.00 £80.25
UK excluding London median hourly rate £62.50 £58.30 £59.03
% change year-on-year +7.20% -1.24% +7.33%

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 13 July 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 13 July 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 +35 7 £475 -29.63% 6
London +33 7 £475 -29.63% 1
Work from Home +36 1 £475 -15.02% 3
UK excluding London - 1 £463 - 5
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 7 (87.50%) Apache Airflow
2 6 (75.00%) Apache
3 5 (62.50%) Apache Spark
Cloud Services
1 7 (87.50%) dbt
1 7 (87.50%) GCP
2 6 (75.00%) AWS
2 6 (75.00%) Azure
2 6 (75.00%) Snowflake
3 1 (12.50%) Cloud Composer
3 1 (12.50%) Fivetran
3 1 (12.50%) GitHub
3 1 (12.50%) GitHub Actions
Database & Business Intelligence
1 7 (87.50%) BigQuery
2 5 (62.50%) Amazon Redshift
2 5 (62.50%) Data Warehouse
3 4 (50.00%) NoSQL
4 2 (25.00%) Airbyte
4 2 (25.00%) Tableau
5 1 (12.50%) Amazon QuickSight
5 1 (12.50%) Big Data
5 1 (12.50%) Delta Lake
5 1 (12.50%) DynamoDB
5 1 (12.50%) GIS
5 1 (12.50%) Hadoop
5 1 (12.50%) Looker
5 1 (12.50%) Metadata
5 1 (12.50%) MongoDB
5 1 (12.50%) PostgreSQL
5 1 (12.50%) Relational Database
5 1 (12.50%) Star Schema
Development Applications
1 3 (37.50%) Git
2 1 (12.50%) JIRA
General
1 6 (75.00%) Social Skills
2 1 (12.50%) Banking
2 1 (12.50%) Documentation Skills
2 1 (12.50%) Finance
2 1 (12.50%) Telecoms
Job Titles
1 7 (87.50%) Senior
2 5 (62.50%) QA Engineer
2 5 (62.50%) Senior QA Engineer
3 3 (37.50%) Data Engineer
3 3 (37.50%) GCP Engineer
4 2 (25.00%) Data Migration Engineer
4 2 (25.00%) Migration Engineer
4 2 (25.00%) Python Engineer
4 2 (25.00%) Senior Data Engineer
5 1 (12.50%) Open Source Engineer
5 1 (12.50%) Python Data Engineer
Libraries, Frameworks & Software Standards
1 2 (25.00%) pytest
2 1 (12.50%) Django
2 1 (12.50%) FastAPI
2 1 (12.50%) Flask
2 1 (12.50%) Kafka
2 1 (12.50%) Node.js
2 1 (12.50%) Pandas
2 1 (12.50%) PySpark
2 1 (12.50%) Spring Boot
Miscellaneous
1 4 (50.00%) Virtual Team
2 1 (12.50%) Blockchain
2 1 (12.50%) Legacy Systems
Processes & Methodologies
1 8 (100.00%) Analytics
1 8 (100.00%) CI/CD
2 7 (87.50%) Data Pipeline
3 6 (75.00%) Data Governance
3 6 (75.00%) ETL
3 6 (75.00%) Validation
4 5 (62.50%) Data Science
4 5 (62.50%) Data Transformation
4 5 (62.50%) Fintech
4 5 (62.50%) Problem-Solving
4 5 (62.50%) Root Cause Analysis
4 5 (62.50%) Test Automation
5 4 (50.00%) Monte Carlo Method
6 3 (37.50%) Data Analysis
6 3 (37.50%) Migration
7 2 (25.00%) Business Intelligence
7 2 (25.00%) Data Migration
7 2 (25.00%) Data Modelling
7 2 (25.00%) Data Validation
7 2 (25.00%) DevOps
Programming Languages
1 8 (100.00%) Python
1 8 (100.00%) SQL
Qualifications
1 1 (12.50%) Degree
Quality Assurance & Compliance
1 7 (87.50%) QA
2 3 (37.50%) Data Quality
System Software
1 2 (25.00%) Docker
Systems Management
1 2 (25.00%) Terraform
Vendors
1 1 (12.50%) Google