Simor Consulting

Category: Data Quality

Automated Data Quality Gates with Great Expectations & Soda
Automated Data Quality Gates with Great Expectations & Soda
28 Apr, 2025 | 07 Mins read

Organizations often treat data quality as secondary—something to address after building pipelines and training models. This perspective misunderstands modern data systems. In a world where ML models m

Designing for Data Quality: How to Build Reliable AI Systems
Designing for Data Quality: How to Build Reliable AI Systems
26 Feb, 2025 | 02 Mins read

Most ML projects fail not because of flawed algorithms but because of poor data quality. Data scientists typically spend 80% of their time on data preparation, and even small data quality issues drama

AI-Driven Data Quality Enhancement
AI-Driven Data Quality Enhancement
12 Oct, 2024 | 05 Mins read

Data quality problems cost organizations between 15% and 25% of revenue. The global cost of bad data runs into trillions annually. Traditional data quality approaches—manual review, rule-based validat

Data Quality Monitoring Automation
Data Quality Monitoring Automation
01 Jul, 2024 | 11 Mins read

Data quality determines decision quality. Poor data leads to flawed analytics and misguided business decisions. Manual data quality reviews don't scale and catch issues too late. This article covers