Case Study
99% Accuracy Across 100K+ Records Achieved After Cleansing Process

Data Research & Data Mining & Cleansing for the US-based Technology Company

"We opted for automation with human effort for cross-checking and verification of the client’s data to ensure its reliability and standardisation with full assurance through trusted business processes."

A technology-driven company based in the US wanted a trustworthy outsourcing partner for comprehensive data research, mining, and cleansing so it could build a highly accurate and standardised database to support its complex operational and business intelligence needs. The project had a high demand for rigorous verification, meticulous cross-checking, and the competency to navigate data complexity at scale, all within strict turnaround timelines. Eminenture has all of these abilities. We proved it by delivering data through a structured, human analysis with an AI-backed workflow, successfully processing 100K+ records at 99% accuracy.

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Challenges

Challenges

Processing and cleansing large-scale data for complex operational requirements were critical and introducing significant accuracy and validation challenges at scale:

  • Maintaining high accuracy across 100K+ records requiring expertise & precision
  • Validating data completeness and correctness against multiple complex sources
  • Managing the complexity of diverse data types and formats
  • Meeting tight timeliness requirements without failing to verify details
  • Ensuring consistent data standardisation across all records in the cleansed database
  • Identifying and resolving data inconsistencies, gaps, and formatting anomalies at scale
  • Delivering a reliable, fully verified record, ideally for the client’s business operations
Solution Provided

Solutions Provided

Our expert team outlined and executed precision-driven data research, mining, and cleansing workflows, respectively, with rigorous verification at every stage:

  • Targeted data research and mining helped to gather complete, high-quality records
  • Applied thorough cross-checking protocols across all data fields to ensure accuracy
  • Performed systematic verification to validate data completeness against source references
  • Standardised all records with consistent formatting, field structures, and naming conventions for hassle-free usage further
  • Used structured workflows for organised data management throughout the project
  • Delivered human-powered reports at every critical data processing and verification checkpoint
  • Completed 100K+ records on time with consistent 99% accuracy across the full database
Process Used

Process Used

By building a comprehensive, multi-stage data pipeline, we systematically researched, mined, cleaned, and verified the client’s data at scale while maintaining strict quality and delivery standards:

  • Data source assessment and research scope definition
  • Targeted data mining and record collection from relevant sources
  • Initial data review, categorisation, and field standardisation
  • Cross-checking for accuracy and field consistency across all records
  • Verification of data completeness against source documentation
  • Anomaly detection and resolution for formatting inconsistencies and data gaps
  • Human QA final review and comprehensive quality sign-off
  • On-time delivery of clean, standardised Excel dataset
Result

Result

The project delivered a comprehensive, fully verified, and standardised database that met our client’s accuracy and turnaround benchmarks at scale:

  • 100K+ data records successfully researched, mined, and cleansed
  • 99% accuracy achieved and maintained across the entire processed dataset
  • On-time TAT delivered consistently throughout all project phases
  • Fully standardised records with consistent formatting across all data fields
  • All data anomalies, inconsistencies, and gaps identified and patched
  • Reliable data delivered with full assurance of verification and quality
  • Client empowered with trustworthy data for confident operational decision-making
Process Used

Client Benefits

The processed data strengthened our client’s position to make rock-solid and viable decisions without hesitation as it leveraged these advantages:

  • Full assurance of data reliability through rigorous cross-checking and verification
  • Enhanced trust in the accuracy and standardisation for all downstream uses
  • Improved operational standardisation through consistently formatted, clean data records
  • Significant efficiency gains through structured, scalable data research and cleansing workflows
  • Scalable framework ready to support growing data research requirements
Result

Tools & Techniques

The processing journey turned out effortless because of some advanced tools that we aligned for quick and precise results:

  • Smart AI plus expert-made cross-checking and verification methods
  • Improved operational standardisation through consistently formatted, clean data records
  • Significant efficiency gains through structured, scalable data research and cleansing workflows
  • Scalable framework ready to support client’s growing data research requirements

Presenting Performance with Facts

Figures to Measure the Accelerating Rate of Improvement

100

K+
Data Delivered

0

%
Accuracy

0

%
Milestone Completion

1:1

AI+Human

Success Stories

Eminenture-The globally acclaimed most trusted BPM company


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