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Ensuring Data Quality in Nationwide Health Systems Research

Leading the Data Quality Control for the quantitative component for the national assessment for Blood Transfusion in Bangladesh.
October 21, 2024 by
Ensuring Data Quality in Nationwide Health Systems Research
Md. Rakib Akon

Ensuring Data Quality in Nationwide Health Systems Research

I'm excited to share that I led the data quality control for the quantitative component of the national assessment for Blood Transfusion in Bangladesh.

This involved:

  • Training Field Research Assistants on data collection protocols, ethics, and error handling.
  • Monitoring data collection in real-time and conducting supervisory field visits to identify and correct inconsistencies.
  • Using STATA for remote quality checks, including various methods and consistency validation.
  • Managing a strategic re-visit plan to facilities in Dhaka, Faridpur, Barisal, Jessore, Khulna, Comilla, Chattogram, and Cox’s Bazar to verify key variables.
  • Facilitating debriefing sessions with field teams to address recurring issues and ensure consistency.


This experience enhanced my skills in quality assurance, problem-solving, and team supervision within a complex national health system.

My key takeaway is that data quality is about more than just clean spreadsheets; it's about building confidence in the evidence that shapes national health policies. I am proud to have contributed to strengthening our health systems through this work. I am grateful to the dedicated teams at the Centre of Excellence for Health Systems & UHC, BRAC JPGSPH, and our partners at WHO and DGHS.

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