It is very nice to visit Lambda facility and thanks to warm welcome provided by all the teams. I can easily say one of the best CRO I ever visited. People here are wonderful and doing great job

Reputed Client of Israel

Awesome hospitality & fantastic office. All the best!

Reputed Client of Japan

Excellent hospitality and cooperation received throughout the audit. People are knowledgeable and extremely transparent. Looking for long time relation

Reputed Client of Asia

Facility is too good to conduct the BABE studies and adherence to protocol and quality assurance in conducting studies are meeting sponsor expectations and requirements.

Reputed Client of India

Facility is good, people r trained well and know the subject on which they r working. All the best.

Reputed Client of USA

Highly innovative and advanced research centre that possess bright future for the development of the country.

Reputed International Government Body

It is one of the best facility in India for BA/BE

Reputed Regulatory Authority

Lambda is a very professional CRO. All the staff here are experienced and very knowledgeable. I'm grateful for their accommodations and hospitality. The future, if we want to carry out BE study, we will ask Lambda help again.

Reputed Client of Europe

It was a really pleasant meeting with the PV department, and I am looking forward to the next visit.

Reputed Client of Europe

Amazing and best CRO I ever seen

Reputed Client of China



Home / Blog

Visual Data Analytics in Clinical Data Management

01 Feb 2019


Clinical Data Management is the back bone of every successful clinical trial, conducted at single or multiple sites. Considering the complexity of operational aspects of the trials, it is essential to check the data quality and trend analysis of data across the site(s). Visual data analytics is a helpful approach to identify and trigger the various risks’ alerts associated with Quality and Timelines at an earlier stage of the study/trial.
The term, Visual Data Analytics, means the presentation of the numerical data in a graphical manner, which can be derived from the CDMS application. More precisely, visual data analytics is an interactive process of data processing and presenting. Interpretation from such tools would help in the decision making process. It can allow the stakeholders to see the status of data more clearly, act smarter and react more quickly.

Various aspects where Visual Data Analytics can be applied
Concepts of Visual Data Analytics applicable for graphical representation of Clinical Trial data are:

  • Pending Data Entry Status – Helps team to know the status of anticipated data entry
  • Recruitment ratio – Controls skewed recruitment in the trail
  • Query Matrices (like DCF by site and by subject) – Provides discrepancy status
  • Query Ageing and Query trending – Focus on pending DCF resolution & Type of queries
  • Repetitive queries on critical variables – Helps to identify site training requirements
  • Data review matrices – Updates on the Monitoring & DM review process





Visual Data Analytics are applicable throughout the lifecycle of the trial.  It provides ongoing data trending and comparatives across and within the trial sites.  It significantly helps the project management team to take rapid and confident decisions to safeguard the quality and timelines of the project.

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