Real World Data (RWD) Services

RWD data acquisition should be based on well thought strategic plan encompassing data usage, linking data to objectives so as to ensure the value determination is quantified for continued investments. As companies need to adapt a multi-prong, multi-sourcing approach, MakroCare supports clients in planning, formalizing objectives, determining data points, data governance, data sources identification, contracts & regulatory formalities with sites / physicians, data cleaning, and full-service biometrics.

Some of the areas MakroCare has expertise:

Real World Evidence Services

ANY and ALL patient data has value. Data coming from different sources that is acquired using various methods for different research or commercial purposes poses some challenges that include:

• Low quality data and lack of context
• Methods for analyzing and linking data is limited
• Lack of ways to measure the impact of RWE
• Concerns over data protection

MakroCare with a robust big data and analytics teams, help minimize the challenges mentioned above with right expertise and established processes in place. Apart from that, following are some of the areas we can support RWE projects:

• Data planning (EMR, charts, Insurance data, studies, other) to cleaning to final data set preparation
• Statistical and Epidemiologists augmented by Clinical team
• Data Analysis & Programming
• Data Scientists
• Machine Learning / AI (unstructured data like charts)