The target audience European and American markets The target audience were the European &and American  Markets. The research agency wanted to gather  consumer insights and establish a feedback loop which  allows direct interaction between companies and  consumers. By tracing comments and engaging with  customers, the company , through the feedback loop,  addresses concerns and questions promptly. This  engagement demonstrates that the company values  customer opinions and is dedicated to delivering a better  experience. Social media monitoring not only helps to  track comments about the company’s product but also  provides insights into how competitors’ products are  being received. This allows the company to understand  its position in the market, identify areas where it can  differentiate itself, and stay ahead of the competition.  Data driven insights also contribute significantly to  product refinements.  The business context was to get critical insights from  unstructured text data like emails, online reviews, social  media posts to assess customer satisfaction, measure  ratings, and more. Challenges and how Annova overcame them.   Annova’s task consisted of labeling the sentiment of a  consumer towards a given tag while consuming a  product, and providing reasoning when necessary. A very  good knowledge of English was necessary for this project  50,000 plus entries were processed with 99.99%  accuracy. The key challenge was the enormous amount of  unstructured data to be traced online and label the it for  further consumption of the client without any bias and  errors. We had to read out all the comments – positive,  neutral, negative and look at the complexity of the  sentiment in the same comment. For example, if there is a  comment like, ” the burger was yum but the mayo  seemed too tangy”, segregation of the sentiment is  critical and it’s a complex task for the model. We had our  model trained to judge the mood of the people in order to  come up with a holistic analysis so that there are no room  for any bias.  We completed this complex project on time, the accolade  was more business from the same client. This kind of  assignments give Annova a confidence boost, make  Annova more ready for any kind of challenge while we  sharpen our technology tools we work with. Key highlights  
  • Client: A leading research agency . 
  • Assignment: A detailed overview of the product demand  and satisfaction in the food industry by analyzing social  media comments 
  • Target audience: Europe and American markets  
  • The assignment Snapshot: Gather consumer insights and  establish a feedback loop which allows direct interaction  between companies and consumers. This demonstrates that  the company values customer opinions and is dedicated to  delivering a better experience. Data driven insights also  contribute significantly to product refinements.  
  • Business context: Get business-critical insights from  unstructured text data like emails, online reviews, social  media posts to assess customer satisfaction, measure  ratings, and more. 
  • Annotation done: 50,000 + entries processed with 99.99%  accuracy 
  • Key challenge: The enormous amount of unstructured data  to be traced online and label the same for further  consumption of the client without any bias and errors. 
  • Results: Project delivered well on time. Repeat business  from the client.