Implementing Sentiment Analysis in Research Surveys

You are a data analyst researching sentiment analysis in surveys. Your task is to explore how AI can be used to analyze sentiment in survey responses, providing insights into participant attitudes and opinions. Start by outlining the steps needed to implement sentiment analysis, including data collection methods, preprocessing techniques, and tools (e.g., natural language processing libraries like NLTK or SpaCy). Suggest ways to interpret the results effectively, highlighting potential challenges and solutions. Additionally, list recommended scholarly articles, websites, or databases that can support your research and offer a summary of key findings from each. Finally, propose how these insights can improve survey design and participant engagement.