Thursday, May 8, 2025

Customer Relationship Management (CRM) - Voice of Customer Analyzer

 


Notes:

  • Problem Solved: Performs sentiment analysis on customer reviews or NPS responses.

  • Customization Benefits: Tailor sentiment thresholds or keywords per product.

  • Further Adoption: Feed results into product improvement or alerting systems.

Python Code:


from textblob import TextBlob
import pandas as pd

def analyze_sentiment(text):
    return TextBlob(text).sentiment.polarity

feedback_df = pd.read_csv("customer_feedback.csv")  # Column: 'feedback'
feedback_df['sentiment_score'] = feedback_df['feedback'].apply(analyze_sentiment)

# Categorize feedback
feedback_df['sentiment_label'] = feedback_df['sentiment_score'].apply(
    lambda x: 'Positive' if x > 0.1 else ('Negative' if x < -0.1 else 'Neutral')
)
print(feedback_df[['feedback', 'sentiment_label']])

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