{"product_id":"harnessing-the-twittersphere-mining-tweets-to-understand-business-responses-to-disruptions-von-sheena","title":"Harnessing the Twittersphere: Mining Tweets to Understand Business Responses to Disruptions","description":"Disruption Selection: Choose a specific disruption to focus on, such as a recent economic crisis, a major technological innovation, or a significant shift in consumer preferences.\n  Keyword Identification: Identify relevant keywords and hashtags associated with the chosen disruption. This could include the name of the event, industry-specific terms, and brand mentions of key companies involved.\n  Data Collection Tools: Utilize Twitter's search functionalities or employ social media listening tools to collect tweets containing the identified keywords and hashtags. Define a timeframe for data collection, encompassing the period before, during, and after the disruption.\n  Data Preprocessing: Clean and pre-process the collected data. This may involve removing irrelevant tweets, correcting typos, and standardizing language.\n  Sentiment Analysis: Apply sentiment analysis techniques to gauge the emotional tone of the tweets. This can reveal whether companies are communicating with a sense of urgency, optimism, or negativity in response to the disruption.\n  Topic Modeling: Employ topic modeling algorithms to identify recurring themes within the tweets. This can help uncover the key communication strategies and priorities adopted by businesses during the disruption.\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783384283078\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783384283078","offer_id":49723326202181,"sku":"9783384283078","price":28.34,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/aa2a5340-6d9e-4d2c-af5a-535eae060e84.jpg?v=1776492336","url":"https:\/\/shop.autorenwelt.de\/products\/harnessing-the-twittersphere-mining-tweets-to-understand-business-responses-to-disruptions-von-sheena","provider":"Autorenwelt Shop","version":"1.0","type":"link"}