Weather Dominates Social Media During Extreme Events
[Framework for assessing Twitter usage in the context of weather disasters. From University of Vermont]
[University of Vermont] When it comes to sharing emergency information during natural disasters, new University of Vermont research shows how timing is everything. A first-of-its-kind study on Twitter use during 5 of the costliest US natural disasters offers potentially life-saving insights. It finds that each disaster type has a unique pattern of social media use. The results have important implications for government and organizations responsible for emergency preparations.
The new study on Twitter use during hurricanes, floods and tornadoes offers potentially life-saving data about how information is disseminated in emergency situations, and by whom. The research is the first to look at social media patterns across different disaster types, focusing on five of the decade’s costliest U.S. emergencies.
The study highlights two key findings: First, on average, Twitter users with small local networks (with 100-200 followers) increase their activity more than those with larger networks in these emergency situations. Second, each type of natural disaster studied possessed its very own unique pattern of social media use.
The findings, published in the journal PLOS ONE, have important implications for organizations responsible for communicating vital information around emergencies, particularly as natural hazards increase in incidence and cost.
“In planning for natural hazards and disasters, thinking about when and what to tweet really does matter,” says lead author Meredith Niles of UVM’s Gund Institute for Environment and College of Agriculture and Life Sciences. “We show that social media use differs markedly depending on emergency type, and these insights can help with emergency planning, where effective communications can be a matter of life and death.”
POWER OF THE PEOPLE
Despite the importance placed on celebrity social media influencers with millions of followers, in natural disasters average Twitter users – those with 100 to 200 followers – were found to be more active disseminators of useful information.
“We found ‘average Twitter users’ tweeted more frequently about disasters, and focused on communicating key information,” says study co-author Benjamin Emery, a Master’s student in UVM’s Complex Systems Center and Computational Story Lab.
“While these users have fewer followers than so-called influencers, their followers tend to have a higher proportion of friends and family, close networks that are more likely to seek and exchange useful information in emergency situations.”
[Frequency of tweets of the term “emergency” across the five disasters: a) Hurricane Irene; b) Hurricane Sandy; c) Louisiana flooding; d) Ohio Valley/Midwest tornadoes; e) Midwest/Southeast tornadoes. Consistent with other preparation of impact terms, “emergency” is tweeted most frequency before Hurricane Sandy occurs, whereas its frequency varies across other disasters.]
Instead of relying on high-profile social media influencers to help spread important information, the study suggests efforts should be concentrated on targeting average users with meaningful networks, with compelling, accurate messages that average people will feel compelled to share in the “social wild online.”
TWEET STORM TIMING
Researchers found key differences in tweet timing and volume, depending on disaster type. For hurricanes, people tweeted more frequently about emergency topics before the event, while for tornadoes and floods, which occur with less warning, Twitter was used for real-time or recovery information.
The study suggests that the importance of Twitter for communicating potentially life-saving information could be maximized by tailoring the timing and content of messages to the emergency type.
“We show that people are much more active on Twitter just before a hurricane, when they know it’s coming and they are preparing,” says Niles, with activity dropping during the actual event. “This suggests that Twitter is most effective as a tool to communicate preparation or evacuation information in advance of hurricanes.”
However, with more unexpected hazards, such as tornadoes and flooding, people were tweeting in real time as the situation unfolds. “ln the case of floods and tornadoes, it appears that people are using Twitter to share critical information about resources in the immediate aftermath and recovery period,” Niles adds.
FOOD AND WATER SECURITY
[Frequency of tweets of the term “supermarket” across the five disasters: a) Hurricane Irene; b) Hurricane Sandy; c) Louisiana flooding; d) Ohio Valley/Midwest tornadoes; e) Midwest/Southeast tornadoes. Consistent with other preparation of impact terms, “supermarket” is tweeted most frequency before Hurricane Sandy occurs, whereas its frequency varies across other disasters.]
Given the importance of food and water during natural hazards, the researchers tracked 39 keywords related to emergencies, food security, water and resources and analyzed their frequency and volume increase across Twitter over the two weeks surrounding each disaster.
For example, terms like “groceries”, “supermarket”, and “prepare” were most frequently used before hurricanes whereas terms like “shelter,” “emergency,” “wind” or “food security” were used during and after tornadoes. This suggests that people are communicating about their preparation or recovery in real-time and sharing resources that could assist those seeking help.
The research was conducted under a standing agreement between the University of Vermont and Twitter that allows the university access to the Decahose (a random stream of 10 per cent of all public tweets made).
Data from Twitter was collated from the five most costly time-bounded emergencies (excluding long-term droughts) in the U.S. between 2011 and 2016: Hurricane Sandy (October 2012), Hurricane Irene (August 2011), Southeast/Ohio Valley/Midwest tornadoes (April 2011), Louisiana flooding (August 2016), and Midwest/Southeast tornadoes (May 2011).
Edited for WeatherNation by Meteorologist Mace Michaels