TY - JOUR
T1 - From plan to practice
T2 - Interorganizational crisis response networks from governmental guidelines and real-world collaborations during hurricane events
AU - Dinh, Ly
AU - Yang, Pingjing
AU - Diesner, Jana
N1 - Publisher Copyright:
© 2024 John Wiley & Sons Ltd.
PY - 2024/9
Y1 - 2024/9
N2 - Crisis response involves extensive planning and coordination within and across a multitude of agencies and organisations. This study explores how on-the-ground crisis response efforts align with crisis response guidelines. These guidelines are key to the effectiveness of crisis response. To this end, we construct, analyse and compare emergency response networks by using network analysis and natural language processing methods. Differences between plans and practice, that is, false positives (actions delivered but not prescribed) and false negatives (actions prescribed but not delivered), can impact response evaluation and policy revisions. We investigate collaboration networks at the federal, state and local level extracted from official documents (prescribed networks) and empirical data (observed networks) in the form of situational reports (n = 109) and tweets (n = 28,050) from responses to major hurricanes that made landfall in the United States. Our analyses reveal meaningful differences between prescribed and observed collaboration networks (mean node overlap ~9.94%, edge overlap ~3.94%). The observed networks most closely resemble federal-level networks in terms of node and edge overlap, highlighting the prioritisation of federal response guidelines. We also observed a high ratio of false positives, that is, nongovernmental, nonprofit and volunteer organizations, that play a critical role in crisis response and are not mentioned in response plans. These findings enable us to evaluate the current best practices for response and inform emergency response policy planning.
AB - Crisis response involves extensive planning and coordination within and across a multitude of agencies and organisations. This study explores how on-the-ground crisis response efforts align with crisis response guidelines. These guidelines are key to the effectiveness of crisis response. To this end, we construct, analyse and compare emergency response networks by using network analysis and natural language processing methods. Differences between plans and practice, that is, false positives (actions delivered but not prescribed) and false negatives (actions prescribed but not delivered), can impact response evaluation and policy revisions. We investigate collaboration networks at the federal, state and local level extracted from official documents (prescribed networks) and empirical data (observed networks) in the form of situational reports (n = 109) and tweets (n = 28,050) from responses to major hurricanes that made landfall in the United States. Our analyses reveal meaningful differences between prescribed and observed collaboration networks (mean node overlap ~9.94%, edge overlap ~3.94%). The observed networks most closely resemble federal-level networks in terms of node and edge overlap, highlighting the prioritisation of federal response guidelines. We also observed a high ratio of false positives, that is, nongovernmental, nonprofit and volunteer organizations, that play a critical role in crisis response and are not mentioned in response plans. These findings enable us to evaluate the current best practices for response and inform emergency response policy planning.
KW - crisis informatics
KW - interorganizational response networks
KW - network analysis
KW - situational reports
KW - social media
UR - http://www.scopus.com/inward/record.url?scp=85199925392&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85199925392&partnerID=8YFLogxK
U2 - 10.1111/1468-5973.12601
DO - 10.1111/1468-5973.12601
M3 - Article
AN - SCOPUS:85199925392
SN - 0966-0879
VL - 32
JO - Journal of Contingencies and Crisis Management
JF - Journal of Contingencies and Crisis Management
IS - 3
M1 - e12601
ER -