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	Author	Deborah Bunker; Anthony Sleigh
	Title	The Future of Spatial Systems for Disaster Management			Type	Conference Article
	Year	2018	Publication	Proceedings of ISCRAM Asia Pacific 2018: Innovating for Resilience – 1st International Conference on Information Systems for Crisis Response and Management Asia Pacific.	Abbreviated Journal	Iscram Ap 2018
	Volume		Issue		Pages	279-285
	Keywords	Spatial information systems, disaster management, situational awareness, community resilience.
	Abstract	The Spatial Futures Forum, held in Sydney in September 2017, highlighted issues that governments, emergency management organisations, academics and spatial systems research and development groups should carefully consider as they work towards a future that provides 'inter-connectedness with inclusiveness' for individuals and the societies in which they live. This is especially important when we consider the implications for disaster management when situational awareness and community resilience will be reliant on the: successful connection and integration of the 'islands' of spatial information generated by and stored in current systems; development of a real-time 'data on demand' approach to spatial systems; and the development and careful curation of an individual's 'virtual identity' from an ethical, legal, property ownership and risk perspective.
	Address	The University of Sydney; The University of Sydney
	Corporate Author				Thesis
	Publisher	Massey Univeristy	Place of Publication	Albany, Auckland, New Zealand	Editor	Kristin Stock; Deborah Bunker
	Language	English	Summary Language		Original Title
	Series Editor		Series Title		Abbreviated Series Title
	Series Volume		Series Issue		Edition
	ISSN		ISBN		Medium
	Track	Geospatial and temporal information capture, management, and analytics in support of Disaster Decision Making	Expedition		Conference
	Notes				Approved	no
	Call Number				Serial	1692
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	Author	Tim Grant
	Title	Common Topics in C2 Doctrine for Emergency Management			Type	Conference Article
	Year	2018	Publication	Proceedings of ISCRAM Asia Pacific 2018: Innovating for Resilience – 1st International Conference on Information Systems for Crisis Response and Management Asia Pacific.	Abbreviated Journal	Iscram Ap 2018
	Volume		Issue		Pages	56-68
	Keywords
	Abstract	A set of publications from the online, English-language, Emergency Management (EM) doctrine has been surveyed to identify common topics in Command & Control (C2) at the tactical and operational levels. Jackson's (2013) ontological and epistemological review of the evolution of military doctrine serves as the analytic lens, enabling a link to be made to resilience and agility. The topics identified were mapped to scientific disciplines in C2. The results could be used to draw up a recommended table of contents for comprehensive EM doctrine, to guide the development of curricula for training emergency managers, and to define the user requirements for supporting information systems. In further research, the results should be compared to a similar, ongoing survey of military C2 doctrine.
	Address	Retired But Active Researchers (R-BAR)
	Corporate Author				Thesis
	Publisher	Massey Univeristy	Place of Publication	Albany, Auckland, New Zealand	Editor	Kristin Stock; Deborah Bunker
	Language	English	Summary Language		Original Title
	Series Editor		Series Title		Abbreviated Series Title
	Series Volume		Series Issue		Edition
	ISSN		ISBN		Medium
	Track	Resilience to cope with the unexpected	Expedition		Conference
	Notes				Approved	no
	Call Number				Serial	1691
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	Author	Andrew Flaws; Chris Purchas
	Title	A Web GIS Tool for Disaster Waste Management Planning in New Zealand			Type	Conference Article
	Year	2018	Publication	Proceedings of ISCRAM Asia Pacific 2018: Innovating for Resilience – 1st International Conference on Information Systems for Crisis Response and Management Asia Pacific.	Abbreviated Journal	Iscram Ap 2018
	Volume		Issue		Pages	272-278
	Keywords	web GIS, waste, ESRI, disaster
	Abstract	To date, the management of waste-streams generated by natural and anthropogenic disasters in New Zealand has been ad hoc, with planning largely taking place post rather than pre event. A valid reason for this is that the severity and consequences of such events varies widely, dictating the type and quantity of waste produced. To help mitigate problems caused by unplanned waste, a web GIS tool is being developed for use in a pre-event planning exercise and for developing quick early estimates of waste during an event. The tool models the amount of waste generated by different types of natural disasters, quantifying the amount of waste for different waste-streams. The user can then find the nearest suitable waste disposal location, accounting for barriers. This tool could be of great value for local government. It is flexible, so that can quickly and simply be extended to other regions and the intention is for regional councils to host the tool within their own GIS environment.
	Address	T+T; T+T
	Corporate Author				Thesis
	Publisher	Massey Univeristy	Place of Publication	Albany, Auckland, New Zealand	Editor	Kristin Stock; Deborah Bunker
	Language	English	Summary Language		Original Title
	Series Editor		Series Title		Abbreviated Series Title
	Series Volume		Series Issue		Edition
	ISSN		ISBN	978-0-473-45447-0	Medium
	Track	Geospatial and temporal information capture, management, and analytics in support of Disaster Decision Making	Expedition		Conference	ISCRAM Asia Pacific 2018: Innovating for Resilience - 1st International Conference on Information Systems for Crisis Response and Management Asia Pacific
	Notes	aflaws@tonkintaylor.co.nz			Approved	no
	Call Number				Serial	1690
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	Author	Hongmin Li; Xukun Li; Doina Caragea; Cornelia Caragea
	Title	Comparison of Word Embeddings and Sentence Encodings for Generalized Representations in Crisis Tweet Classifications			Type	Conference Article
	Year	2018	Publication	Proceedings of ISCRAM Asia Pacific 2018: Innovating for Resilience – 1st International Conference on Information Systems for Crisis Response and Management Asia Pacific.	Abbreviated Journal	Iscram Ap 2018
	Volume		Issue		Pages	480-493
	Keywords	Word Embeddings, Sentence Encodings, Reduced Tweet Representation, Crisis Tweet Classification
	Abstract	Many machine learning and natural language processing techniques, including supervised and domain adaptation algorithms, have been proposed and studied in the context of filtering crisis tweets. However, applying these approaches in real-time is still challenging because of time-critical requirements of emergency response operations and also diversities and unique characteristics of emergency events. In this paper, we explore the idea of building “generalized” classifiers for filtering crisis tweets that can be pre-trained, and are thus ready to use in real-time, while generalizing well on future disasters/crises data. We propose to achieve this using simple feature based adaptation with tweet representations based on word embeddings and also sentence-level embeddings, representations which do not rely on unlabeled data to achieve domain adaptations and can be easily implemented. Given that there are different types of word/sentence embeddings that are widely used, we propose to compare them to get a general idea about which type works better with crisis tweets classification tasks. Our experimental results show that GloVe embeddings in general work better with the datasets used in our evaluation, and that the supervised algorithms used in our experiments benefit from GloVe embeddings trained specifically on crisis data. Furthermore, our experimental results show that following GloVe, the sentence embeddings have great potential in crisis tweet tasks.
	Address	Kansas State University; Kansas State University; Kansas State University; Kansas State University
	Corporate Author				Thesis
	Publisher	Massey Univeristy	Place of Publication	Albany, Auckland, New Zealand	Editor	Kristin Stock; Deborah Bunker
	Language	English	Summary Language		Original Title
	Series Editor		Series Title		Abbreviated Series Title
	Series Volume		Series Issue		Edition
	ISSN		ISBN		Medium
	Track	Social Media and Community Engagement Supporting Resilience Building	Expedition		Conference
	Notes				Approved	no
	Call Number				Serial	1689
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	Author	Briony Gray; Mark Weal; David Martin
	Title	Building Resilience in Small Island Developing States: Social Media during the 2017 Atlantic Hurricane Season			Type	Conference Article
	Year	2018	Publication	Proceedings of ISCRAM Asia Pacific 2018: Innovating for Resilience – 1st International Conference on Information Systems for Crisis Response and Management Asia Pacific.	Abbreviated Journal	Iscram Ap 2018
	Volume		Issue		Pages	469-479
	Keywords	Social Media, Hurricanes, Resiliency, Community Engagement, SIDS
	Abstract	There are growing concerns that future Atlantic hurricane seasons will be severe and unpredictable due to underlying factors such as climate change. The 2017 season may offer a range of lessons, especially to small island developing states (SIDS), who are looking to build community resilience and heighten community engagement to cope with disaster. While many SIDS utilise a range of media and technology for these purposes, there has been a recent uptake in the use of social media, which may have further potential to support their goals. This paper scopes the use and users of social media in the case of Antigua and Barbuda during the 2017 Atlantic hurricane season. Through a series of qualitative interviews it explains the role that social media currently has, and concludes with suggestions for its improvement in future seasons that are contextualized over the disaster lifecycle phases.
	Address	University of Southampton; University of Southampton; University of Southampton
	Corporate Author				Thesis
	Publisher	Massey Univeristy	Place of Publication	Albany, Auckland, New Zealand	Editor	Kristin Stock; Deborah Bunker
	Language	English	Summary Language	English	Original Title
	Series Editor		Series Title		Abbreviated Series Title
	Series Volume		Series Issue		Edition
	ISSN		ISBN	978-0-473-45447-0	Medium
	Track	Social Media and Community Engagement Supporting Resilience Building	Expedition		Conference	ISCRAM Asia Pacific 2018: Innovating for Resilience - 1st International Conference on Information Systems for Crisis Response and Management Asia Pacific
	Notes	bjg1g11@soton.ac.uk			Approved	no
	Call Number				Serial	1688
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	Author	Miles Crawford; Wendy Saunders; Emma Hudson-Doyle; David Johnston
	Title	End-user perceptions of natural hazard risk modeling across policy-making, land-use planning, and emergency management within New Zealand local government			Type	Conference Article
	Year	2018	Publication	Proceedings of ISCRAM Asia Pacific 2018: Innovating for Resilience – 1st International Conference on Information Systems for Crisis Response and Management Asia Pacific.	Abbreviated Journal	Iscram Ap 2018
	Volume		Issue		Pages	550-560
	Keywords	End-user perception, risk modelling, natural hazards, local government, New Zealand
	Abstract	While the development of risk modelling has focussed on improving model accuracy and modeller expertise, less consideration has been given to understanding how risk models are perceived and used by the end-user. In this think-piece, we explore how risk modelling is perceived and used by three different end-user functions for natural hazard risk management in New Zealand local government: policy-making, land-use planning, and emergency management. We find that risk modelling is: valued and used by policy-makers; less valued within land-use planning and not as widely used; and valued within emergency planning but not as widely used. We offer our thoughts as to why this is the case with reference to focus groups and qualitative interviews held with local government natural hazard risk end-users across the Wellington, Hawke's Bay and Gisborne regions of New Zealand. We conclude with recommendations for how risk modelling can be further developed to increase community resilience.
	Address	GNS Science; Joint Centre for Disaster Research (JCDR), Massey University; Joint Centre for Disaster Research (JCDR), Massey University; Joint Centre for Disaster Research (JCDR), Massey University; GNS Science
	Corporate Author				Thesis
	Publisher	Massey Univeristy	Place of Publication	Albany, Auckland, New Zealand	Editor	Kristin Stock; Deborah Bunker
	Language	English	Summary Language		Original Title
	Series Editor		Series Title		Abbreviated Series Title
	Series Volume		Series Issue		Edition
	ISSN		ISBN		Medium
	Track	Enhancing Resilience of Natural, Built, and Socio-economic Environment	Expedition		Conference
	Notes				Approved	no
	Call Number				Serial	1687
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	Author	Nadeera Ahagama; Raj Prasanna
	Title	Disaster Knowledge Transfer in Networks: Enablers and Barriers			Type	Conference Article
	Year	2018	Publication	Proceedings of ISCRAM Asia Pacific 2018: Innovating for Resilience – 1st International Conference on Information Systems for Crisis Response and Management Asia Pacific.	Abbreviated Journal	Iscram Ap 2018
	Volume		Issue		Pages	110-122
	Keywords	Disaster, Knowledge Transfer, networks, Knowledge Management models
	Abstract	Most countries are now establishing multi-stakeholder, multi-institutional networks and partnerships to respond to flood disasters. The paucity of research directed towards knowledge transfer in networks keeps some important research questions unanswered. These include (1) how the knowledge of a certain disaster management stakeholder (or a group) is transferred to other stakeholders during the disaster response, and (2) what are the barriers and enablers of knowledge transfer in multi-stakeholder environments. This article analyses knowledge transfer practices employed by a selected local government agency and a community group in Sri Lanka and reflects on the practices with the help of Hedlund's Knowledge Management Model (1994). The grounded theory analysis was used in this study to present the enablers and barriers of knowledge transfer in this context and the findings have a great potential to be used in future research towards developing knowledge management models specific to disaster response.
	Address	University of Colombo; Joint Centre for Disaster Research / Massey University
	Corporate Author				Thesis
	Publisher	Massey Univeristy	Place of Publication	Albany, Auckland, New Zealand	Editor	Kristin Stock; Deborah Bunker
	Language	English	Summary Language		Original Title
	Series Editor		Series Title		Abbreviated Series Title
	Series Volume		Series Issue		Edition
	ISSN		ISBN		Medium
	Track	Data Issues for Situation/Disaster Awareness	Expedition		Conference
	Notes				Approved	no
	Call Number				Serial	1686
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	Author	Andrew Sherson; S Uma; Raj Prasanna
	Title	The effect of localised factors on water pipe repair times post-earthquake			Type	Conference Article
	Year	2018	Publication	Proceedings of ISCRAM Asia Pacific 2018: Innovating for Resilience – 1st International Conference on Information Systems for Crisis Response and Management Asia Pacific.	Abbreviated Journal	Iscram Ap 2018
	Volume		Issue		Pages	366-380
	Keywords	Lifelines, Earthquake, Localised factors, repair times
	Abstract	In the Wellington Region, many lifelines are at risk, because they are in vulnerable narrow corridors close to active faults. In an earthquake, it is expected that these lifelines will be significantly damaged and unusable for extended periods of time. Because of this risk, many studies have been conducted to investigate the resulting downtimes. These studies, despite their usefulness, do not incorporate or make significant assumptions about localised factors. This paper summarises a thesis that aimed to improve the current predictive models, by including these local, and contextual influences. Multiple stakeholders who manage and repair the lifelines were interviewed to identify these factors which were then included into one of the current predictive models, and the influence on repair times was recorded. It was discovered that localised impacts such as staff logistics, land sliding, the land gradient, interdependency, and access doubled previous predicted repair times.
	Address	Joint Centre for Disaster Research / Massey University; Stantec; GNS Science
	Corporate Author				Thesis
	Publisher	Massey Univeristy	Place of Publication	Albany, Auckland, New Zealand	Editor	Kristin Stock; Deborah Bunker
	Language	English	Summary Language	English	Original Title
	Series Editor		Series Title		Abbreviated Series Title
	Series Volume		Series Issue		Edition
	ISSN		ISBN	978-0-473-45447-0	Medium
	Track	Understanding Risk, Risk Reduction, Consequences and Forecasting	Expedition		Conference	ISCRAM Asia Pacific 2018: Innovating for Resilience - 1st International Conference on Information Systems for Crisis Response and Management Asia Pacific
	Notes	sherson.andrew@gmail.com			Approved	no
	Call Number				Serial	1685
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	Author	Ilan Noy; Jacob Pastor Paz; Olga Filippova; Ken Elwood
	Title	A Building Inventory for Seismic Policy in an Earthquake-Prone City			Type	Conference Article
	Year	2018	Publication	Proceedings of ISCRAM Asia Pacific 2018: Innovating for Resilience – 1st International Conference on Information Systems for Crisis Response and Management Asia Pacific.	Abbreviated Journal	Iscram Ap 2018
	Volume		Issue		Pages	145-152
	Keywords	Earthquake-prone, building inventory, retrofit, building occupancy, building standards
	Abstract	We describe the creation of a building inventory database that is created for Wellington, New Zealand's earthquake-prone capital city. This database aims to assist the generation of research on the risks, impacts, and viable solutions for reducing the seismic risk of existing multi-story concrete buildings in Wellington's Central Business District. The database includes structural, economic and market information on every building in the CDB. Its primary purpose is to inform a multi-disciplinary project whose aims are: (1) to provide best scientific knowledge about the expected seismic performance of concrete buildings; (2) to assess the impact of multiple building failures including the downstream consequences of associated cordoning; (3) to provide a path for seismic retrofitting that includes prioritization of retrofits; and (4) to inform the design of a regulatory structure that can facilitate the reduction of risk associated with earthquake vulnerable concrete buildings as described in aims (1)-(3).
	Address	Victoria University of Wellington; Victoria University of Wellington; University of Auckland; University of Auckland
	Corporate Author				Thesis
	Publisher	Massey Univeristy	Place of Publication	Albany, Auckland, New Zealand	Editor	Kristin Stock; Deborah Bunker
	Language	English	Summary Language		Original Title
	Series Editor		Series Title		Abbreviated Series Title
	Series Volume		Series Issue		Edition
	ISSN		ISBN		Medium
	Track	Data Issues for Situation/Disaster Awareness	Expedition		Conference
	Notes				Approved	no
	Call Number				Serial	1684
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	Author	Nguyen Bang Tran; Mihai Tanase; Lauren Bennett; Cristina Aponte
	Title	Evaluation of spectral indices for assessing fire severity in Victorian temperate forests, Australia			Type	Conference Article
	Year	2018	Publication	Proceedings of ISCRAM Asia Pacific 2018: Innovating for Resilience – 1st International Conference on Information Systems for Crisis Response and Management Asia Pacific.	Abbreviated Journal	Iscram Ap 2018
	Volume		Issue		Pages	213-222
	Keywords	Fire severity; spectral indices; obligate seeder; resprouter; temperate forests
	Abstract	ABSTRACT Victorian temperate forests, characterized by variable wildfire response traits, such an analysis is missing hindering fire impact estimation over large areas on operational basis. To close this gap, we have evaluated 10 remotely sensed indices across eight areas affected by wildfires in 1998, 2006, 2007, and 2009 which comprise 13 forest types. The analysis was carried out at forest type level and as a function of the regeneration strategies (seeders, basal and epicormic reporters) and structure (tree height and canopy cover) with the six forest groups. Index performance was evaluated by (i) examining index response across four fire severity levels, (ii) the separability index, and (iii) the optimality values analysis. A ranking scoring system was used to compare the index performance to distinguish among severity classes. Initial results demonstrated that there hasn't been a consistency of the best indices capacity but there a consistently worse index among forest groups.
	Address	School of Ecosystem and Forest Sciences, University of Melbourne, 500 Yarra Boulevard, Richmond, Victoria 3121; School of Ecosystem and Forest Sciences, University of Melbourne, 500 Yarra Boulevard, Richmond, Victoria 3121; School of Ecosystem and Forest Sciences, The University of Melbourne, 4 Water Street, Creswick, Victoria 3363, Australia; School of Ecosystem and Forest Sciences, The University of Melbourne, 500 Yarra Boulevard, Richmond, Victoria 3121, Australia; Faculty of Environment, Vietnam National University of Agriculture; Department of Geology, Geography and Environment, University of Alcala, C. Colegios 2, Alcala de Henares 28801
	Corporate Author				Thesis
	Publisher	Massey Univeristy	Place of Publication	Albany, Auckland, New Zealand	Editor	Kristin Stock; Deborah Bunker
	Language	English	Summary Language		Original Title
	Series Editor		Series Title		Abbreviated Series Title
	Series Volume		Series Issue		Edition
	ISSN		ISBN		Medium
	Track	Geospatial and temporal information capture, management, and analytics in support of Disaster Decision Making	Expedition		Conference
	Notes				Approved	no
	Call Number				Serial	1683
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	Author	Maryam Shahbazi; Christian Ehnis; Majid Shahbazi; Deborah Bunker
	Title	Tweeting from the Shadows: Social Media Convergence Behaviour During the 2017 Iran-Iraq Earthquake			Type	Conference Article
	Year	2018	Publication	Proceedings of ISCRAM Asia Pacific 2018: Innovating for Resilience – 1st International Conference on Information Systems for Crisis Response and Management Asia Pacific.	Abbreviated Journal	Iscram Ap 2018
	Volume		Issue		Pages	416-427
	Keywords	Social Media Crisis Communication, Convergence Behaviour, Earthquake, Natural Disaster
	Abstract	Official policies, socioeconomic and demographic factors influence how individuals cope with, and respond to natural disasters. Understanding the impact of these factors in social media crisis communications studies is difficult. This paper focuses on convergence behaviour during social media crisis communication in an environment where the access to commercial social media platforms is highly restricted. This study is designed as a case which analyses 41,745 Tweets communicated during an earthquake event and for the two weeks after. This research aims to understand how different communities use social media services for communication during extreme events. The content of the Tweets shows users' attitudes toward government policies as well as the social difficulties of ethnic groups reflecting on the use of social media in crises communication. The results indicate a “political effect” on this online crisis communication. This behaviour was not expected and has been underreported in the current body of knowledge.
	Address	The University of Sydney; The University of Sydney; Azad University; The University of Sydney
	Corporate Author				Thesis
	Publisher	Massey Univeristy	Place of Publication	Albany, Auckland, New Zealand	Editor	Kristin Stock; Deborah Bunker
	Language	English	Summary Language		Original Title
	Series Editor		Series Title		Abbreviated Series Title
	Series Volume		Series Issue		Edition
	ISSN		ISBN		Medium
	Track	Social Media and Community Engagement Supporting Resilience Building	Expedition		Conference
	Notes				Approved	no
	Call Number				Serial	1682
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	Author	Cary Milkop; Najif Ismail
	Title	The Poor Performance of Non Structural Components in Seismic Events in Context			Type	Conference Article
	Year	2018	Publication	Proceedings of ISCRAM Asia Pacific 2018: Innovating for Resilience – 1st International Conference on Information Systems for Crisis Response and Management Asia Pacific.	Abbreviated Journal	Iscram Ap 2018
	Volume		Issue		Pages	351-365
	Keywords	seismology earthquake retrofitting
	Abstract	Damage to non-structural components (NSCs) in seismic events has been identified as a recurring problem in New Zealand for decades. It is also a problem in comparable seismic risk countries. Whilst improvements have been made and lessons learned, the complexity of suspended ceilings has also grown. The purpose of this article is to review the situation for suspended NSCs and to discuss recommendations. Whilst NSCs have not received the attention that structural components have, they are a significant source of costs and consequences should they fail in seismic events. Several articles have emerged surrounding NSC failure but owing to the inherent complexity of the subject, there is no one document that covers all aspects. The poor performance of NSCs in seismic events has been known and written about for several decades. The USA is a comparable and useful source of information around what has proven to be effective and system-changing.
	Address	Wellington Institute of Technology; Wellington Institute of Technology
	Corporate Author				Thesis
	Publisher	Massey Univeristy	Place of Publication	Albany, Auckland, New Zealand	Editor	Kristin Stock; Deborah Bunker
	Language	English	Summary Language		Original Title
	Series Editor		Series Title		Abbreviated Series Title
	Series Volume		Series Issue		Edition
	ISSN		ISBN	978-0-473-45447-0	Medium
	Track	Understanding Risk, Risk Reduction, Consequences and Forecasting	Expedition		Conference
	Notes				Approved	no
	Call Number				Serial	1681
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	Author	Sanjay Lama; Sojen Pradhan
	Title	ICT usage for the post-disaster recovery in Tourism: A case of Nepal Earthquake			Type	Conference Article
	Year	2018	Publication	Proceedings of ISCRAM Asia Pacific 2018: Innovating for Resilience – 1st International Conference on Information Systems for Crisis Response and Management Asia Pacific.	Abbreviated Journal	Iscram Ap 2018
	Volume		Issue		Pages	534-543
	Keywords	ICT tools, disaster recovery, tourism, Earthquake, Nepal
	Abstract	Nepal is one of the most popular travel destinations because of its natural beauty and Himalayas. Tourism industry contributes significantly to the nation's GDP. However, the 2015 earthquake has created great havoc causing loss of more than 9,000 lives, damaging many buildings including World heritage sites and trekking trails. Despite a substantial amount of foreign aid, overall recovery programs have not been effective. This empirical study focuses on the use of ICT tools for the recovery works in the tourism industry and uses mixed methods engaging tourism associations and organisations. Four 'areas of concerns' regarding ICT use, are identified by using the qualitative analysis and validated through a survey of 198 tourism organisations. The findings show that the earthquake has significantly impacted the industry and the government has not adequately used ICTs in the recovery activities. This study strongly advocates using ICT tools for the post-disaster tourism resilience.
	Address	University Of Technology Sydney, Faculty of Engineering, School Of Management & Leadership; University Of Technology Sydney, Faculty of Engineering, School Of Management & Leadership
	Corporate Author				Thesis
	Publisher	Massey Univeristy	Place of Publication	Albany, Auckland, New Zealand	Editor	Kristin Stock; Deborah Bunker
	Language	English	Summary Language		Original Title
	Series Editor		Series Title		Abbreviated Series Title
	Series Volume		Series Issue		Edition
	ISSN		ISBN		Medium
	Track	Enhancing Resilience of Natural, Built, and Socio-economic Environment	Expedition		Conference
	Notes				Approved	no
	Call Number				Serial	1680
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	Author	Marta Poblet Balcell; Stan Karanasios; Vanessa Cooper
	Title	Look after Your Neighbours: Social Media and Vulnerable Groups during Extreme Weather Events			Type	Conference Article
	Year	2018	Publication	Proceedings of ISCRAM Asia Pacific 2018: Innovating for Resilience – 1st International Conference on Information Systems for Crisis Response and Management Asia Pacific.	Abbreviated Journal	Iscram Ap 2018
	Volume		Issue		Pages	408-415
	Keywords	Social media, vulnerable populations, extreme weather events, emergency management organisations
	Abstract	Emergency management organisations across the world routinely use social media to reach out populations for preparedness and response to extreme weather events. In this paper we present a preliminary analysis of social media strategies towards vulnerable populations in the State of Victoria (Australia). Using the notion of vulnerability in an emergency management context (e.g. older persons, socially/geographically isolated persons, people with disabilities, refugee/recent migrant communities) we explore whether and how organisations address vulnerable groups with targeted messages. Our initial findings suggest that organisations do not tend to interact directly with these groups. Rather, reliance on 'information brokers' (intermediary organisations and individuals with an expected duty of care) seems to be a preferred strategy.
	Address	RMIT University; RMIT University; RMIT University
	Corporate Author				Thesis
	Publisher	Massey Univeristy	Place of Publication	Albany, Auckland, New Zealand	Editor	Kristin Stock; Deborah Bunker
	Language	English	Summary Language		Original Title
	Series Editor		Series Title		Abbreviated Series Title
	Series Volume		Series Issue		Edition
	ISSN		ISBN		Medium
	Track	Social Media and Community Engagement Supporting Resilience Building	Expedition		Conference
	Notes				Approved	no
	Call Number				Serial	1679
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	Author	Gavin Treadgold; James Gunn; Paul Morton; Simon Chambers
	Title	Developing a regional approach and strategy for geographical information systems for emergency management			Type	Conference Article
	Year	2018	Publication	Proceedings of ISCRAM Asia Pacific 2018: Innovating for Resilience – 1st International Conference on Information Systems for Crisis Response and Management Asia Pacific.	Abbreviated Journal	Iscram Ap 2018
	Volume		Issue		Pages	190-199
	Keywords	Emergency management, geospatial information, information management, common operating picture, interoperability
	Abstract	This paper outlines practitioner work-in-progress in Canterbury, New Zealand, to develop a regional approach for geographical information systems (GIS) for emergency management. This is based upon recent events in Canterbury including earthquakes, floods, and fire; as well as New Zealand-wide work that is being done under the NZ GIS4EM banner. It introduces our approach, discusses a mind map that is being used to track desired data sets, plans to develop applications to support response functions in emergency operations centres, and the goal of using the common data sets as the basis of a common operating picture for Canterbury. Risks and issues associated with this work are highlighted, and then the draft strategy is introduced with desired outcomes and principles to achieve this goal. While initial work is primarily focused on GIS, the expectation is that the approach will be expanded to take a broader information management perspective in future.
	Address	Christchurch City Council; Environment Canterbury; Canterbury Civil Defence Emergency Management Group; Ministry of Civil Defence Emergency Management
	Corporate Author				Thesis
	Publisher	Massey Univeristy	Place of Publication	Albany, Auckland, New Zealand	Editor	Kristin Stock; Deborah Bunker
	Language	English	Summary Language		Original Title
	Series Editor		Series Title		Abbreviated Series Title
	Series Volume		Series Issue		Edition
	ISSN		ISBN		Medium
	Track	Data Issues for Situation/Disaster Awareness	Expedition		Conference
	Notes				Approved	no
	Call Number				Serial	1678
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	Author	Joanne Stevenson; Ellie Kay; Chris Bowie; Vivienne Ivory; John Vargo
	Title	The Data Challenges of Monitoring Resilience			Type	Conference Article
	Year	2018	Publication	Proceedings of ISCRAM Asia Pacific 2018: Innovating for Resilience – 1st International Conference on Information Systems for Crisis Response and Management Asia Pacific.	Abbreviated Journal	Iscram Ap 2018
	Volume		Issue		Pages	153-165
	Keywords	Resilience, monitoring, assessment, data quality, metadata
	Abstract	There is a growing global demand for planning and development interventions aimed at enhancing the resilience of human systems. Coinciding with this demand for resilience enhancement is the demand for rigorous monitoring and evaluation of resilience and of the efficacy of resilience interventions. The aim of these assessments is to help decision makers prioritise inputs in a way that will result in the greatest reduction of mortality, health effects, and economic losses. As a result, there is an almost insatiable hunger for data that can improve our understanding of the resilience of human systems in the face of disasters. This paper reflects on two ongoing projects that are part of the 'Resilience Trajectories' programme of the Resilience to Nature's Challenges National Science Challenge. The first project, the creation of a New Zealand Resilience Index, is used to illustrate the data-related challenges and limitations of quantitative resilience assessments. We argue that composite indicators are useful aids for having a robust discussion about resilience, but high-level indicators must be supplemented with local knowledge and contextual information to facilitate meaningful decision making. The second project, the Data Integration and Visualisation En Masse (DIVE) web-based data catalogue, presents a partial solution to some of the resilience data challenges we have observed in the creation of the national index.
	Address	Resilient Organisations; Resilient Organisations; WSP Opus; WSP Opus; Resilient Organisations
	Corporate Author				Thesis
	Publisher	Massey Univeristy	Place of Publication	Albany, Auckland, New Zealand	Editor	Kristin Stock; Deborah Bunker
	Language	English	Summary Language		Original Title
	Series Editor		Series Title		Abbreviated Series Title
	Series Volume		Series Issue		Edition
	ISSN		ISBN		Medium
	Track	Data Issues for Situation/Disaster Awareness	Expedition		Conference
	Notes				Approved	no
	Call Number				Serial	1677
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	Author	Aladdin Shamoug; Stephen Cranefield; Grant Dick
	Title	Information Retrieval for Humanitarian Crises via a Semantically Classified Word Embedding			Type	Conference Article
	Year	2018	Publication	Proceedings of ISCRAM Asia Pacific 2018: Innovating for Resilience – 1st International Conference on Information Systems for Crisis Response and Management Asia Pacific.	Abbreviated Journal	Iscram Ap 2018
	Volume		Issue		Pages	132-144
	Keywords	Ontologies, Word Embedding, Information Retrieval, Humanitarian Crisis, Humanitarian Response.
	Abstract	Decision-makers in humanitarian crisis need information to guide them in making critical decisions. Finding information in such environments is a challenging task. Therefore, decision-makers rely on domain experts who possess experience and knowledge from previous humanitarian crises to provide them with the information they need. In this paper, we explore the ability of the existing computing technologies to augment the capabilities of those experts and help decision-makers to make faster and better decisions. Among many computing technologies we have today, word embedding and the semantic web are able to support such augmentation of the domain expert. In this paper, we train a word embedding model using word2vec, transform words and terms from news archive to entities in domain ontology, annotate those entities with their equivalent concepts from upper ontologies, and reason about them using semantic similarity and semantic matching, to represent and retrieve knowledge, and answer questions of interest to decision-makers in humanitarian crises. The approach was evaluated by comparing the use of word embeddings with and without semantic classification for the retrieval of information about the current humanitarian crisis in Syria.
	Address	University of Otago; University of Otago; University of Otago
	Corporate Author				Thesis
	Publisher	Massey Univeristy	Place of Publication	Albany, Auckland, New Zealand	Editor	Kristin Stock; Deborah Bunker
	Language	English	Summary Language	English	Original Title
	Series Editor		Series Title		Abbreviated Series Title
	Series Volume		Series Issue		Edition
	ISSN		ISBN	978-0-473-45447-0	Medium
	Track	Data Issues for Situation/Disaster Awareness	Expedition		Conference	ISCRAM Asia Pacific 2018: Innovating for Resilience - 1st International Conference on Information Systems for Crisis Response and Management Asia Pacific
	Notes	aladdin.shamoug@postgrad.otago.ac.nz			Approved	no
	Call Number				Serial	1676
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	Author	Jana Kaeppler
	Title	GIS4EM Multi-Tenanted Approach toAGOL Applications for EmergencyManagement (Mackenzie, Hurunui andKaikoura District Councils, NewZealand)			Type	Conference Article
	Year	2018	Publication	Proceedings of ISCRAM Asia Pacific 2018: Innovating for Resilience – 1st International Conference on Information Systems for Crisis Response and Management Asia Pacific.	Abbreviated Journal	Iscram Ap 2018
	Volume		Issue		Pages	233-245
	Keywords	GIS, AGOL Solutions, Emergency Management, Mackenzie, New Zealand
	Abstract	With the Hurunui (HDC), Mackenzie (MDC) and Kaikoura (KDC) District Councils sharing their Geographic Information Systems (GIS) and Information Technology (IT) resources since 2017 it was decided to work on a GIS strategy for Emergency Management (EM) that would be applicable for all three councils as in the past geospatial skills and tools did not get equally utilised at all three councils during emergency and training events. ArcGIS Online (AGOL) was chosen as a common platform for a fully cloud based approach to the new Emergency Management Applications. The core modules of these applications are Story maps, WebApp Builder, Survey123, Operations Dashboard, Workforce and AppStudio. The development of these applications is a work-in-progress situation which is driven by the constant conversation and testing between the GIS person and the Emergency Management (EM) officers and a work flow is being developed to integrate these applications into the existing Emergency Operations Centre (EOC) picture. We believe once finalised this set of applications will add great functionality to New Zealand's Coordinated Incident Management System (CIMS) by providing interactive and cloud based visual geospatial information, situational awareness, forecasting, task management and task tracking.
	Address	Hurunui District Council
	Corporate Author				Thesis
	Publisher	Massey Univeristy	Place of Publication	Albany, Auckland, New Zealand	Editor	Kristin Stock; Deborah Bunker
	Language	English	Summary Language		Original Title
	Series Editor		Series Title		Abbreviated Series Title
	Series Volume		Series Issue		Edition
	ISSN		ISBN		Medium
	Track	Geospatial and temporal information capture, management, and analytics in support of Disaster Decision Making	Expedition		Conference
	Notes				Approved	no
	Call Number				Serial	1675
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	Author	Linlin Ge; Alex Ng; Zheyuan Du
	Title	Time Series Satellite InSAR Technique for Disaster Prevention?			Type	Conference Article
	Year	2018	Publication	Proceedings of ISCRAM Asia Pacific 2018: Innovating for Resilience – 1st International Conference on Information Systems for Crisis Response and Management Asia Pacific.	Abbreviated Journal	Iscram Ap 2018
	Volume		Issue		Pages	200-212
	Keywords	InSAR, Foshan, Guangzhou, CSK, subsidence
	Abstract	Interferometric synthetic aperture radar (InSAR) has been widely used for mapping terrain and monitoring ground deformation. For example, the advanced time series InSAR (TS-InSAR) technique has been increasingly used to measure mm-level urban deformation. Subsidence from underground tunnel excavation has been known for more than a decade in Guangzhou and Foshan in Southern China, but past studies have only monitored the subsidence patterns as far as 2011 using InSAR. In this study, the deformation occurring during the most recent time-period between 2011 and 2017 has been measured using COSMO-SkyMed (CSK). We found that significant surface displacement rates occurred in the study area varying from -35 mm/year to 10 mm/year. A comparison between temporal and spatial patterns of deformations from our TS-InSAR measurements and different land use types in Guangzhou shows that there is no clear relationship between them. A detailed analysis on the sinkhole collapsed in early 2018 has been conducted, suggesting that surface loading may be a controlling factor of the subsidence, especially along the road and highway. Continuous monitoring of the deforming areas is important in order to minimise the risk of land subsidence and prevention of disasters.
	Address	UNSW Sydney; Guangdong University of Technology; UNSW Sydney
	Corporate Author				Thesis
	Publisher	Massey Univeristy	Place of Publication	Albany, Auckland, New Zealand	Editor	Kristin Stock; Deborah Bunker
	Language	English	Summary Language		Original Title
	Series Editor		Series Title		Abbreviated Series Title
	Series Volume		Series Issue		Edition
	ISSN		ISBN		Medium
	Track	Geospatial and temporal information capture, management, and analytics in support of Disaster Decision Making	Expedition		Conference
	Notes				Approved	no
	Call Number				Serial	1674
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	Author	Sonia Gul; Nurul Sarkar; Jairo Gutierrez; Edmund Lai
	Title	RESILICOMM: A Framework for Resilient Communication System			Type	Conference Article
	Year	2018	Publication	Proceedings of ISCRAM Asia Pacific 2018: Innovating for Resilience – 1st International Conference on Information Systems for Crisis Response and Management Asia Pacific.	Abbreviated Journal	Iscram Ap 2018
	Volume		Issue		Pages	83-88
	Keywords
	Abstract	Disasters, when they strike hard, may cause the disruption of many vital services. 'Telecommunications' is being considered one of the vital lifeline services as many disaster relief operations rely on it. Effective communication is dependent on a telecommunication network infrastructure that is working properly. Unfortunately, the infrastructure may be damaged during a disaster causing no-coverage and/or congested network traffic in the disaster-affected areas. In this paper we propose a conceptual framework for building a resilient communication system that not only considers the communications infrastructure but also other driving factors which are necessary for its success. The proposed framework is based on five key pillars, namely: robustness, redundancy, adaptability, agility, and readiness to build capability for developing a resilient communication system. The findings reported in this paper provide some insights into resilient communications that may help network researchers/engineers to contribute further towards developing a robust and resilient communication system capable of coping with disasters.
	Address	Auckland University of Technology; Auckland University of Technology; Auckland University of Technology; Auckland University of Technology
	Corporate Author				Thesis
	Publisher	Massey Univeristy	Place of Publication	Albany, Auckland, New Zealand	Editor	Kristin Stock; Deborah Bunker
	Language	English	Summary Language		Original Title
	Series Editor		Series Title		Abbreviated Series Title
	Series Volume		Series Issue		Edition
	ISSN		ISBN		Medium
	Track	Resilience to cope with the unexpected	Expedition		Conference
	Notes				Approved	no
	Call Number				Serial	1673
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	Author	Jess Kropczynski; Rob Grace; Julien Coche; Shane Halse; Eric Obeysekare; Aurélie Montarnal; Frederick Bénaben; Andrea Tapia
	Title	Identifying Actionable Information on Social Media for Emergency Dispatch			Type	Conference Article
	Year	2018	Publication	Proceedings of ISCRAM Asia Pacific 2018: Innovating for Resilience – 1st International Conference on Information Systems for Crisis Response and Management Asia Pacific.	Abbreviated Journal	Iscram Ap 2018
	Volume		Issue		Pages	428-438
	Keywords	Public Safety Answering Point (PSAP), Social Media, Qualitative Coding
	Abstract	Crisis informatics researchers have taken great interest in methods to identify information relevant to crisis events posted by digital bystanders on social media. This work codifies the information needs of emergency dispatchers and first responders as a method to identify actionable information on social media. Through a design workshop with public safety professionals at a Public-Safety Answering Point (PSAP) in the United States, we develop a set of information requirements that must be satisfied to dispatch first responders and meet their immediate situational awareness needs. We then present a manual coding scheme to identify information satisfying these requirements in social media posts and apply this scheme to fictitious tweets professionals propose as actionable information to better assess ways that this information may be communicated. Finally, we propose automated methods from previous literature in the field that can be used to implement these methods in the future.
	Address	University of Cincinnati; The Pennsylvania State University; coles des Mines d'Albi Carmaux; The Pennsylvania State University; The Pennsylvania State University; coles des Mines d'Albi Carmaux; The Pennsylvania State University; coles des Mines d'Albi Carmaux
	Corporate Author				Thesis
	Publisher	Massey Univeristy	Place of Publication	Albany, Auckland, New Zealand	Editor	Kristin Stock; Deborah Bunker
	Language	English	Summary Language		Original Title
	Series Editor		Series Title		Abbreviated Series Title
	Series Volume		Series Issue		Edition
	ISSN		ISBN		Medium
	Track	Social Media and Community Engagement Supporting Resilience Building	Expedition		Conference
	Notes				Approved	no
	Call Number				Serial	1672
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	Author	Liam Wotherspoon; Conrad Zorn; Alistair Davies
	Title	Infrastructure Failures and Recovery from an Alpine Fault Earthquake Scenario			Type	Conference Article
	Year	2018	Publication	Proceedings of ISCRAM Asia Pacific 2018: Innovating for Resilience – 1st International Conference on Information Systems for Crisis Response and Management Asia Pacific.	Abbreviated Journal	Iscram Ap 2018
	Volume		Issue		Pages	525-533
	Keywords	Critical Infrastructure; Recovery; Alpine Fault; Risk reduction; Disaster Preparedness
	Abstract	In this paper, utilising the core Project AF8 Alpine Fault earthquake scenario, we detail hazard exposure, impacts, and recovery of interdependent critical infrastructure networks across the energy, transportation, water & waste, and telecommunications sectors across the South Island of New Zealand. Asset failures are simulated across each individual network, based on shaking intensities, exposure to co-seismic hazards and estimated component fragilities, which have been further refined and validated through expert elicitation. Network disruptions are then propagated across an interdependent network framework to quantify and delineate the spatial reach of both direct and indirect failures. By incorporating recovery strategies, temporal changes in service levels are quantified to offer insights into expected interdependent network performance and the possible disconnection of communities from the nationally connected networks, otherwise not apparent when studying each infrastructure in isolation.
	Address	University of Oxford; University of Canterbury; University of Auckland
	Corporate Author				Thesis
	Publisher	Massey Univeristy	Place of Publication	Albany, Auckland, New Zealand	Editor	Kristin Stock; Deborah Bunker
	Language	English	Summary Language		Original Title
	Series Editor		Series Title		Abbreviated Series Title
	Series Volume		Series Issue		Edition
	ISSN		ISBN		Medium
	Track	Enhancing Resilience of Natural, Built, and Socio-economic Environment	Expedition		Conference
	Notes				Approved	no
	Call Number				Serial	1671
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	Author	Sean Audain; Alex Robertson; Jonathon Moore; Shannon Rutherford; Geraldine Blair
	Title	Informing City Resilience			Type	Conference Article
	Year	2018	Publication	Proceedings of ISCRAM Asia Pacific 2018: Innovating for Resilience – 1st International Conference on Information Systems for Crisis Response and Management Asia Pacific.	Abbreviated Journal	Iscram Ap 2018
	Volume		Issue		Pages	544-549
	Keywords	Wellington, Earthquake, Geospatial, Resilience
	Abstract	In 2015 Wellington joined the 100 Resilient Cities Organization and began a new chapter in its resilience journey. This journey has seen a strategic focus on the use of data to enable better emergency response and to integrate and inform decision making at all levels. The strategic focus in the resilience strategy of integrating data into governance, adaptation, recovery and community engagement has helped Wellington manage the effects of the 2016 Kaikoura Earthquake, lead engagement on sea level rise and integrate resilience building measures into the city's built environment and communities. This strategic intent has driven the renewal of a city data capability to provision the Risk Reduction, Readiness, Response and Recovery of the city.
	Address	Wellington City Council; Wellington City Council; Wellington City Council; Wellington City Council; Wellington City Council
	Corporate Author				Thesis
	Publisher	Massey Univeristy	Place of Publication	Albany, Auckland, New Zealand	Editor	Kristin Stock; Deborah Bunker
	Language	English	Summary Language		Original Title
	Series Editor		Series Title		Abbreviated Series Title
	Series Volume		Series Issue		Edition
	ISSN		ISBN		Medium
	Track	Enhancing Resilience of Natural, Built, and Socio-economic Environment	Expedition		Conference
	Notes				Approved	no
	Call Number				Serial	1670
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	Author	Jacob Pastor; Ilan Noy; Isabelle Sin
	Title	Flood risk and flood insurance in New Zealand			Type	Conference Article
	Year	2018	Publication	Proceedings of ISCRAM Asia Pacific 2018: Innovating for Resilience – 1st International Conference on Information Systems for Crisis Response and Management Asia Pacific.	Abbreviated Journal	Iscram Ap 2018
	Volume		Issue		Pages	381-399
	Keywords	Flood risk, insurance, liabilities
	Abstract	The standard framework for undertaking a risk assessment of a natural hazard involves analyzing the interaction of three components: Hazard data (in the form of maps), the elements exposed to the hazard (exposure), and measures of these elements' vulnerability (understood as the susceptibility to harm or damage). In New Zealand, national flood risk remains unquantified due to the absence of national flood inundation hazard map coverage. In this paper, we develop a methodology that aims to fill this gap by estimating instead the likelihood of a flood insurance claim for a stock of residential buildings. We estimate a non-linear limited-dependent variable model and using a set of fragility functions (also known as damage curves), we calculate the expected monetary losses under plausible flood depth scenarios. The outcome of this research could inform insurers of their potential liabilities and threats to their financial sustainability in the face of flood and storms.
	Address	Victoria University of Wellington; Victoria University of Wellington; MOTU
	Corporate Author				Thesis
	Publisher	Massey Univeristy	Place of Publication	Albany, Auckland, New Zealand	Editor	Kristin Stock; Deborah Bunker
	Language	English	Summary Language		Original Title
	Series Editor		Series Title		Abbreviated Series Title
	Series Volume		Series Issue		Edition
	ISSN		ISBN		Medium
	Track	Understanding Risk, Risk Reduction, Consequences and Forecasting	Expedition		Conference
	Notes				Approved	no
	Call Number				Serial	1669
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	Author	Robert Power; Bella Robinson; David Alexander; Mahesh Prakash
	Title	Predicting Demand for Government Services during Disaster Events			Type	Conference Article
	Year	2018	Publication	Proceedings of ISCRAM Asia Pacific 2018: Innovating for Resilience – 1st International Conference on Information Systems for Crisis Response and Management Asia Pacific.	Abbreviated Journal	Iscram Ap 2018
	Volume		Issue		Pages	89-96
	Keywords	Situation Awareness, Data Integration, Disaster Management, Crisis Coordination
	Abstract	Smart Service Queensland (SSQ) is the 'front door' to the Queensland State Government in Australia, providing services and information for citizens and businesses. Services are delivered through online channels, call centres and face-to-face service centres. Rostering to adequately staff the call centres during business as usual demand is well supported using existing workforce planning tools and content management systems alongside real-time telephonic monitoring. However, during times of large scale emergency events, such as floods and tropical cyclones, effective workforce planning heavily relies upon experienced SSQ personnel constantly monitoring and updating call centre staffing levels leading up to and during the disaster event to ensure customer demands are met. Achieving the right balance of call centre servicing without over provisioning is a challenging task. We present a prototype analytics tool that supports the SSQ Forecast Analyst responsible for workforce planning during disaster events and provides initial results of modelling caller behavior during two recent tropical cyclones. The tool provides a single point of reference to a wide collection of relevant datasets, including population demographics and details of the natural and built environment, data feeds describing the emergency event under investigation, relevant social media posts and call centre operations metrics. The tool is an early proof of concept demonstrator highlighting the utility of data integration, web mapping, real-time event monitoring, and predictive modelling.
	Address	Csiro; Csiro; Csiro; Csiro
	Corporate Author				Thesis
	Publisher	Massey Univeristy	Place of Publication	Albany, Auckland, New Zealand	Editor	Kristin Stock; Deborah Bunker
	Language	English	Summary Language		Original Title
	Series Editor		Series Title		Abbreviated Series Title
	Series Volume		Series Issue		Edition
	ISSN		ISBN		Medium
	Track	Monitoring and Alerting Systems supporting Business as Usual and Emergency Warnings	Expedition		Conference
	Notes				Approved	no
	Call Number				Serial	1668
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