Evidence map›Paper›PMID 36570387›Full record

ArticleInternational journal of disaster risk reduction : IJDRR2021

A reflection on the impact of the COVID-19 pandemic on Australian businesses: Toward a taxonomy of vulnerabilities.

Seyed Ashkan Zarghami

Abstract read
In one paragraph

Article in International journal of disaster risk reduction : IJDRR, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

  1. Article
  2. Urban resilience to socioeconomic disruptions during the COVID-19 pandemic: Evidence from China.International journal of disaster risk reduction : IJDRR · 2023
    Article
  3. Review
  4. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

1 author.

Seyed Ashkan ZarghamiThe Australian National University, Australia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The extant literature paints a grim picture of the COVID-19 impact on businesses around the world. However, in neither case has there been an attempt to evaluate the disproportionate impacts of the pandemic on the operation of different business sectors. To remedy this situation, this study utilises a cluster analysis to develop a taxonomy of vulnerabilities based on the industry-specific vulnerability indicators for 83 business sectors in the economy of Australia. The proposed taxonomy groups businesses into three clusters, labelled as vulnerable to business to people (B2P), vulnerable to business networking, and vulnerable to external factors. The differing vulnerability of businesses to the recent pandemic raises a fundamental question about how best to build resilience to reduce vulnerabilities. Built on the vulnerability characteristics identified in the taxonomy, this article suggests factors that contribute to the resilience of businesses in each cluster. Further, the present paper develops a novel validation method to demonstrate the goodness of the clustering results. Business leaders and government officials might draw considerable assistance from the taxonomy of vulnerabilities presented herein to build more resilient businesses to crises.

Indexed as

BusinessCluster analysisCOVID-19 (coronavirus) pandemicResilienceVulnerability

Identifiers

PMID36570387
PMCPMC9766013

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.