Advancing Science with VGI: Reproducibility and Replicability of Recent Studies using VGI

被引:30
|
作者
Ostermann, Frank O. [1 ]
Granell, Carlos [2 ]
机构
[1] Univ Twente, Enschede, Netherlands
[2] Univ Jaume I Castellon, Castellon de La Plana, Spain
关键词
INFORMATION;
D O I
10.1111/tgis.12195
中图分类号
P9 [自然地理学]; K9 [地理];
学科分类号
0705 ; 070501 ;
摘要
In scientific research, reproducibility and replicability are requirements to ensure the advancement of our body of knowledge. This holds true also for VGI-related research and studies. However, the characteristics of VGI suggest particular difficulties in ensuring reproducibility and replicability. In this article, we aim to examine the current situation in VGI-related research, and identify strategies to ensure realization of its full potential. To do so, we first investigate the different aspects of reproducibility and replicability and their impact on VGI-related research. These impacts are different depending on the objectives of the study. Therefore, we examine the study focus of VGI-related research to assess the current body of research and structure our assessment. This work is based on a rigorous review of the elements of reproducibility and a systematic mapping and analysis of 58 papers on the use of VGI in the crisis management field. Results of our investigation show that reproducibility issues related to data are a serious concern, while reproducibility issues related to analysis methods and processes face fewer challenges. However, since most studies still focus on analyzing the source data, reproducibility and replicability are still an unsolved problem in VGI-related research. Therefore, we show initiatives tackling the problem, and finally formulate strategies to improve the situation.
引用
收藏
页码:224 / 237
页数:14
相关论文
共 50 条
  • [41] Increasing the Reproducibility and Replicability of Supervised AI/ML in the Earth Systems Science by Leveraging Social Science Methods
    Wirz, Christopher D.
    Sutter, Carly
    Demuth, Julie L.
    Mayer, Kirsten J.
    Chapman, William E.
    Cains, Mariana Goodall
    Radford, Jacob
    Przybylo, Vanessa
    Evans, Aaron
    Martin, Thomas
    Gaudet, Lauriana C.
    Sulia, Kara
    Bostrom, Ann
    Gagne II, David John
    Bassill, Nick
    Schumacher, Andrea
    Thorncroft, Christopher
    EARTH AND SPACE SCIENCE, 2024, 11 (07)
  • [42] Beyond data collection: Objectives and methods of research using VGI and geo-social media for disaster management
    Granell, Carlos
    Ostermann, Frank O.
    COMPUTERS ENVIRONMENT AND URBAN SYSTEMS, 2016, 59 : 231 - 243
  • [44] METHODOLOGICAL REPORTING GUIDELINES FOR ERP STUDIES: REPORTING RATES AND ROLE IN REPRODUCIBILITY AND REPLICABILITY
    Clayson, Peter
    Carbine, Kaylie
    Baldwin, Scott
    Larson, Michael
    PSYCHOPHYSIOLOGY, 2019, 56 : S3 - S3
  • [45] Publisher Correction: Visualizing Point Density on Geometry Objects: Application in an Urban Area Using Social Media VGI
    Moris Zahtila
    Martin Knura
    KN - Journal of Cartography and Geographic Information, 2022, 72 (3) : 257 - 258
  • [46] Flood Inundation Mapping and Estimation using VGI, Remote Sensing Images and Other Multi-source Data
    Xing Z.
    Dong X.
    Zan X.
    Yang S.
    Huang Z.
    Liu Z.
    Zhang X.
    Journal of Geo-Information Science, 2023, 25 (09) : 1869 - 1881
  • [47] On reproducibility and replicability: Arguing for open science practices and methodological improvements at the South African Journal of Industrial Psychology
    Efendic, Emir
    van Zyl, Llewellyn E.
    SA JOURNAL OF INDUSTRIAL PSYCHOLOGY, 2019, 45
  • [48] Using volunteered geographic information (VGI) in design-based statistical inference for area estimation and accuracy assessment of land cover
    Stehman, Stephen V.
    Fonte, Cidalia C.
    Foody, Giles M.
    See, Linda
    REMOTE SENSING OF ENVIRONMENT, 2018, 212 : 47 - 59
  • [49] An Interactive platform for low-cost 3D building modeling from VGI data using convolutional neural network
    Fan, Hongchao
    Kong, Gefei
    Zhang, Chaoquan
    BIG EARTH DATA, 2021, 5 (01) : 49 - 65
  • [50] Flavoured tobacco products in the USA: synthesis of recent multidiscipline studies with implications for advancing tobacco regulatory science
    Stanton, Cassandra A.
    Villanti, Andrea C.
    Watson, Clifford
    Delnevo, Cristine D.
    TOBACCO CONTROL, 2016, 25 : ii1 - ii3