When the Going Gets Tough: Exploring Changes in the Startup Landscape Due to the Challenges of 2020

Tobias Mahan, P. Saravanan, Sandeep Krishnakumar, H. Nolte, Christopher McComb, Jessica Menold
{"title":"When the Going Gets Tough: Exploring Changes in the Startup Landscape Due to the Challenges of 2020","authors":"Tobias Mahan, P. Saravanan, Sandeep Krishnakumar, H. Nolte, Christopher McComb, Jessica Menold","doi":"10.1115/detc2021-71798","DOIUrl":null,"url":null,"abstract":"\n Crowdfunding platforms like Kickstarter provide new product developers with a novel and readily accessible platform to interact with potential customers, seek funding, and gain valuable feedback from target users. Successful startup design processes are often praised due to startups’ agility and ability to adapt to changing markets under extreme resource constraints. The COVID-19 pandemic changed the market in a number of significant ways, and publicly available data on Kickstarter provides valuable insight into the fundamental ways that product developers adapt to volatiles markets created by a global crisis. Leveraging linguistic analysis, topic modelling, k-means clustering, and principal component analysis, startup data was analyzed to identify overarching trends in startup launch campaigns across years. Specifically, this work identifies emerging trends in the Kickstarter market in 2020 to understand how external factors affect launch practices. Subtle yet significant changes in Kickstarter campaigns show that new clusters of campaigns emerged during 2020, not present in prior years, indicating that product developers adapted language to meet the needs of a changing market. Findings motivate a more thorough investigation of the relationships between startup market trends and external events to build a deeper understanding of the fundamental ways developers adapt design processes due to external stimuli.","PeriodicalId":261968,"journal":{"name":"Volume 6: 33rd International Conference on Design Theory and Methodology (DTM)","volume":"65 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-08-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Volume 6: 33rd International Conference on Design Theory and Methodology (DTM)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1115/detc2021-71798","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

Abstract

Crowdfunding platforms like Kickstarter provide new product developers with a novel and readily accessible platform to interact with potential customers, seek funding, and gain valuable feedback from target users. Successful startup design processes are often praised due to startups’ agility and ability to adapt to changing markets under extreme resource constraints. The COVID-19 pandemic changed the market in a number of significant ways, and publicly available data on Kickstarter provides valuable insight into the fundamental ways that product developers adapt to volatiles markets created by a global crisis. Leveraging linguistic analysis, topic modelling, k-means clustering, and principal component analysis, startup data was analyzed to identify overarching trends in startup launch campaigns across years. Specifically, this work identifies emerging trends in the Kickstarter market in 2020 to understand how external factors affect launch practices. Subtle yet significant changes in Kickstarter campaigns show that new clusters of campaigns emerged during 2020, not present in prior years, indicating that product developers adapted language to meet the needs of a changing market. Findings motivate a more thorough investigation of the relationships between startup market trends and external events to build a deeper understanding of the fundamental ways developers adapt design processes due to external stimuli.
《当形势变得艰难:探索2020年挑战下创业环境的变化
像Kickstarter这样的众筹平台为新产品开发者提供了一个新颖且易于访问的平台,让他们与潜在客户互动,寻求资金,并从目标用户那里获得有价值的反馈。成功的初创公司设计过程常常受到称赞,因为初创公司的敏捷性和在极端资源限制下适应不断变化的市场的能力。2019冠状病毒病大流行在许多重要方面改变了市场,Kickstarter上的公开数据为产品开发商适应全球危机造成的波动市场的基本方式提供了宝贵的见解。利用语言分析、主题建模、k-均值聚类和主成分分析,对创业数据进行了分析,以确定多年来创业创业活动的总体趋势。具体来说,这项工作确定了2020年Kickstarter市场的新趋势,以了解外部因素如何影响发行实践。Kickstarter众筹活动中微妙但重要的变化表明,2020年出现了新的众筹活动集群,而不是前几年,这表明产品开发者调整了语言来满足不断变化的市场需求。这些发现促使我们更深入地研究创业市场趋势与外部事件之间的关系,从而更深入地理解开发者根据外部刺激调整设计过程的基本方式。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信