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研究生:盧怡均
研究生(外文):Lu, Yi-Chun
論文名稱:多樣化搜尋對顧客旅程之影響: 以雙重差分法於線上市場實地實驗
論文名稱(外文):Impact of Variety Seeking on Customer Journey: An Online Field Experiment Using Difference-in-Difference Approach
指導教授:唐瓔璋唐瓔璋引用關係
指導教授(外文):Tang, Ying-Chan
口試委員:丁承吳敏華
口試日期:2021-5-31
學位類別:碩士
校院名稱:國立陽明交通大學
系所名稱:經營管理研究所
學門:商業及管理學門
學類:企業管理學類
論文種類:學術論文
論文出版年:2021
畢業學年度:109
語文別:中文
論文頁數:35
中文關鍵詞:顧客旅程多樣化搜尋長尾效應零售數位轉型雙重差分估計法
外文關鍵詞:Customer JourneyVariety SeekingLong Tail TheoryRetail Digital TransformationDifference-in-Difference Approach
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科技日益改變購物的面貌,2020年在新冠疫情影響之下,消費者購物模式產生全球性劇烈變化,其中值得關注的是過去人們對於中高價位產品,習慣「眼見為憑」的實體感官體驗,亦隨著疫情轉移至線上通路。然而,相較於實體商店,網路商店存在更龐大的長尾效應,消費者於線上購物旅程將經歷更大量的選擇,多樣性搜尋對消費者購物決策之影響進而更為顯著。因此,理解多樣性搜尋行為,對於解釋消費者購買決策過程至關重要。
本研究以顧客旅程與多樣化搜尋理論為基礎,使用蝦皮商城系統之訂單數據,以新冠疫情作為切入點,採用雙重差分估計法(Difference in Difference,DID) 觀察消費者行為模式的改變。研究結果顯示長尾效應與多樣化搜尋行為,對消費者最終購買決策皆有顯著影響。在多樣化搜尋行為中,尋找折扣商品會正向影響消費者的購買決策,然而瀏覽系統推薦商品,則會負向影響消費者的購買決策,反映在錯綜復雜的顧客旅程中,電商平台如果只是一味提供大量商品選擇的情境,並未將消費者行為特性納入討論時,將忽略數據中潛在的訊號。因此,分析顧客消費旅程並精準定位,成為影響公司制定數位行銷策略之關鍵要素。
Technology has already drastically changed the way of shopping. In the post-epidemic era, consumer opinions formed during this unprecedented time may shape shopping behavior for years to come. People used to purchase higher-priced items in physical stores, however, the COVID-19 pandemic has pushed more shoppers than ever to move online. As a result of the unlimited choice afforded by online stores, variety seeking will affect consumers' shopping decisions and become an important motivation for the online journey.
This study proposes a research framework based on variety-seeking theory and uses the difference-in-difference (DID) method to empirically test 7,131 shopping log data of 6,275 consumers on the Shopee platform. We attempt to identify the impact of the COVID-19 pandemic on the transformation of consumer behaviors in the post-epidemic era.
The results show that the long tail effect and variety-seeking behavior have a significant impact on consumers' final purchase decisions. Looking for discount products has a significant positive impact on consumers' purchase decisions, by contrast, browsing product recommendation has a significant negative impact on consumers' purchase decisions. It reflected if the e-commerce platform only provides a wide choice, it will lose sight of the characteristics of consumer behavior. Therefore, customer journey analytics will become the key variable that helps shape the firm's digital marketing strategy.
中文摘要………………………………………………………………………………………………………………………………………i
英文摘要……………………………………………………………………………………………………………………………………ii
圖目錄…………………………………………………………………………………………………………………………………………iv
表目錄……………………………………………………………………………………………………………………………………………v
第一章 緒論………………………………………………………………………………………………………………………………1
第二章 文獻回顧………………………………………………………………………………………………………………………3
2.1 電子商務與奢侈品…………………………………………………………………………………………………………3
2.2 消費者線上購物行為……………………………………………………………………………………………………4
2.3 蝦皮購物商業模式…………………………………………………………………………………………………………7
2.4 長尾理論……………………………………………………………………………………………………………………………8
第三章 研究方法………………………………………………………………………………………………………………………9
3.1 研究資料背景……………………………………………………………………………………………………………………9
3.2 研究框架…………………………………………………………………………………………………………………………11
3.3 研究假設 ………………………………………………………………………………………………………………13
3.4 雙重差分估計法(Difference-in-Difference Approach)…………15
3.5 以Difference-in-Difference建立研究模型……………………………………………17
第四章 研究結果……………………………………………………………………………………………………………………20
4.1 雙邊市場之敘述性統計分析……………………………………………………………………………………20
4.2 手錶類型、奢侈品牌與價格離散之交叉分析…………………………………………………21
4.3 DID分析探討疫情發生前後對消費者購物模式之影響………………………………24
第五章 結論……………………………………………………………………………………………………………………………27
參考文獻……………………………………………………………………………………………………………………………………29
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