Do sequels outperform or disappoint? Insights from an analysis of Amazon echo consumer reviews

Rapid technological advances in recent years drastically transformed our world. Amidst modern technological inventions such as smart phones, smart watches and smart home devices, consumers of electronic digital devices experience greatly improved automation, productivity, and efficiency in conductin...

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Main Authors: SHIM, Kyong Jin, LO, Siaw Ling, LIEW, Su Yee
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2022
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Online Access:https://ink.library.smu.edu.sg/sis_research/6847
https://ink.library.smu.edu.sg/context/sis_research/article/7850/viewcontent/Sequels_outperform_0291_pvoa.pdf
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spelling sg-smu-ink.sis_research-78502023-03-31T00:48:55Z Do sequels outperform or disappoint? Insights from an analysis of Amazon echo consumer reviews SHIM, Kyong Jin LO, Siaw Ling LIEW, Su Yee Rapid technological advances in recent years drastically transformed our world. Amidst modern technological inventions such as smart phones, smart watches and smart home devices, consumers of electronic digital devices experience greatly improved automation, productivity, and efficiency in conducting routine daily tasks, information searching, shopping as well as finding entertainment. In the last few years, the global smart speaker market has undergone significant growth. As technology continues to advance and smart speakers are equipped with innovative features, the adoption of smart speakers will increase and so will consumer expectations. This research paper presents an aspect-specific sentiment analysis of consumer reviews of the first three generations of Amazon Echo. Our text mining and aspect-specific sentiment analyses reveal that price, sound, smart home, connectivity, and comparison are outperforming aspects whereas voice, app, Q&A, companionship, and shelf life are disappointing and sunsetting aspects. Our study demonstrates a novel cross-generation visualization of directional changes in consumer sentiment using the Bollinger Bands and volume charts. 2022-01-01T08:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/6847 info:doi/10.24251/HICSS.2022.364 https://ink.library.smu.edu.sg/context/sis_research/article/7850/viewcontent/Sequels_outperform_0291_pvoa.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Data Analytics Data Mining and Machine Learning for Social Media Amazon Echo consumer reviews product sequels smart home device text mining Databases and Information Systems E-Commerce Numerical Analysis and Scientific Computing
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Data Analytics
Data Mining and Machine Learning for Social Media
Amazon Echo
consumer reviews
product sequels
smart home device
text mining
Databases and Information Systems
E-Commerce
Numerical Analysis and Scientific Computing
spellingShingle Data Analytics
Data Mining and Machine Learning for Social Media
Amazon Echo
consumer reviews
product sequels
smart home device
text mining
Databases and Information Systems
E-Commerce
Numerical Analysis and Scientific Computing
SHIM, Kyong Jin
LO, Siaw Ling
LIEW, Su Yee
Do sequels outperform or disappoint? Insights from an analysis of Amazon echo consumer reviews
description Rapid technological advances in recent years drastically transformed our world. Amidst modern technological inventions such as smart phones, smart watches and smart home devices, consumers of electronic digital devices experience greatly improved automation, productivity, and efficiency in conducting routine daily tasks, information searching, shopping as well as finding entertainment. In the last few years, the global smart speaker market has undergone significant growth. As technology continues to advance and smart speakers are equipped with innovative features, the adoption of smart speakers will increase and so will consumer expectations. This research paper presents an aspect-specific sentiment analysis of consumer reviews of the first three generations of Amazon Echo. Our text mining and aspect-specific sentiment analyses reveal that price, sound, smart home, connectivity, and comparison are outperforming aspects whereas voice, app, Q&A, companionship, and shelf life are disappointing and sunsetting aspects. Our study demonstrates a novel cross-generation visualization of directional changes in consumer sentiment using the Bollinger Bands and volume charts.
format text
author SHIM, Kyong Jin
LO, Siaw Ling
LIEW, Su Yee
author_facet SHIM, Kyong Jin
LO, Siaw Ling
LIEW, Su Yee
author_sort SHIM, Kyong Jin
title Do sequels outperform or disappoint? Insights from an analysis of Amazon echo consumer reviews
title_short Do sequels outperform or disappoint? Insights from an analysis of Amazon echo consumer reviews
title_full Do sequels outperform or disappoint? Insights from an analysis of Amazon echo consumer reviews
title_fullStr Do sequels outperform or disappoint? Insights from an analysis of Amazon echo consumer reviews
title_full_unstemmed Do sequels outperform or disappoint? Insights from an analysis of Amazon echo consumer reviews
title_sort do sequels outperform or disappoint? insights from an analysis of amazon echo consumer reviews
publisher Institutional Knowledge at Singapore Management University
publishDate 2022
url https://ink.library.smu.edu.sg/sis_research/6847
https://ink.library.smu.edu.sg/context/sis_research/article/7850/viewcontent/Sequels_outperform_0291_pvoa.pdf
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