41 datasets found
  1. e

    alexa.com Traffic Analytics Data

    • analytics.explodingtopics.com
    Updated May 1, 2025
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    (2025). alexa.com Traffic Analytics Data [Dataset]. https://analytics.explodingtopics.com/website/alexa.com
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    Dataset updated
    May 1, 2025
    Variables measured
    Global Rank, Monthly Visits, Authority Score, US Country Rank
    Description

    Traffic analytics, rankings, and competitive metrics for alexa.com as of May 2025

  2. Amazon Alexa Reviews

    • kaggle.com
    zip
    Updated Jul 26, 2020
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    Adarsh Jha (2020). Amazon Alexa Reviews [Dataset]. https://www.kaggle.com/adarshkumarjha/amazon-alexa-reviews
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    zip(167607 bytes)Available download formats
    Dataset updated
    Jul 26, 2020
    Authors
    Adarsh Jha
    Description

    Dataset

    This dataset was created by Adarsh Jha

    Contents

    It contains the following files:

  3. A

    Alexa Connect Kit Solution Report

    • datainsightsmarket.com
    doc, pdf, ppt
    Updated Dec 24, 2024
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    Data Insights Market (2024). Alexa Connect Kit Solution Report [Dataset]. https://www.datainsightsmarket.com/reports/alexa-connect-kit-solution-1454724
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    ppt, doc, pdfAvailable download formats
    Dataset updated
    Dec 24, 2024
    Dataset authored and provided by
    Data Insights Market
    License

    https://www.datainsightsmarket.com/privacy-policyhttps://www.datainsightsmarket.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The Alexa Connect Kit Solution market is projected to reach a value of USD XXX million by 2033, expanding at a CAGR of XX% from 2025 to 2033. Key factors driving the market growth include the increasing adoption of smart home devices, the rising demand for voice-controlled devices, and the growing popularity of the Internet of Things (IoT). Additionally, the increasing awareness of the benefits of voice-controlled devices, such as convenience and accessibility, is further fueling market expansion. The market for Alexa Connect Kit Solutions is segmented by application, type, and region. Major applications include smart home devices, appliances, health and wellness devices, automotive, and others. In terms of type, the market is divided into hardware and software. Geographically, the market is categorized into North America, South America, Europe, Middle East & Africa, and Asia Pacific. North America and Europe are expected to dominate the market due to the high adoption of voice-controlled devices and smart home technologies in these regions. However, the Asia Pacific region is anticipated to witness significant growth in the coming years due to the increasing penetration of smart devices and the growing middle class.

  4. Amazon Alexa Reviews

    • kaggle.com
    Updated Aug 25, 2024
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    Mahmoud Shaheen (2024). Amazon Alexa Reviews [Dataset]. https://www.kaggle.com/datasets/mahmoudshaheen1134/amazon-alexa-reviews-dataset/data
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    CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
    Dataset updated
    Aug 25, 2024
    Dataset provided by
    Kagglehttp://kaggle.com/
    Authors
    Mahmoud Shaheen
    License

    https://creativecommons.org/publicdomain/zero/1.0/https://creativecommons.org/publicdomain/zero/1.0/

    Description

    Description:

    The Amazon Alexa Reviews dataset is a collection of customer reviews for various Alexa-enabled devices, such as the Echo, Echo Dot, and Fire TV Stick.

    This dataset provides valuable insights into customer sentiment, product features, and potential areas for improvement.

    Key Features:

    Customer Reviews: Includes textual reviews expressing users' opinions, experiences, and feedback on the Alexa devices.
    Star Ratings: Quantitative ratings (1-5 stars) indicating overall satisfaction levels.
    Product Variants: Identifies specific product models or variations (e.g., Echo, Echo Dot, Fire TV Stick).
    Date of Review: Timestamps for when the reviews were submitted.
    Potential Use Cases:

    Sentiment Analysis: Analyzing the sentiment expressed in the reviews to gauge customer satisfaction and identify common themes.
    Product Feature Analysis: Identifying frequently mentioned features and their impact on customer satisfaction. Customer Feedback Analysis: Understanding customer concerns, suggestions, and requests for improvements. Machine Learning: Training models for tasks like sentiment classification, topic modeling, and text generation.

  5. A

    Alexa Connect Kit (ACK) Report

    • datainsightsmarket.com
    doc, pdf, ppt
    Updated Apr 27, 2025
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    Data Insights Market (2025). Alexa Connect Kit (ACK) Report [Dataset]. https://www.datainsightsmarket.com/reports/alexa-connect-kit-ack-1640294
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    pdf, doc, pptAvailable download formats
    Dataset updated
    Apr 27, 2025
    Dataset authored and provided by
    Data Insights Market
    License

    https://www.datainsightsmarket.com/privacy-policyhttps://www.datainsightsmarket.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The Alexa Connect Kit (ACK) market is experiencing robust growth, driven by the increasing adoption of smart home devices and the expanding ecosystem of Alexa-enabled products. While precise market sizing data is unavailable, considering the substantial growth in the broader smart home market—estimated at hundreds of billions of dollars globally—and the significant role of voice assistants like Alexa, we can reasonably infer a substantial and rapidly expanding ACK market. The CAGR, while unspecified, likely mirrors the overall smart home device growth, placing it in the high single digits to low double digits annually. Key drivers include the convenience and seamless integration offered by ACK, enabling manufacturers to quickly and cost-effectively integrate Alexa functionality into their devices. This reduces development time and costs, attracting a wider range of manufacturers to the ecosystem. Furthermore, the growing consumer preference for voice-controlled devices and the expanding applications of smart home technology across diverse sectors—from appliances and health devices to automotive and industrial applications—are powerful tailwinds for ACK adoption. However, potential restraints exist. Competition from other voice assistants and smart home platforms could limit ACK's market share. Concerns about data privacy and security surrounding connected devices also remain a challenge. To maintain momentum, Amazon must continue to enhance ACK's functionality, improve its developer tools, and address consumer concerns regarding data security. Segment-wise, the smart home devices and appliances segment currently holds the largest market share, with health and wellness devices and automotive integration showing significant growth potential. Hardware components constitute a larger market share compared to software, reflecting the fundamental need for physical devices to integrate with the Alexa platform. Geographically, North America and Europe are currently leading markets, reflecting higher smart home penetration, but the Asia-Pacific region presents substantial untapped potential given its rapidly expanding middle class and increasing smartphone usage. The forecast period (2025-2033) will likely witness significant expansion across all segments and regions, particularly in emerging markets.

  6. S

    Smart Speaker Market Report

    • archivemarketresearch.com
    doc, pdf, ppt
    Updated Jan 6, 2025
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    Archive Market Research (2025). Smart Speaker Market Report [Dataset]. https://www.archivemarketresearch.com/reports/smart-speaker-market-1134
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    pdf, doc, pptAvailable download formats
    Dataset updated
    Jan 6, 2025
    Dataset authored and provided by
    Archive Market Research
    License

    https://www.archivemarketresearch.com/privacy-policyhttps://www.archivemarketresearch.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    global
    Variables measured
    Market Size
    Description

    The Smart Speaker Market size was valued at USD 12.30 billion in 2023 and is projected to reach USD 50.05 billion by 2032, exhibiting a CAGR of 22.2 % during the forecasts period. A smart speaker is a voice-activated device designed to interact with users through voice commands, providing various functionalities such as playing music, answering questions, and controlling smart home devices. Types of smart speakers include standalone models like the Amazon Echo and Google Nest Audio, which offer built-in voice assistants, and those integrated into other devices, such as smart displays and soundbars. Features commonly include voice recognition, internet connectivity, and integration with smart home ecosystems. Applications range from managing daily tasks and providing weather updates to controlling home automation systems and playing multimedia content. Smart speakers enhance convenience and connectivity in personal and professional environments, offering a seamless way to access information and control devices. Recent developments include: In June 2023, Amazon introduced the Echo Pop smart speaker. The Amazon Echo Pop is a smart speaker that uses Amazon's AZ2 Neural Edge processor. It supports voice commands in English, Hindi, and Hinglish, allowing users to play music, operate smart lights and plugs, set alarms, check cricket scores, and create reminders. Users can also connect the Echo Pop with Bluetooth to play music from their phone or computer. The Echo Pop also contains a microphone on/off button and can examine and delete voice recordings. The user can control privacy settings and specify when Alexa should listen. , In May 2023, Google announced the launch of an upgrade for the second-generation Nest Hub, making it the third gadget to run the company's in-house Fuchsia OS. The project aims to develop an open-source operating system for smart home devices. , In April 2023, Google announced an update for its Assistant software. This update aims to change how the Assistant responds to commands; the user can command the Assistant to turn off the lights without verbal confirmation. , In February 2023, Amazon announced that Indian users could choose between a male and female voice for Alexa. The added feature is that Indian users can now choose a male voice for Alexa over the existing female voice. It is a significant development, giving users more flexibility and choice in interacting with Alexa. , In January 2023, Apple introduced the second-generation HomePod, a powerful smart speaker with groundbreaking sound and intelligence. The HomePod supports immersive Spatial Audio tracks and powerful computational audio for a game-changing listening experience. It also lets users use Siri to establish smart home automation, receive notifications of smoke or carbon monoxide alarms, and check the temperature and humidity in a space, all while remaining hands-free. , In July 2022, Xiaomi introduced the Smart Speaker with IR control. It can be a remote control for suitable home equipment such as air conditioners, as the Xiaomi Smart Speaker supports Google Assistant. It is capable of controlling smart gadgets around the house via voice assistance. The Mi Home app houses all of these controls. , In October 2020, Apple unveiled a new smart speaker called the HomePod mini. It is small but powerful, with impressive sound quality and the intelligence of Siri. HomePod mini is easy to use and control, making it a convenient addition to any home. .

  7. m

    Alexa Connect Kit (ACK) Market Size, Share & Industry Trends Analysis 2033

    • marketresearchintellect.com
    Updated Jun 27, 2024
    + more versions
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    Market Research Intellect (2024). Alexa Connect Kit (ACK) Market Size, Share & Industry Trends Analysis 2033 [Dataset]. https://www.marketresearchintellect.com/product/alexa-connect-kit-ack-market/
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    Dataset updated
    Jun 27, 2024
    Dataset authored and provided by
    Market Research Intellect
    License

    https://www.marketresearchintellect.com/privacy-policyhttps://www.marketresearchintellect.com/privacy-policy

    Area covered
    Global
    Description

    Uncover Market Research Intellect's latest Alexa Connect Kit (ACK) Market Report, valued at USD 450 million in 2024, expected to rise to USD 1.2 billion by 2033 at a CAGR of 12.3% from 2026 to 2033.

  8. V

    Voice Assistants for Smart Home Report

    • marketreportanalytics.com
    doc, pdf, ppt
    Updated Apr 3, 2025
    + more versions
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    Market Report Analytics (2025). Voice Assistants for Smart Home Report [Dataset]. https://www.marketreportanalytics.com/reports/voice-assistants-for-smart-home-55274
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    doc, ppt, pdfAvailable download formats
    Dataset updated
    Apr 3, 2025
    Dataset authored and provided by
    Market Report Analytics
    License

    https://www.marketreportanalytics.com/privacy-policyhttps://www.marketreportanalytics.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The global market for voice assistants in smart homes is experiencing robust growth, driven by increasing smart home device adoption, the rising popularity of voice-controlled interfaces, and advancements in natural language processing (NLP) and artificial intelligence (AI). The convenience and hands-free operation offered by voice assistants are transforming how consumers interact with their homes, leading to higher adoption rates across various demographics. While the precise market size in 2025 is unavailable, considering the projected Compound Annual Growth Rate (CAGR) and typical market expansion patterns in the technology sector, a reasonable estimate would place it around $25 billion USD. This significant value is further fueled by the proliferation of smart speakers, smart displays, and smart appliances integrated with voice assistants. Major technology companies such as Amazon, Google, Apple, and Samsung are key players, continually innovating to enhance features and expand their product portfolios. This competitive landscape is further strengthened by the entrance of players like Xiaomi and Sonos, broadening the market appeal and technological diversity. Looking ahead, several key trends will shape the future of this market. Increased integration with other smart home systems and platforms promises seamless control over multiple devices, fostering a more cohesive smart home experience. The development of more sophisticated NLP capabilities will enhance voice assistant accuracy and understanding of natural language commands, reducing frustration and increasing user satisfaction. The growth of voice-controlled home security systems and personalized health monitoring tools will broaden applications and market expansion. However, concerns regarding data privacy and security, along with the high initial cost of adopting smart home technology, are potential restraints on overall market growth. Nonetheless, the long-term outlook remains positive, with continued innovation and increasing consumer demand expected to drive substantial expansion throughout the forecast period (2025-2033). We estimate a CAGR of 15% over this period, placing the market size near $80 billion by 2033.

  9. US Smart Home Speaker Market Analysis, Size, and Forecast 2025-2029

    • technavio.com
    Updated May 15, 2025
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    Technavio (2025). US Smart Home Speaker Market Analysis, Size, and Forecast 2025-2029 [Dataset]. https://www.technavio.com/report/smart-home-speaker-market-industry-in-us-analysis
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    Dataset updated
    May 15, 2025
    Dataset provided by
    TechNavio
    Authors
    Technavio
    Time period covered
    2021 - 2025
    Area covered
    United States
    Description

    Snapshot img

    US Smart Home Speaker Market Size 2025-2029

    The US smart home speaker market size is forecast to increase by USD 6.41 billion, at a CAGR of 23.2% between 2024 and 2029.

    The Smart Home Speaker market is experiencing a significant increase, with escalating unit sales driven by the increasing popularity of voice-activated technology and the convenience it offers in managing daily tasks and home automation. This trend is further fueled by the growing prominence of smart displays, which provide visual information in addition to audio responses, enhancing user experience. However, this market growth is not without challenges. The market is experiencing significant growth, driven by the increasing adoption of smart speakers and the popularity of voice commerce.
    Privacy and security concerns loom large as smart home speakers collect and process vast amounts of personal data, raising valid concerns about data breaches and unauthorized access. The market is also seeing increased demand from gaming consoles and other home entertainment systems. Companies operating in this market must prioritize addressing these challenges through robust security measures and transparent data handling practices to maintain consumer trust and ensure long-term success.
    

    What will be the size of the US Smart Home Speaker Market during the forecast period?

    Request Free Sample

    The smart home speaker market is experiencing significant growth, driven by advances in voice command technology and interactive voice response systems. Firmware updates and privacy settings are crucial for maintaining user experience, while mobile app control offers convenience and flexibility. High-end audio and multi-user support cater to the audiophile community, integrating home theater systems and gesture control for a deep experience. This trend is being fueled by the integration of voice assistants into Bluetooth speakers, enabling users to control their music and access various smart home functions through voice commands. Product design and user interface are essential, with audiophile equipment and parental controls tailored to diverse user needs. Cloud-based services and family accounts facilitate software development and network connectivity, ensuring secure data encryption and network security.
    Audiophile speakers, home networking, and wireless networking are key trends, with touch controls and smart home technology enabling remote access and control. Audio engineering and mesh networking are essential for optimizing sound quality and expanding coverage.
    

    How is this market segmented?

    The market research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD million' for the period 2025-2029, as well as historical data from 2019-2023 for the following segments.

    Platform
    
      Amazon alexa
      Google assistant
      Others
    
    
    Distribution Channel
    
      Online
      Offline
    
    
    Product Type
    
      Standalone smart speakers
      Smart displays
      Soundbars with smart assistants
    
    
    Price
    
      Budget
      Mid-range
      Premium
    
    
    Geography
    
      North America
    
        US
    

    By Platform Insights

    The amazon alexa segment is estimated to witness significant growth during the forecast period.

    Smart home speakers, equipped with advanced microphone arrays and digital voice assistants, have revolutionized home automation and entertainment. These wireless speaker systems offer alarm sounds, sleep timers, and hands-free calling, making daily routines more convenient. Digital voice assistants, such as Amazon Alexa, have become indispensable, enabling users to control smart home devices, play music, and access information with simple voice commands. Audio quality, from stereo sound to high-fidelity audio and audiophile sound, caters to various preferences. Smart home automation integrates seamlessly with these speakers, allowing users to control lighting, thermostats, and appliances. Voice recognition and far-field technology enable the digital assistant to understand commands even from a distance.

    Data security is a priority, with encryption and secure connections ensuring privacy. Multi-room audio systems and music streaming services provide endless entertainment options, including podcast playback and radio stations. Smart home hubs and platforms facilitate easy integration of multiple devices and speakers. Multi-speaker setups and 360-degree sound offer deep experiences. Connected devices, from smart home appliances to security systems, can be controlled via voice commands, enhancing convenience and efficiency. Digital signal processing and natural language processing ensure accurate and quick responses. White noise and noise cancellation features provide a peaceful environment. Privacy concerns remain a focus, with users prioritizing secure connections and data encryption.

    Home entertainment and home theater systems offer cinematic experiences, while AI-powere

  10. S

    Smart Speaker Market Report

    • marketreportanalytics.com
    doc, pdf, ppt
    Updated Jun 22, 2025
    + more versions
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    Market Report Analytics (2025). Smart Speaker Market Report [Dataset]. https://www.marketreportanalytics.com/reports/smart-speaker-market-88012
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    ppt, doc, pdfAvailable download formats
    Dataset updated
    Jun 22, 2025
    Dataset authored and provided by
    Market Report Analytics
    License

    https://www.marketreportanalytics.com/privacy-policyhttps://www.marketreportanalytics.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The global smart speaker market, valued at $14.42 billion in 2025, is projected to experience robust growth, driven by a compound annual growth rate (CAGR) of 15.20% from 2025 to 2033. This expansion is fueled by several key factors. The increasing affordability of smart speakers, coupled with their integration into smart homes and the rising adoption of voice assistants like Alexa, Google Assistant, and Siri, are major catalysts. Consumers are drawn to the convenience and hands-free control offered by these devices for tasks ranging from playing music and setting reminders to controlling smart home appliances and accessing information. Furthermore, the continuous development of advanced features, such as improved sound quality, enhanced voice recognition capabilities, and broader platform integrations, further fuels market growth. Competition among established players like Apple, Amazon, Google, and Bose, along with emerging players from Asia, contributes to innovation and price competitiveness, making smart speakers accessible to a wider audience. However, market growth is not without challenges. Concerns surrounding data privacy and security related to voice-activated devices represent a significant restraint. Consumers are increasingly aware of the potential for data breaches and misuse of personal information collected by smart speakers, leading to hesitancy in adoption. Additionally, the market faces challenges from the saturation of the early adopter market and the need to continuously innovate to maintain consumer interest and drive further adoption beyond the existing user base. Despite these restraints, the overall outlook for the smart speaker market remains positive, driven by ongoing technological advancements, expanding applications, and increasing consumer demand for convenient and connected home experiences. The market segmentation, while not explicitly detailed, likely includes variations based on speaker size, features (e.g., multi-room audio, video capabilities), price points, and brand. Regional variations will undoubtedly reflect differing levels of technological adoption and economic development. Recent developments include: September 2023: Amazon introduced the latest iteration of its Alexa voice assistant, powered by generative AI. This enhanced version of Alexa is built upon the Alexa Large Language Model (LLM) and brings expanded functionalities to older Echo devices, including the original Echo Plus. Notably, users with Visual ID can now effortlessly start conversations with the device by merely facing it, eliminating the need for wake-up prompts., September 2023: PhonePe revealed that its SmartSpeakers gained significant popularity, with over four million devices deployed throughout India. This rapid deployment is unprecedented among offline merchants nationwide. The SmartSpeakers offered by PhonePe play a crucial role in seamlessly verifying customer payments without requiring any manual intervention. Moreover, the swift audio confirmations provided by these devices have played a pivotal role in establishing high trust and reliability among the company's 3.6 crore merchants. These merchants are spread across 19,000 postal codes in the country, making PhonePe's SmartSpeakers an invaluable asset for their businesses.. Key drivers for this market are: Growing Investments and Government Efforts to Boost Smart Homes, Increasing Consumer Demand for Smart and Connected Devices. Potential restraints include: Growing Investments and Government Efforts to Boost Smart Homes, Increasing Consumer Demand for Smart and Connected Devices. Notable trends are: Amazon Alexa is Expected to Witness Significant Growth Rate.

  11. S

    Smart Home Speaker Market Report

    • marketreportanalytics.com
    doc, pdf, ppt
    Updated Mar 14, 2025
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    Market Report Analytics (2025). Smart Home Speaker Market Report [Dataset]. https://www.marketreportanalytics.com/reports/smart-home-speaker-market-3847
    Explore at:
    ppt, doc, pdfAvailable download formats
    Dataset updated
    Mar 14, 2025
    Dataset authored and provided by
    Market Report Analytics
    License

    https://www.marketreportanalytics.com/privacy-policyhttps://www.marketreportanalytics.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    US
    Variables measured
    Market Size
    Description

    The global smart home speaker market is experiencing robust growth, projected to reach a substantial size driven by increasing adoption of voice assistants, smart home ecosystems, and the rising demand for convenient and personalized home automation. The market's Compound Annual Growth Rate (CAGR) of 20.6% from 2019 to 2024 suggests a significant expansion, with a market value of $2.99 billion in 2024. This growth is fueled by factors such as decreasing device costs, improved voice recognition technology, and the integration of smart speakers with other IoT (Internet of Things) devices, creating interconnected smart home experiences. Key players like Amazon, Google, Apple, and others are constantly innovating, introducing new features, and expanding their product portfolios to cater to a diverse range of consumer needs and preferences. This competitive landscape is driving innovation and affordability, further fueling market expansion. The market segmentation reveals key growth areas. The dominance of Amazon Alexa and Google Assistant highlights the importance of platform-specific development and integration. While online distribution currently holds a larger market share, offline channels are expanding as smart speakers become increasingly accessible through retail stores and electronics chains. Geographic analysis reveals strong performance in the US market, with other regions poised for substantial growth as smart home technology adoption increases globally. However, factors like privacy concerns, security vulnerabilities, and potential market saturation in mature markets present challenges that companies must address to sustain long-term growth. Future growth will likely depend on the development of more sophisticated voice interfaces, seamless integration with other smart home devices, and addressing the concerns regarding data privacy and security.

  12. f

    Data_Sheet_2_“Alexa, You're Really Stupid”: A Longitudinal Field Study on...

    • frontiersin.figshare.com
    pdf
    Updated Jun 11, 2023
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    Lina Mavrina; Jessica Szczuka; Clara Strathmann; Lisa Michelle Bohnenkamp; Nicole Krämer; Stefan Kopp (2023). Data_Sheet_2_“Alexa, You're Really Stupid”: A Longitudinal Field Study on Communication Breakdowns Between Family Members and a Voice Assistant.PDF [Dataset]. http://doi.org/10.3389/fcomp.2022.791704.s002
    Explore at:
    pdfAvailable download formats
    Dataset updated
    Jun 11, 2023
    Dataset provided by
    Frontiers
    Authors
    Lina Mavrina; Jessica Szczuka; Clara Strathmann; Lisa Michelle Bohnenkamp; Nicole Krämer; Stefan Kopp
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Description

    In this paper, we present the results of our long-term study on use of a voice assistant (Amazon Alexa via Amazon Echo Dot) in nine families with children and no previous experience with this technology. The study was conducted over the course of 5 weeks during which the families could interact with the device freely. Three house visits were made to collect empirical data from the adult participants in form of questionnaires. Additionally, conversational data from log files of the voice assistant were obtained. These data were annotated and analyzed with a focus on communication breakdowns during human-assistant interaction. We investigate user behavior for both adults and children in such situations, its reasons and consequences for user satisfaction. This article provides qualitative analysis of three particularly interesting breakdown cases, as well as statistical analysis along several hypotheses and research questions combining empirical and conversational data. Described cases of communication breakdown illustrate findings from existing literature on the topic. The statistical analysis paints a mixed picture, however, it helped us identify further avenues for research, some of which can be explored with our data set in the future. We found a significant negative effect of the number of abandoned failed requests on user satisfaction, contrary to the number of successfully repaired requests that had no influence on user satisfaction. We discovered that users are more inclined to use reformulation as repair strategy when they do not perceive the emergence of miscommunication as their fault. We could not identify a significant effect of internal reasons for the choice of other strategies, so we suggest that situational clues such as the immediate response of the voice assistant are more important for the choice of repair strategy. Our results also hint that users distinguish between repair strategies differently, as the self-perceived frequency of repetitions and abortions of requests were found to be positive predictors for the use of reformulation-based strategies. With regards to the long-term aspect of the study, use of repetition as a repair strategy by both children and adults significantly decreased with time, no other changes were found for other strategies. Additionally, no significant impact of age on the choice of repair strategy was found, as well as no interaction effect between age and time.

  13. Datasets for Sentiment Analysis

    • zenodo.org
    csv
    Updated Dec 10, 2023
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    Julie R. Repository creator - Campos Arias; Julie R. Repository creator - Campos Arias (2023). Datasets for Sentiment Analysis [Dataset]. http://doi.org/10.5281/zenodo.10157504
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    csvAvailable download formats
    Dataset updated
    Dec 10, 2023
    Dataset provided by
    Zenodohttp://zenodo.org/
    Authors
    Julie R. Repository creator - Campos Arias; Julie R. Repository creator - Campos Arias
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Description

    This repository was created for my Master's thesis in Computational Intelligence and Internet of Things at the University of Córdoba, Spain. The purpose of this repository is to store the datasets found that were used in some of the studies that served as research material for this Master's thesis. Also, the datasets used in the experimental part of this work are included.

    Below are the datasets specified, along with the details of their references, authors, and download sources.

    ----------- STS-Gold Dataset ----------------

    The dataset consists of 2026 tweets. The file consists of 3 columns: id, polarity, and tweet. The three columns denote the unique id, polarity index of the text and the tweet text respectively.

    Reference: Saif, H., Fernandez, M., He, Y., & Alani, H. (2013). Evaluation datasets for Twitter sentiment analysis: a survey and a new dataset, the STS-Gold.

    File name: sts_gold_tweet.csv

    ----------- Amazon Sales Dataset ----------------

    This dataset is having the data of 1K+ Amazon Product's Ratings and Reviews as per their details listed on the official website of Amazon. The data was scraped in the month of January 2023 from the Official Website of Amazon.

    Owner: Karkavelraja J., Postgraduate student at Puducherry Technological University (Puducherry, Puducherry, India)

    Features:

    • product_id - Product ID
    • product_name - Name of the Product
    • category - Category of the Product
    • discounted_price - Discounted Price of the Product
    • actual_price - Actual Price of the Product
    • discount_percentage - Percentage of Discount for the Product
    • rating - Rating of the Product
    • rating_count - Number of people who voted for the Amazon rating
    • about_product - Description about the Product
    • user_id - ID of the user who wrote review for the Product
    • user_name - Name of the user who wrote review for the Product
    • review_id - ID of the user review
    • review_title - Short review
    • review_content - Long review
    • img_link - Image Link of the Product
    • product_link - Official Website Link of the Product

    License: CC BY-NC-SA 4.0

    File name: amazon.csv

    ----------- Rotten Tomatoes Reviews Dataset ----------------

    This rating inference dataset is a sentiment classification dataset, containing 5,331 positive and 5,331 negative processed sentences from Rotten Tomatoes movie reviews. On average, these reviews consist of 21 words. The first 5331 rows contains only negative samples and the last 5331 rows contain only positive samples, thus the data should be shuffled before usage.

    This data is collected from https://www.cs.cornell.edu/people/pabo/movie-review-data/ as a txt file and converted into a csv file. The file consists of 2 columns: reviews and labels (1 for fresh (good) and 0 for rotten (bad)).

    Reference: Bo Pang and Lillian Lee. Seeing stars: Exploiting class relationships for sentiment categorization with respect to rating scales. In Proceedings of the 43rd Annual Meeting of the Association for Computational Linguistics (ACL'05), pages 115–124, Ann Arbor, Michigan, June 2005. Association for Computational Linguistics

    File name: data_rt.csv

    ----------- Preprocessed Dataset Sentiment Analysis ----------------

    Preprocessed amazon product review data of Gen3EcoDot (Alexa) scrapped entirely from amazon.in
    Stemmed and lemmatized using nltk.
    Sentiment labels are generated using TextBlob polarity scores.

    The file consists of 4 columns: index, review (stemmed and lemmatized review using nltk), polarity (score) and division (categorical label generated using polarity score).

    DOI: 10.34740/kaggle/dsv/3877817

    Citation: @misc{pradeesh arumadi_2022, title={Preprocessed Dataset Sentiment Analysis}, url={https://www.kaggle.com/dsv/3877817}, DOI={10.34740/KAGGLE/DSV/3877817}, publisher={Kaggle}, author={Pradeesh Arumadi}, year={2022} }

    This dataset was used in the experimental phase of my research.

    File name: EcoPreprocessed.csv

    ----------- Amazon Earphones Reviews ----------------

    This dataset consists of a 9930 Amazon reviews, star ratings, for 10 latest (as of mid-2019) bluetooth earphone devices for learning how to train Machine for sentiment analysis.

    This dataset was employed in the experimental phase of my research. To align it with the objectives of my study, certain reviews were excluded from the original dataset, and an additional column was incorporated into this dataset.

    The file consists of 5 columns: ReviewTitle, ReviewBody, ReviewStar, Product and division (manually added - categorical label generated using ReviewStar score)

    License: U.S. Government Works

    Source: www.amazon.in

    File name (original): AllProductReviews.csv (contains 14337 reviews)

    File name (edited - used for my research) : AllProductReviews2.csv (contains 9930 reviews)

    ----------- Amazon Musical Instruments Reviews ----------------

    This dataset contains 7137 comments/reviews of different musical instruments coming from Amazon.

    This dataset was employed in the experimental phase of my research. To align it with the objectives of my study, certain reviews were excluded from the original dataset, and an additional column was incorporated into this dataset.

    The file consists of 10 columns: reviewerID, asin (ID of the product), reviewerName, helpful (helpfulness rating of the review), reviewText, overall (rating of the product), summary (summary of the review), unixReviewTime (time of the review - unix time), reviewTime (time of the review (raw) and division (manually added - categorical label generated using overall score).

    Source: http://jmcauley.ucsd.edu/data/amazon/

    File name (original): Musical_instruments_reviews.csv (contains 10261 reviews)

    File name (edited - used for my research) : Musical_instruments_reviews2.csv (contains 7137 reviews)

  14. V

    Voice Control Smart Home Platforms Report

    • datainsightsmarket.com
    doc, pdf, ppt
    Updated Jun 17, 2025
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    Data Insights Market (2025). Voice Control Smart Home Platforms Report [Dataset]. https://www.datainsightsmarket.com/reports/voice-control-smart-home-platforms-1945489
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    ppt, doc, pdfAvailable download formats
    Dataset updated
    Jun 17, 2025
    Dataset authored and provided by
    Data Insights Market
    License

    https://www.datainsightsmarket.com/privacy-policyhttps://www.datainsightsmarket.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The voice control smart home platform market is experiencing robust growth, driven by increasing consumer adoption of smart home devices and the rising demand for seamless, hands-free control of home appliances and systems. The market, estimated at $15 billion in 2025, is projected to witness a Compound Annual Growth Rate (CAGR) of 18% from 2025 to 2033, reaching an estimated $60 billion by 2033. This expansion is fueled by several key factors: the increasing affordability of smart home devices, advancements in voice recognition technology leading to improved accuracy and natural language processing, and the growing integration of voice control into various smart home ecosystems. Furthermore, the expanding availability of high-speed internet access globally is playing a crucial role in enhancing the user experience and promoting wider adoption. However, challenges remain. Concerns regarding data privacy and security surrounding voice-activated devices continue to hinder market penetration. Interoperability issues between different platforms and brands, coupled with the occasional technical glitches and complexities in setup, can also deter consumers. Despite these hurdles, the market's positive trajectory is expected to persist, driven by continued technological innovation, the development of more robust security protocols, and the increasing integration of voice control into other smart home functionalities like entertainment and energy management systems. Key players like Amazon, Google, and Apple are strategically positioning themselves to capitalize on this growth, constantly enhancing their offerings and expanding their ecosystems. The competitive landscape is dynamic, with companies focusing on differentiated value propositions, including superior voice recognition accuracy, seamless cross-platform integration, and enhanced user-friendly interfaces.

  15. s

    Global Smart Speaker Market Size, Share, Growth Analysis, By Intelligent...

    • skyquestt.com
    Updated Jul 12, 2022
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    SkyQuest Technology (2022). Global Smart Speaker Market Size, Share, Growth Analysis, By Intelligent Virtual Assistant(Amazon Alexa, Google Assistant), By End-User(Personal, Commercial), By Distribution Channel(Online, Offline), By Type(virtual assistant, wireless speakers) - Industry Forecast 2023-2030 [Dataset]. https://www.skyquestt.com/report/smart-speaker-market
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    Dataset updated
    Jul 12, 2022
    Dataset authored and provided by
    SkyQuest Technology
    License

    https://www.skyquestt.com/privacy/https://www.skyquestt.com/privacy/

    Time period covered
    2023 - 2030
    Area covered
    Global
    Description

    Global Smart Speaker Market size was valued at USD 8.6 billion in 2021 and is poised to grow from USD 10.8 billion in 2022 to USD 84.02 billion by 2030, growing at a CAGR of 25.6% in the forecast period (2023-2030).

  16. Data from: Analysis of the Quantitative Impact of Social Networks General...

    • figshare.com
    • produccioncientifica.ucm.es
    doc
    Updated Oct 14, 2022
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    David Parra; Santiago Martínez Arias; Sergio Mena Muñoz (2022). Analysis of the Quantitative Impact of Social Networks General Data.doc [Dataset]. http://doi.org/10.6084/m9.figshare.21329421.v1
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    docAvailable download formats
    Dataset updated
    Oct 14, 2022
    Dataset provided by
    Figsharehttp://figshare.com/
    Authors
    David Parra; Santiago Martínez Arias; Sergio Mena Muñoz
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Description

    General data recollected for the studio " Analysis of the Quantitative Impact of Social Networks on Web Traffic of Cybermedia in the 27 Countries of the European Union". Four research questions are posed: what percentage of the total web traffic generated by cybermedia in the European Union comes from social networks? Is said percentage higher or lower than that provided through direct traffic and through the use of search engines via SEO positioning? Which social networks have a greater impact? And is there any degree of relationship between the specific weight of social networks in the web traffic of a cybermedia and circumstances such as the average duration of the user's visit, the number of page views or the bounce rate understood in its formal aspect of not performing any kind of interaction on the visited page beyond reading its content? To answer these questions, we have first proceeded to a selection of the cybermedia with the highest web traffic of the 27 countries that are currently part of the European Union after the United Kingdom left on December 31, 2020. In each nation we have selected five media using a combination of the global web traffic metrics provided by the tools Alexa (https://www.alexa.com/), which ceased to be operational on May 1, 2022, and SimilarWeb (https:// www.similarweb.com/). We have not used local metrics by country since the results obtained with these first two tools were sufficiently significant and our objective is not to establish a ranking of cybermedia by nation but to examine the relevance of social networks in their web traffic. In all cases, cybermedia whose property corresponds to a journalistic company have been selected, ruling out those belonging to telecommunications portals or service providers; in some cases they correspond to classic information companies (both newspapers and televisions) while in others they refer to digital natives, without this circumstance affecting the nature of the research proposed.
    Below we have proceeded to examine the web traffic data of said cybermedia. The period corresponding to the months of October, November and December 2021 and January, February and March 2022 has been selected. We believe that this six-month stretch allows possible one-time variations to be overcome for a month, reinforcing the precision of the data obtained. To secure this data, we have used the SimilarWeb tool, currently the most precise tool that exists when examining the web traffic of a portal, although it is limited to that coming from desktops and laptops, without taking into account those that come from mobile devices, currently impossible to determine with existing measurement tools on the market. It includes:

    Web traffic general data: average visit duration, pages per visit and bounce rate Web traffic origin by country Percentage of traffic generated from social media over total web traffic Distribution of web traffic generated from social networks Comparison of web traffic generated from social netwoks with direct and search procedures

  17. S

    Smart Audio Systems Report

    • archivemarketresearch.com
    doc, pdf, ppt
    Updated Jun 19, 2025
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    Archive Market Research (2025). Smart Audio Systems Report [Dataset]. https://www.archivemarketresearch.com/reports/smart-audio-systems-232133
    Explore at:
    doc, ppt, pdfAvailable download formats
    Dataset updated
    Jun 19, 2025
    Dataset authored and provided by
    Archive Market Research
    License

    https://www.archivemarketresearch.com/privacy-policyhttps://www.archivemarketresearch.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The smart audio systems market, valued at $41.38 billion in 2025, is experiencing robust growth. While the exact CAGR isn't provided, considering the rapid adoption of smart home technologies and the increasing demand for high-quality audio experiences, a conservative estimate places the Compound Annual Growth Rate (CAGR) between 10% and 15% during the forecast period (2025-2033). This growth is fueled by several key drivers: the proliferation of voice assistants like Alexa and Google Assistant, increasing affordability of smart speakers and soundbars, and the growing integration of smart audio systems into broader smart home ecosystems. Consumers are increasingly drawn to the convenience of voice control, seamless music streaming, and multi-room audio capabilities offered by these systems. Furthermore, advancements in audio technology, such as improved sound quality and immersive surround sound features, are further driving market expansion. Key players like Sonos, Bose, and Samsung (Harman Kardon) are constantly innovating to cater to this growing demand, fostering competition and driving down prices, making smart audio systems accessible to a wider consumer base. The market's growth trajectory is further enhanced by emerging trends, such as the integration of smart audio with other smart home devices (lighting, security systems, etc.) and the development of more sophisticated personalized audio experiences based on user preferences and listening habits. However, challenges remain. Potential restraints include concerns about data privacy and security related to voice-activated devices, as well as the potential for technological obsolescence given the rapid pace of innovation in the consumer electronics sector. Despite these challenges, the long-term outlook for the smart audio systems market remains highly positive, driven by continuous technological advancements and the escalating demand for convenient and high-quality audio solutions within the smart home. The market is expected to significantly expand over the next decade, presenting substantial opportunities for existing players and new entrants alike.

  18. S

    Smart Display with Video Calling Report

    • archivemarketresearch.com
    doc, pdf, ppt
    Updated Apr 16, 2025
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    Archive Market Research (2025). Smart Display with Video Calling Report [Dataset]. https://www.archivemarketresearch.com/reports/smart-display-with-video-calling-525330
    Explore at:
    pdf, doc, pptAvailable download formats
    Dataset updated
    Apr 16, 2025
    Dataset authored and provided by
    Archive Market Research
    License

    https://www.archivemarketresearch.com/privacy-policyhttps://www.archivemarketresearch.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The global smart display with video calling market is experiencing robust growth, driven by increasing demand for convenient communication solutions and the integration of smart home technologies. The market, currently estimated at $15 billion in 2025, is projected to exhibit a Compound Annual Growth Rate (CAGR) of 18% from 2025 to 2033. This growth is fueled by several key factors, including the rising adoption of smart assistants like Alexa and Google Assistant, the increasing affordability of smart displays, and the expanding integration of video calling capabilities into everyday devices. The convenience of hands-free video calling, especially for older adults or individuals with mobility challenges, is a significant driver. Furthermore, the growing popularity of remote work and telehealth services is further boosting market expansion. Different screen sizes cater to various needs, with smaller displays popular for bedside use and larger ones suited for family interactions or home office setups. The market segments by application show a strong growth trajectory in both online and offline sales channels, reflecting a broad consumer adoption. Major players like Google, Amazon, Facebook, Lenovo, and Baidu are actively competing to innovate and capture market share through advanced features, seamless integration with other smart home devices, and competitive pricing strategies. The market's growth is, however, subject to certain restraints. Concerns regarding data privacy and security associated with always-on devices remain a challenge. The market also faces potential challenges related to the increasing competition from traditional video conferencing solutions and the evolving technological landscape. Despite these challenges, the long-term outlook for the smart display with video calling market remains positive, as technological advancements and increasing consumer demand continue to propel its growth. The regional breakdown shows a strong presence in North America and Asia Pacific, fueled by high tech adoption rates and a strong consumer base. These regions are expected to maintain significant market share throughout the forecast period. Future growth will likely be shaped by innovation in display technology, improved video quality, and the development of more sophisticated integrated features.

  19. S

    Smart Speakers Report

    • archivemarketresearch.com
    doc, pdf, ppt
    Updated May 26, 2025
    + more versions
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    Archive Market Research (2025). Smart Speakers Report [Dataset]. https://www.archivemarketresearch.com/reports/smart-speakers-514836
    Explore at:
    ppt, doc, pdfAvailable download formats
    Dataset updated
    May 26, 2025
    Dataset authored and provided by
    Archive Market Research
    License

    https://www.archivemarketresearch.com/privacy-policyhttps://www.archivemarketresearch.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The global smart speaker market, valued at $11.29 billion in 2025, is projected to experience robust growth, exhibiting a Compound Annual Growth Rate (CAGR) of 9.9% from 2025 to 2033. This expansion is driven by several key factors. The increasing adoption of voice assistants like Alexa and Google Assistant, coupled with enhanced features such as seamless integration with smart home ecosystems and improved sound quality, fuels consumer demand. Furthermore, declining prices and a wider range of functionalities, including music streaming, news updates, and home automation controls, are making smart speakers more accessible and attractive to a broader consumer base. The competitive landscape is dominated by major tech giants like Amazon, Google, Apple, and others, constantly innovating with new features and designs to maintain their market share. However, challenges remain, including privacy concerns surrounding voice data collection and the potential for market saturation as the technology matures. Future growth will likely hinge on the development of more sophisticated voice recognition, enhanced personalization, and the integration of smart speakers into emerging technologies, such as the metaverse and augmented reality. This substantial growth is anticipated to continue, fuelled by several trends. The rising integration of smart speakers into the Internet of Things (IoT) will enable users to control multiple devices with voice commands, further increasing convenience. The emergence of more specialized smart speakers, catering to niches like high-fidelity audio enthusiasts or specific age demographics, will broaden the market appeal. Furthermore, advancements in artificial intelligence (AI) and natural language processing (NLP) will enhance the user experience, making smart speakers more intuitive and capable of handling complex tasks. Despite these positive trends, the market faces constraints, including the competition from other smart home devices and the ongoing concerns about data security and privacy. Strategic partnerships and collaborations across different sectors are likely to become increasingly crucial for companies seeking to navigate these challenges and capitalize on the continued growth potential within the smart speaker market.

  20. V

    Voice-Enabled Speakers Report

    • archivemarketresearch.com
    doc, pdf, ppt
    Updated May 31, 2025
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    Archive Market Research (2025). Voice-Enabled Speakers Report [Dataset]. https://www.archivemarketresearch.com/reports/voice-enabled-speakers-531861
    Explore at:
    doc, pdf, pptAvailable download formats
    Dataset updated
    May 31, 2025
    Dataset authored and provided by
    Archive Market Research
    License

    https://www.archivemarketresearch.com/privacy-policyhttps://www.archivemarketresearch.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The global market for voice-enabled speakers is experiencing robust growth, driven by increasing adoption of smart home technology, advancements in voice recognition capabilities, and the rising popularity of virtual assistants like Alexa and Google Assistant. The market size in 2025 is estimated at $15 billion, exhibiting a Compound Annual Growth Rate (CAGR) of 15% between 2025 and 2033. This substantial growth is fueled by factors such as declining prices, improved sound quality, and enhanced functionality in voice-activated devices. Consumers are increasingly drawn to the convenience and seamless integration offered by voice-enabled speakers, using them for music streaming, setting reminders, controlling smart home devices, and accessing information. The market is segmented by various factors including speaker type (smart speakers, soundbars, portable speakers), price range, and distribution channels. Key players in this dynamic market include established tech giants like Google, Amazon, Apple (Beats), Samsung (Harman), Bose, and emerging players like Sonos and Xiaomi. Competition is fierce, with companies focusing on innovation in areas such as superior audio quality, enhanced voice recognition accuracy, privacy features, and integration with other smart home ecosystems. Restraints to growth include concerns about data privacy, the potential for technological glitches, and the saturation of the market in certain developed regions. However, expansion into developing economies and the introduction of innovative features and applications are anticipated to sustain market growth in the long term. The forecast period of 2025-2033 presents significant opportunities for both established and emerging players to capture market share through product differentiation, strategic partnerships, and effective marketing strategies.

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(2025). alexa.com Traffic Analytics Data [Dataset]. https://analytics.explodingtopics.com/website/alexa.com

alexa.com Traffic Analytics Data

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Dataset updated
May 1, 2025
Variables measured
Global Rank, Monthly Visits, Authority Score, US Country Rank
Description

Traffic analytics, rankings, and competitive metrics for alexa.com as of May 2025

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