Stephanie Chevalier
E-commerce research and editorial expert
CX personalization & optimization revenue worldwide 2020-2026
Customer experience personalization and optimization software and services revenue worldwide from 2020 to 2026 (in billion U.S. dollars)
Most wanted e-commerce innovations worldwide 2023, by generation
Share of shoppers wishing for selected e-commerce innovations worldwide in 2nd quarter 2023, by generational cohorts
Generative AI use in selected commercial cases worldwide 2023
Generative artificial intelligence (GenAI) usage in selected commercial cases worldwide in 2023
Brands believed to be doing an excellent job providing personalization 2021-2022
Brands doing an excellent job providing personalization according to B2C business leaders and consumers worldwide 2021-2022
Leading e-mail marketing priorities for professionals worldwide 2023
Leading e-mail marketing priorities according to professionals worldwide as of May 2023
Areas in which data-driven marketing was currently the most useful worldwide 2024
Areas in which data-driven marketing was currently the most useful according to marketing decision-makers worldwide as of June 2024
Leading areas combining AI and marketing automation worldwide 2022
Leading areas in which marketers combined artificial intelligence (AI) with marketing automation worldwide as of February 2022
Short-term challenges in marketing technology among e-commerce companies 2022
Main short-term challenges in marketing technology among worldwide e-commerce companies in 2022, by type of company
What global consumers find creepy or cool about targeted ads & personalization 2023
Consumer perceptions on targeted advertisements and personalized content worldwide as of November 2023
Key figures on the state of personalization among businesses worldwide 2023
Key figures on the state of personalization among businesses worldwide in 2023
Presence of personalization KPIs in companies worldwide 2023
Presence of key performance indicators (KPIs) measuring personalization efforts in companies worldwide as of February 2023
Success measurement in using AI-driven personalization worldwide 2023
Ways in which companies measure the success of using artificial intelligence (AI)-driven personalization worldwide 2023
Retailers' perceived ability to use data for personalization worldwide 2023
Perceived ability of retailers to use data for personalization worldwide in 2023
Effective personalization methods in B2B e-commerce worldwide 2022
Most effective personalization methods in business-to-business (B2B) e-commerce worldwide in 2022
Wish for personalized service when buying online 2023, by country
Share of shoppers wanting personalized service when buying online in selected countries worldwide in 2023
Wish for personalized product recommendations when buying online 2023, by country
Share of shoppers wanting personalized product recommendations when buying online in selected countries worldwide in 2023
Global consumers to become repeat buyers after personalized online shopping 2017-2023
Share of consumers who would become repeat buyers after a personalized online shopping experience in selected years between 2017 and 2023
Shoppers not comfortable with AI for personalization 2023, by generation
Share of online shoppers not comfortable with artificial intelligence (AI) use for personalization in 2023, by generation
Circumstances under which consumers expected better personalization worldwide 2023
Circumstances under which customers expected better personalization worldwide in 2023
Consumer attitudes towards personalization & customer experience worldwide 2020-2022
Consumer attitudes towards personalization and customer experience offered by a company worldwide in 2020 and 2022
Consumer preferences for personalized shopping categories in the U.S. 2023
Categories in which consumers would prefer to have a personalized shopping experience in the United States in 2023
Data consumers would share with retailers for personalization in the U.S. 2023
Personal information consumers would be okay with retailers knowing to provide a personalized experience in the United States in 2023
Data consumers would like retailers to know when shopping with them in the U.S 2023
Information consumers wish retailers would know when shopping with them in the United States in 2023
Preference for personalization vs. privacy in CX in the U.S. 2022, by ethnicity
Online consumers' preference for personalization versus privacy in shopping experience in the United States as of May 2022, by ethnicity
Personalized perks for which consumers would share their data in the U.S. 2023
Personalized perks in exchange for which consumers would be willing to share their personal information in the United States in 2023
Impact of personalization on future online shopping behavior in the U.S. 2022
Likeliness to continue shopping on retailer sites that personalized customer experience in the United States as of June 2022
Most used personalization platforms in the EMEA region 2022
Distribution of most used e-commerce personalization platforms in the EMEA region as of 2022
Type of data used to personalize B2B digital experience in Europe 2022
Type of data used to personalize B2B digital experience in Europe in 2022
Importance level of personalized customer experience APAC 2023, by country
Likelihood of quitting a brand due to lacking customer experience (CX) personalization in the Asia-Pacific region in 2023, by country or territory
Impact of personalization technology on brand trust among consumers in APAC 2022
Impact of use of technology for personalization on consumer trust in brands in the Asia-Pacific region in 2022
Personalization mistakes that broke trust in brands in APAC 2022
Personalization mistakes breaking trust in brands in the Asia-Pacific region in 2022
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