2022
DOI: 10.1111/poms.13790
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Predictive competitive intelligence with prerelease online search traffic

Abstract: In today's competitive market environment, it is vital for companies to gain insight about competitors' new product launches. Past studies have demonstrated the predictive value of prerelease online search traffic (PROST) for new product forecasting. Relying on these findings and the public availability of PROST, we investigate its usefulness for estimating sales of competing products. We propose a model for predicting the success of competitors' product launches, based on own past product sales data and compe… Show more

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Cited by 4 publications
(2 citation statements)
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References 135 publications
(253 reference statements)
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“…On the other hand, accessibility calculation based on multiple transportation modes focuses on examining the results of changes in location dependence of B&Cs [14,25]. In addition, factors such as rent, business district location, distance from commercial centers and public infrastructure, road network density and building type have varying degrees of interpretability for B&C store locations, confirming its trend of moving to non-core locations [17,58,68]. Recent research has highlighted that the heterogeneous distribution of distribution labor may directly affect the efficiency of online business completion, consequently affecting the online sales and viability of B&Cs [69].…”
Section: Multifaceted Determinants Of the Bandcs Businessesmentioning
confidence: 99%
“…On the other hand, accessibility calculation based on multiple transportation modes focuses on examining the results of changes in location dependence of B&Cs [14,25]. In addition, factors such as rent, business district location, distance from commercial centers and public infrastructure, road network density and building type have varying degrees of interpretability for B&C store locations, confirming its trend of moving to non-core locations [17,58,68]. Recent research has highlighted that the heterogeneous distribution of distribution labor may directly affect the efficiency of online business completion, consequently affecting the online sales and viability of B&Cs [69].…”
Section: Multifaceted Determinants Of the Bandcs Businessesmentioning
confidence: 99%
“…Another ensemble approach, XGBoost (Chen & Guestrin, 2016), is popular in marketing (e.g., Rafieian & Yoganarasimhan, 2021) and operations management (Schaer et al., 2022). Similar to BART, XGBoost is an ensemble method that combines multiple decision trees to make predictions.…”
Section: Predictive Value Of Visual Informationmentioning
confidence: 99%