[HTML][HTML] The MECOVMA Framework: Implementing Machine Learning Under Macroeconomic Volatility for Marketing Predictions

M Muth - Forecasting, 2025 - mdpi.com
The methodological framework introduced in this paper, MECOVMA, is a novel framework
that guides the application of Machine Learning specifically for marketing predictions within …

[PDF][PDF] The application of machine learning for demand prediction under macroeconomic volatility: a systematic literature

M Muth, M Lingenfelder, G Nufer - 2024 - publikationen.reutlingen-university …
In a contemporary context characterised by shifts in macroeconomic conditions and global
uncertainty, predicting the future behaviour of demanders is critical for management science …

The application of machine learning for demand prediction under macroeconomic volatility: a systematic literature review

M Muth, M Lingenfelder, G Nufer - Management Review Quarterly, 2024 - Springer
In a contemporary context characterised by shifts in macroeconomic conditions and global
uncertainty, predicting the future behaviour of demanders is critical for management science …

Machine Learning for Management of Data: The Role of Machine Learning in Marketing Mix Modelling and Decision-Making

M Chaudhary, M Afshar Alam, S Zafar - International Conference On …, 2024 - Springer
Marketers may use the power of advanced investigation and arrangement of data
incorporating algorithms for learning into the modelling of the marketing mix (MMM). This …

Efficient Marketing: Economically Integrated Strategies and Short-Term Forecasting

AJ Stok - 2024 - essay.utwente.nl
This study at ScanmarQED focusses on developing the AutoForecaster, an automated
system for predicting a marketing Key Performance Indicator (KPI) while incorporating …

Predictive modeling in marketing

GA Werb, M Schmidberger - Die Unternehmung, 2021 - JSTOR
Ensemble methods have received a great deal of attention in the past years in several
disciplines. One reason for their popularity is their ability to model complex relationships in …

[图书][B] Predictive Analytics for Marketers: Using Data Mining for Business Advantage

B Leventhal - 2018 - books.google.com
Predictive analytics has revolutionized marketing practice. It involves using many techniques
from data mining, statistics, modelling, machine learning and artificial intelligence, to …

[图书][B] Predictive marketing: Easy ways every marketer can use customer analytics and big data

O Artun, D Levin - 2015 - books.google.com
Make personalized marketing a reality with this practical guide to predictive analytics
Predictive Marketing is a predictive analytics primer for organizations large and small …

Machine learning and marketing

D Dzyabura, H Yoganarasimhan - Handbook of marketing …, 2018 - elgaronline.com
Machine learning (ML) refers to the study of methods or algorithms designed to learn the
underlying patterns in the data and make predictions based on these patterns. 1 ML tools …

[PDF][PDF] Machine Learning Innovations for Proactive Customer Behavior Prediction: A Strategic Tool for Dynamic Market Adaptation

D Van Chau, J He - 2024 - researchgate.net
The dynamic nature of contemporary markets demands adaptive strategies that can
anticipate and respond to changing consumer behaviors. Traditional reactive approaches …