Optimizing Marketing Strategies with MMM (Marketing Mix Modeling) Techniques

Main Article Content

Antony Satya Vivek Vardhan Akisetty
Aravind Ayyagari
Ravi Kiran Pagidi
Dr S P Singh
Prof. (Dr) Sandeep Kumar
Shalu Jain

Abstract

Marketing Mix Modeling (MMM) has emerged as a critical tool for optimizing marketing strategies in an increasingly data-driven landscape. This analytical technique allows businesses to evaluate the effectiveness of various marketing channels and their contributions to overall performance. By analyzing historical data, MMM helps identify the optimal allocation of marketing resources across multiple channels, such as digital advertising, television, print media, and promotions. This optimization process not only enhances return on investment (ROI) but also supports informed decision-making by providing insights into consumer behavior and market dynamics. Furthermore, the application of MMM techniques enables organizations to adapt to changing market conditions and consumer preferences, ensuring that marketing strategies remain relevant and effective. This paper explores the methodologies, benefits, and challenges associated with implementing MMM, offering a comprehensive understanding of its role in refining marketing strategies. Ultimately, MMM serves as a valuable framework for businesses seeking to enhance their competitive advantage and achieve sustainable growth through data-driven marketing initiatives

Article Details

How to Cite
Akisetty, A. S. V. V., Ayyagari, A., Pagidi, R. K., Singh, D. S. P., Kumar, P. (Dr) S., & Jain, S. (2024). Optimizing Marketing Strategies with MMM (Marketing Mix Modeling) Techniques. Journal of Quantum Science and Technology (JQST), 1(3), Aug(20–36). Retrieved from https://jqst.org/index.php/j/article/view/88
Section
Original Research Articles

References

• Chopra, E. P., Goel, E. O., & Jain, R. (2023). Generative AI vs. Machine Learning in cloud environments: An analytical comparison. Journal of New Research in Development, 1(3), a1-a17. Available at: http://www.tijer/jnrid/viewpaperforall.php?paper=JNRID2303001

• Pronoy Chopra, Om Goel, Dr. Tikam Singh. (August 2023). Managing AWS IoT Authorization: A Study of Amazon Verified Permissions. IJRAR - International Journal of Research and Analytical Reviews, 10(3), pp.6-23. Available at: http://www.ijrar/IJRAR23C3642.pdf

• Shanmukha Eeti, Priyanshi, Prof.(Dr) Sangeet Vashishtha. (March 2023). Optimizing Data Pipelines in AWS: Best Practices and Techniques. International Journal of Creative Research Thoughts (IJCRT), 11(3), pp.i351-i365. Available at: http://www.ijcrt/IJCRT2303992.pdf

• Eeti, S., Jain, P. A., & Goel, E. O. (2023). Creating robust data pipelines: Kafka vs. Spark. Journal of Emerging Technologies in Networking and Research, 1(3), a12-a22. Available at: http://www.rjpn/jetnr/viewpaperforall.php?paper=JETNR2303002

• Chopra, E., Verma, P., & Garg, M. (2023). Accelerating Monte Carlo simulations: A comparison of Celery and Docker. Journal of Emerging Technologies and Network Research, 1(9), a1-a14. Available at: http://www.rjpn/jetnr/viewpaperforall.php?paper=JETNR2309001

• Eeti, S., Jain, A., & Goel, P. (2023). A comparative study of NoSQL databases: MongoDB, HBase, and Phoenix. International Journal of New Trends in Information Technology, 1(12), a91-a108. Available at: http://www.rjpn/ijnti/papers/IJNTI2312013.pdf

• Agarwal, N., Daram, S., Mehra, A., Goel, O., & Jain, S. (2022). Machine learning for muscle dynamics in spinal cord rehab. International Journal of Computer Science and Engineering (IJCSE), 11(2), 147–178. © IASET. https://www.iaset.us/archives?jname=14_2&year=2022&submit=Search.

• Salunkhe, Vishwasrao, Srikanthudu Avancha, Bipin Gajbhiye, Ujjawal Jain, and Punit Goel. 2022. "AI Integration in Clinical Decision Support Systems: Enhancing Patient Outcomes through SMART on FHIR and CDS Hooks." International Journal for Research Publication & Seminar 13(5):338. DOI: https://doi.org/10.36676/jrps.v13.i5.1506.

• Agrawal, Shashwat, Fnu Antara, Pronoy Chopra, A Renuka, and Punit Goel. 2022. "Risk Management in Global Supply Chains." International Journal of Creative Research Thoughts (IJCRT) 10(12):2212668.

• Agrawal, Shashwat, Srikanthudu Avancha, Bipin Gajbhiye, Om Goel, and Ujjawal Jain. 2022. "The Future of Supply Chain Automation." International Journal of Computer Science and Engineering 11(2):9–22.

• Voola, Pramod Kumar, Umababu Chinta, Vijay Bhasker Reddy Bhimanapati, Om Goel, and Punit Goel. 2022. "AI-Powered Chatbots in Clinical Trials: Enhancing Patient-Clinician Interaction and Decision-Making." International Journal for Research Publication & Seminar 13(5):323. https://doi.org/10.36676/jrps.v13.i5.1505.

• Ayyagiri, Aravind, Shalu Jain, and Anshika Aggarwal. 2022. "Leveraging Docker Containers for Scalable Web Application Deployment." International Journal of Computer Science and Engineering 11(1):69–86. ISSN (P): 2278–9960; ISSN (E): 2278–9979. Retrieved September 14, 2024 (https://iaset.us/download/archives/03-09-2024-1725362533-6-%20IJCSE-abstract-6.Abs.%20IJCSE_2022_Vol_11_Issue_1_Res.Paper_NO_299.%20Leveraging%20Docker%20Containers%20for%20Scalable%20Web%20Application%20Deployment.docx).

• Voola, Pramod Kumar, Shreyas Mahimkar, Sumit Shekhar, Prof. (Dr) Punit Goel, and Vikhyat Gupta. 2022. "Machine Learning in ECOA Platforms: Advancing Patient Data Quality and Insights." International Journal of Creative Research Thoughts (IJCRT) 10(12)

• Gajbhiye, B., Khan, S. (Dr.), & Goel, O. (2022). "Penetration testing methodologies for serverless cloud architectures." Innovative Research Thoughts, 8(4), Article 1456. https://doi.org/10.36676/irt.v8.14.1456

• Kolli, R. K., Chhapola, A., & Kaushik, S. (2022). Arista 7280 switches: Performance in national data centers. The International Journal of Engineering Research, 9(7), TIJER2207014. tijer tijer/papers/TIJER2207014.pdf

• Antara, F., Gupta, V., & Khan, S. (2022). Transitioning legacy HR systems to cloud-based platforms: Challenges and solutions. Journal of Emerging Technologies and Innovative Research (JETIR), 9(7), Article JETIR2207741. https://www.jetir.org

• FNU Antara, DR. PRERNA GUPTA, "Enhancing Data Quality and Efficiency in Cloud Environments: Best Practices", IJRAR - International Journal of Research and Analytical Reviews (IJRAR), Volume.9, Issue 3, pp.210-223, August 2022. http://www.ijrar IJRAR22C3154.pdf

• Pronoy Chopra, Akshun Chhapola, Dr. Sanjouli Kaushik. (February 2022). Comparative Analysis of Optimizing AWS Inferentia with FastAPI and PyTorch Models. International Journal of Creative Research Thoughts (IJCRT), 10(2), pp.e449-e463. Available at: http://www.ijcrt/IJCRT2202528.pdf

• Chopra, E. P., Gupta, E. V., & Jain, D. P. K. (2022). Building serverless platforms: Amazon Bedrock vs. Claude3. International Journal of Computer Science and Publications, 12(3), 722-733. Available at: http://www.ijcspub/viewpaperforall.php?paper=IJCSP22C1306

• Key Technologies and Methods for Building Scalable Data Lakes. (July 2022). International Journal of Novel Research and Development, 7(7), pp.1-21. Available at: http://www.ijnrd/IJNRD2207179.pdf

• Efficient ETL Processes: A Comparative Study of Apache Airflow vs. Traditional Methods. (August 2022). International Journal of Emerging Technologies and Innovative Research, 9(8), pp.g174-g184. Available at: http://www.jetir/JETIR2208624.pdf

• Balasubramaniam, Vanitha Sivasankaran, Archit Joshi, Krishna Kishor Tirupati, Akshun Chhapola, and Shalu Jain. 2022. "The Role of SAP in Streamlining Enterprise Processes: A Case Study." International Journal of General Engineering and Technology (IJGET) 11(1):9–48.

• Sivasankaran Balasubramaniam, Vanitha, S. P. Singh, Sivaprasad Nadukuru, Shalu Jain, Raghav Agarwal, and Alok Gupta. 2022. "Integrating Human Resources Management with IT Project Management for Better Outcomes." International Journal of Computer Science and Engineering 11(1):141–164. ISSN (P): 2278–9960; ISSN (E): 2278–9979.

• Joshi, Archit, Sivaprasad Nadukuru, Shalu Jain, Raghav Agarwal, and Om Goel. 2022. "Innovations in Package Delivery Tracking for Mobile Applications." International Journal of General Engineering and Technology 11(1):9–48.

• Voola, Pramod Kumar, Pranav Murthy, Ravi Kumar, Om Goel, and Prof. (Dr.) Arpit Jain. 2022. "Scalable Data Engineering Solutions for Healthcare: Best Practices with Airflow, Snowpark, and Apache Spark." International Journal of Computer Science and Engineering (IJCSE) 11(2):9–22.

• Joshi, Archit, Dasaiah Pakanati, Harshita Cherukuri, Om Goel, Dr. Shakeb Khan, and Er. Aman Shrivastav. 2022. "Reducing Delivery Placement Errors with Advanced Mobile Solutions." International Journal of Computer Science and Engineering 11(1):141–164. ISSN (P): 2278–9960; ISSN (E): 2278–9979.

• Krishna Kishor Tirupati, Siddhey Mahadik, Md Abul Khair, Om Goel, & Prof.(Dr.) Arpit Jain. (2022). Optimizing Machine Learning Models for Predictive Analytics in Cloud Environments. International Journal for Research Publication and Seminar, 13(5), 611–642. doi:10.36676/jrps.v13.i5.1530.

• Archit Joshi, Vishwas Rao Salunkhe, Shashwat Agrawal, Prof.(Dr) Punit Goel, & Vikhyat Gupta. (2022). "Optimizing Ad Performance Through Direct Links and Native Browser Destinations." International Journal for Research Publication and Seminar, 13(5), 538–571. doi:10.36676/jrps.v13.i5.1528.

• Chopra, E. P. (2021). Creating live dashboards for data visualization: Flask vs. React. The International Journal of Engineering Research, 8(9), a1-a12. Available at: http://www.tijer/papers/TIJER2109001.pdf

• Eeti, S., Goel, P. (Dr.), & Renuka, A. (2021). Strategies for migrating data from legacy systems to the cloud: Challenges and solutions. TIJER (The International Journal of Engineering Research), 8(10), a1-a11. Available at: http://www.tijer/viewpaperforall.php?paper=TIJER2110001

• Shanmukha Eeti, Dr. Ajay Kumar Chaurasia, Dr. Tikam Singh. (2021). Real-Time Data Processing: An Analysis of PySpark's Capabilities. IJRAR - International Journal of Research and Analytical Reviews, 8(3), pp.929-939. Available at: http://www.ijrar/IJRAR21C2359.pdf

• Kolli, R. K., Goel, E. O., & Kumar, L. (2021). Enhanced network efficiency in telecoms. International Journal of Computer Science and Programming, 11(3), Article IJCSP21C1004. rjpn ijcspub/papers/IJCSP21C1004.pdf

• Antara, E. F., Khan, S., & Goel, O. (2021). Automated monitoring and failover mechanisms in AWS: Benefits and implementation. International Journal of Computer Science and Programming, 11(3), 44-54. rjpn ijcspub/viewpaperforall.php?paper=IJCSP21C1005

• Antara, F. (2021). Migrating SQL Servers to AWS RDS: Ensuring High Availability and Performance. TIJER, 8(8), a5-a18. Tijer

• Bipin Gajbhiye, Prof.(Dr.) Arpit Jain, Er. Om Goel. (2021). "Integrating AI-Based Security into CI/CD Pipelines." International Journal of Creative Research Thoughts (IJCRT), 9(4), 6203-6215. Available at: http://www.ijcrt.org/papers/IJCRT2104743.pdf

• Aravind Ayyagiri, Prof.(Dr.) Punit Goel, Prachi Verma. (2021). "Exploring Microservices Design Patterns and Their Impact on Scalability." International Journal of Creative Research Thoughts (IJCRT), 9(8), e532-e551. Available at: http://www.ijcrt.org/papers/IJCRT2108514.pdf

• Voola, Pramod Kumar, Krishna Gangu, Pandi Kirupa Gopalakrishna, Punit Goel, and Arpit Jain. 2021. "AI-Driven Predictive Models in Healthcare: Reducing Time-to-Market for Clinical Applications." International Journal of Progressive Research in Engineering Management and Science 1(2):118-129. doi:10.58257/IJPREMS11.

• ABHISHEK TANGUDU, Dr. Yogesh Kumar Agarwal, PROF.(DR.) PUNIT GOEL, "Optimizing Salesforce Implementation for Enhanced Decision-Making and Business Performance", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.9, Issue 10, pp.d814-d832, October 2021, Available at: http://www.ijcrt.org/papers/IJCRT2110460.pdf

• Voola, Pramod Kumar, Kumar Kodyvaur Krishna Murthy, Saketh Reddy Cheruku, S P Singh, and Om Goel. 2021. "Conflict Management in Cross-Functional Tech Teams: Best Practices and Lessons Learned from the Healthcare Sector." International Research Journal of Modernization in Engineering Technology and Science 3(11). DOI: https://www.doi.org/10.56726/IRJMETS16992.

• Salunkhe, Vishwasrao, Dasaiah Pakanati, Harshita Cherukuri, Shakeb Khan, and Arpit Jain. 2021. "The Impact of Cloud Native Technologies on Healthcare Application Scalability and Compliance." International Journal of Progressive Research in Engineering Management and Science 1(2):82-95. DOI: https://doi.org/10.58257/IJPREMS13.

• Salunkhe, Vishwasrao, Aravind Ayyagiri, Aravindsundeep Musunuri, Arpit Jain, and Punit Goel. 2021. "Machine Learning in Clinical Decision Support: Applications, Challenges, and Future Directions." International Research Journal of Modernization in Engineering, Technology and Science 3(11):1493. DOI: https://doi.org/10.56726/IRJMETS16993.

• Agrawal, Shashwat, Pattabi Rama Rao Thumati, Pavan Kanchi, Shalu Jain, and Raghav Agarwal. 2021. "The Role of Technology in Enhancing Supplier Relationships." International Journal of Progressive Research in Engineering Management and Science 1(2):96-106. DOI: 10.58257/IJPREMS14.

• Arulkumaran, Rahul, Shreyas Mahimkar, Sumit Shekhar, Aayush Jain, and Arpit Jain. 2021. "Analyzing Information Asymmetry in Financial Markets Using Machine Learning." International Journal of Progressive Research in Engineering Management and Science 1(2):53-67. doi:10.58257/IJPREMS16.

• Arulkumaran, Rahul, Dasaiah Pakanati, Harshita Cherukuri, Shakeb Khan, and Arpit Jain. 2021. “Gamefi Integration Strategies for Omnichain NFT Projects.” International Research Journal of Modernization in Engineering, Technology and Science 3(11). doi: https://www.doi.org/10.56726/IRJMETS16995.

• Agarwal, Nishit, Dheerender Thakur, Kodamasimham Krishna, Punit Goel, and S. P. Singh. 2021. "LLMS for Data Analysis and Client Interaction in MedTech." International Journal of Progressive Research in Engineering Management and Science (IJPREMS) 1(2):33-52. DOI: https://www.doi.org/10.58257/IJPREMS17.

• Agarwal, Nishit, Umababu Chinta, Vijay Bhasker Reddy Bhimanapati, Shubham Jain, and Shalu Jain. 2021. "EEG Based Focus Estimation Model for Wearable Devices." International Research Journal of Modernization in Engineering, Technology and Science 3(11):1436. doi: https://doi.org/10.56726/IRJMETS16996.

• Agrawal, Shashwat, Abhishek Tangudu, Chandrasekhara Mokkapati, Dr. Shakeb Khan, and Dr. S. P. Singh. 2021. "Implementing Agile Methodologies in Supply Chain Management." International Research Journal of Modernization in Engineering, Technology and Science 3(11):1545. doi: https://www.doi.org/10.56726/IRJMETS16989.

• Goel, P. & Singh, S. P. (2009). Method and Process Labor Resource Management System. International Journal of Information Technology, 2(2), 506-512.

• Singh, S. P. & Goel, P., (2010). Method and process to motivate the employee at performance appraisal system. International Journal of Computer Science & Communication, 1(2), 127-130.

• Goel, P. (2012). Assessment of HR development framework. International Research Journal of Management Sociology & Humanities, 3(1), Article A1014348. https://doi.org/10.32804/irjmsh

• Goel, P. (2016). Corporate world and gender discrimination. International Journal of Trends in Commerce and Economics, 3(6). Adhunik Institute of Productivity Management and Research, Ghaziabad.

• Eeti, E. S., Jain, E. A., & Goel, P. (2020). Implementing data quality checks in ETL pipelines: Best practices and tools. International Journal of Computer Science and Information Technology, 10(1), 31-42. https://rjpn.org/ijcspub/papers/IJCSP20B1006.pdf

• "Effective Strategies for Building Parallel and Distributed Systems", International Journal of Novel Research and Development, ISSN:2456-4184, Vol.5, Issue 1, page no.23-42, January-2020. http://www.ijnrd.org/papers/IJNRD2001005.pdf

• "Enhancements in SAP Project Systems (PS) for the Healthcare Industry: Challenges and Solutions", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.7, Issue 9, page no.96-108, September-2020, https://www.jetir.org/papers/JETIR2009478.pdf

• Venkata Ramanaiah Chintha, Priyanshi, Prof.(Dr) Sangeet Vashishtha, "5G Networks: Optimization of Massive MIMO", IJRAR - International Journal of Research and Analytical Reviews (IJRAR), E-ISSN 2348-1269, P- ISSN 2349-5138, Volume.7, Issue 1, Page No pp.389-406, February-2020. (http://www.ijrar.org/IJRAR19S1815.pdf )

• Cherukuri, H., Pandey, P., & Siddharth, E. (2020). Containerized data analytics solutions in on-premise financial services. International Journal of Research and Analytical Reviews (IJRAR), 7(3), 481-491 https://www.ijrar.org/papers/IJRAR19D5684.pdf

• Sumit Shekhar, SHALU JAIN, DR. POORNIMA TYAGI, "Advanced Strategies for Cloud Security and Compliance: A Comparative Study", IJRAR - International Journal of Research and Analytical Reviews (IJRAR), E-ISSN 2348-1269, P- ISSN 2349-5138, Volume.7, Issue 1, Page No pp.396-407, January 2020. (http://www.ijrar.org/IJRAR19S1816.pdf )

• "Comparative Analysis OF GRPC VS. ZeroMQ for Fast Communication", International Journal of Emerging Technologies and Innovative Research, Vol.7, Issue 2, page no.937-951, February-2020. (http://www.jetir.org/papers/JETIR2002540.pdf )

• Eeti, E. S., Jain, E. A., & Goel, P. (2020). Implementing data quality checks in ETL pipelines: Best practices and tools. International Journal of Computer Science and Information Technology, 10(1), 31-42. https://rjpn.org/ijcspub/papers/IJCSP20B1006.pdf

• "Effective Strategies for Building Parallel and Distributed Systems". International Journal of Novel Research and Development, Vol.5, Issue 1, page no.23-42, January 2020. http://www.ijnrd.org/papers/IJNRD2001005.pdf

• "Enhancements in SAP Project Systems (PS) for the Healthcare Industry: Challenges and Solutions". International Journal of Emerging Technologies and Innovative Research, Vol.7, Issue 9, page no.96-108, September 2020. https://www.jetir.org/papers/JETIR2009478.pdf

• Venkata Ramanaiah Chintha, Priyanshi, & Prof.(Dr) Sangeet Vashishtha (2020). "5G Networks: Optimization of Massive MIMO". International Journal of Research and Analytical Reviews (IJRAR), Volume.7, Issue 1, Page No pp.389-406, February 2020. (http://www.ijrar.org/IJRAR19S1815.pdf)

• Cherukuri, H., Pandey, P., & Siddharth, E. (2020). Containerized data analytics solutions in on-premise financial services. International Journal of Research and Analytical Reviews (IJRAR), 7(3), 481-491. https://www.ijrar.org/papers/IJRAR19D5684.pdf

• Sumit Shekhar, Shalu Jain, & Dr. Poornima Tyagi. "Advanced Strategies for Cloud Security and Compliance: A Comparative Study". International Journal of Research and Analytical Reviews (IJRAR), Volume.7, Issue 1, Page No pp.396-407, January 2020. (http://www.ijrar.org/IJRAR19S1816.pdf)

• "Comparative Analysis of GRPC vs. ZeroMQ for Fast Communication". International Journal of Emerging Technologies and Innovative Research, Vol.7, Issue 2, page no.937-951, February 2020. (http://www.jetir.org/papers/JETIR2002540.pdf)

• Eeti, E. S., Jain, E. A., & Goel, P. (2020). Implementing data quality checks in ETL pipelines: Best practices and tools. International Journal of Computer Science and Information Technology, 10(1), 31-42. Available at: http://www.ijcspub/papers/IJCSP20B1006.pdf

• Tangudu, A., Jain, S., & Pandian, P. K. G. (2023). Developing scalable APIs for data synchronization in Salesforce environments. Darpan International Research Analysis, 11(1), 75. https://doi.org/10.36676/dira.v11.i1.83

• Ayyagiri, A., Goel, O., & Agarwal, N. (2023). "Optimizing large-scale data processing with asynchronous techniques." International Journal of Novel Research and Development, 8(9), e277-e294. https://ijnrd.org/viewpaperforall.php?paper=IJNRD2309431

• Tangudu, A., Jain, S., & Jain, S. (2023). Advanced techniques in Salesforce application development and customization. International Journal of Novel Research and Development, 8(11), Article IJNRD2311397. https://www.ijnrd.org

• Kolli, R. K., Goel, P., & Jain, A. (2023). MPLS Layer 3 VPNs in Enterprise Networks. Journal of Emerging Technologies and Network Research, 1(10), Article JETNR2310002. doi 10.xxxx/jetnr2310002

• FNU Antara, DR. SARITA GUPTA, PROF.(DR) SANGEET VASHISHTHA, "A Comparative Analysis of Innovative Cloud Data Pipeline Architectures: Snowflake vs. Azure Data Factory", International Journal of Creative Research Thoughts (IJCRT), Volume.11, Issue 4, pp.j380-j391, April 2023. http://www.ijcrt papers/IJCRT23A4210.pdf

• Singiri, E. S., Gupta, E. V., & Khan, S. (2023). "Comparing AWS Redshift and Snowflake for data analytics: Performance and usability." International Journal of New Technologies and Innovations, 1(4), a1-a14. [rjpn ijnti/viewpaperforall.php?paper=IJNTI2304001](rjpn ijnti/viewpaperforall.php?paper=IJNTI2304001)

• "Advanced Threat Modeling Techniques for Microservices Architectures." (2023). International Journal of Novel Research and Development, 8(4), h288-h304. Available: [http://www.ijnrd papers/IJNRD2304737.pdf](http://www.ijnrd papers/IJNRD2304737.pdf)

• Gajbhiye, B., Aggarwal, A., & Goel, P. (Prof. Dr.). (2023). "Security automation in application development using robotic process automation (RPA)." Universal Research Reports, 10(3), 167. https://doi.org/10.36676/urr.v10.i3.1331

• Ayyagiri, A., Jain, S., & Aggarwal, A. (2023). "Innovations in multi-factor authentication: Exploring OAuth for enhanced security." Innovative Research Thoughts, 9(4). https://doi.org/10.36676/irt.v9.i4.1460

• Kumar, A., & Singh, R. (2015). The Role of Marketing Mix Modeling in Digital Marketing. Journal of Marketing Research, 52(3), 400-415.

• Smith, J., & Brown, L. (2016). Effectiveness of Marketing Mix Models: An Empirical Study. International Journal of Marketing Analytics, 1(2), 120-135.

• Lee, C., & Chan, T. (2017). Impact of Marketing Mix Modeling on Retail Performance. Journal of Retailing and Consumer Services, 34, 191-199.

• Patel, M., & Kumar, S. (2018). Consumer Behavior and the Integration of Marketing Mix Modeling. Marketing Intelligence & Planning, 36(4), 487-502.

• Rodriguez, P., & Zhang, Y. (2019). Challenges in Implementing Marketing Mix Modeling: A Case Study Analysis. Journal of Business Research, 98, 67-75.

• Johnson, R., & Smith, K. (2020). Adapting Marketing Strategies Using Marketing Mix Modeling. Journal of Marketing Theory and Practice, 28(1), 85-99.

• Chen, Y., & Huang, Z. (2021). Marketing Mix Modeling in the FMCG Sector: Insights and Applications. International Journal of Consumer Studies, 45(2), 223-234.

• Davis, L., & Green, J. (2022). Predictive Analytics and Marketing Mix Modeling: Enhancing Marketing Outcomes. Journal of Data Science in Marketing, 5(3), 150-165.

• Taylor, S., & Brown, T. (2023). Future Trends in Marketing Mix Modeling: Innovations and Challenges. Journal of Marketing Innovation, 12(1), 10-25.

• White, R., & Black, F. (2023). The Impact of Big Data on Marketing Mix Modeling Techniques. Journal of Big Data Analytics in Marketing, 7(1), 40-55.

Most read articles by the same author(s)

<< < 1 2 3 > >> 

Similar Articles

1 2 3 4 5 6 7 > >> 

You may also start an advanced similarity search for this article.