MarketRight
B2B marketing continues to face significant inefficiencies through conventional cold outreach strategies. This approach, fundamentally reactive rather than strategic, results in substantial resource misallocation and diminished produc- tivity among marketing teams. We present MarketRight—an advanced solu- tion that enables companies to identify and prioritize high-conversion poten- tial prospects through sophisticated predictive analytics. By leveraging this intelligence, organizations can strategically reallocate their marketing resources toward leads with demonstrated interest and compatibility profiles, dramat- ically improving conversion rates while reducing customer acquisition costs. MarketRight transforms scattershot marketing efforts into precise, data-driven campaigns that focus exclusively on prospects with the highest probability of becoming valuable long-term clients. This targeted approach not only optimizes resource utilization but creates more meaningful engagement opportunities with prospects who genuinely align with your offerings.
Contributors: Ayush Sharma, Purvaja Narayana
Dataset: https://www.kaggle.com/datasets/parv619/hackerearths-reduce-marketing-waste/data
For running the pipeline end to end please follow the below mentioned steps:
- Ensure you run the requirements.txt to install all the relevant dependencies
- !pip install -r requirements.txt
- Run the main.ipynb file on a code editor and that should trigger pipeline and provide the results end to end.
At the end of the running pipeline, the program provides a detailed outlook about the relative feature importance on the success probability.